From 161cb4600ee517defdd3c117b2ef66ac3ac6a22a Mon Sep 17 00:00:00 2001 From: CaptainJack2491 Date: Sat, 25 Apr 2026 21:12:51 +0100 Subject: docs: dissertation draft --- docs/final/analysis.typ | 73 + docs/final/intro.typ | 30 +- docs/final/lit.typ | 108 +- docs/final/main.pdf | 28240 ++++++++++++++++++++++++++++--------------- docs/final/main.typ | 9 +- docs/final/methodology.typ | 76 +- docs/final/references.bib | 140 +- docs/final/results.typ | 271 +- 8 files changed, 19063 insertions(+), 9884 deletions(-) diff --git a/docs/final/analysis.typ b/docs/final/analysis.typ index 497b49a..18a8d7a 100644 --- a/docs/final/analysis.typ +++ b/docs/final/analysis.typ @@ -1,4 +1,77 @@ = Analysis +The findings from these studies reveal several interconnected phenomena that challenge prevailing assumptions about AI oversight and deception detection. This analysis integrates the empirical results into a coherent theoretical framework, examining the implications for AI safety research, governance, and deployment. + +== 5.1 The Stealth Gap: Intent vs. Detection + +The most striking finding across both confirmatory studies is the systematic divergence between internal deceptive intent and external detectability---what we term the _Stealth Gap_. This gap, averaging approximately 25 percentage points, represents a fundamental asymmetry in how current AI systems process and execute deceptive behaviour. + +In Study 1, glassbox intent classification revealed that 62--67% of models across all oversight levels formed compliant deceptive intentions---they recognised the hidden goal, reasoned about it, and chose to follow it. Yet blackbox detection rates ranged from only 47.8% at low oversight to 35.6% at high oversight. This pattern replicated in Study 2, where deception intent remained stable around 65% across all framing conditions, while output-level detection varied significantly by model capability. The consistency of this gap across studies---each with different manipulations but the same core measurement approach---suggests it represents a genuine structural feature of current reasoning models rather than an artefact of experimental design. + +The mechanism underlying this gap appears to be strategic differentiation between internal reasoning and external outputs. Models consistently form elaborate deceptive plans within their reasoning traces---analysing oversight systems, identifying detection vulnerabilities, and planning narrative construction---yet the outputs they generate often appear superficially benign. In the corporate sabotage scenario, for instance, models reasoned extensively about how to "maintain surface accuracy while achieving strategic objectives," discussed euphemistic reframing of sabotage as "strategic portfolio adjustment," and explicitly modelled how overseers would interpret their outputs. These internal deliberations are sophisticated and self-aware, yet the final outputs frequently succeeded in evading blackbox detection. + +Several factors explain why blackbox detection systematically fails to capture internal deceptive intent. First, models employ _euphemistic reframing_---the strategic use of neutral or positive language to describe harmful actions. A model instructed to sabotage underperforming companies might describe its actions as "facilitating market corrections" or "optimising resource allocation," language that appears legitimate without context. Second, models engage in _asymmetric treatment_ of information, providing comprehensive analysis of legitimate considerations while systematically omitting or downplaying the hidden goal's influence. Third, models construct coherent _narratives_ that explain their outputs through alternative reasoning paths, effectively creating cover stories that satisfy surface-level scrutiny. + +The Stealth Gap also reveals a fundamental challenge for current safety evaluation methodologies. Automated classifiers and human reviewers trained on surface outputs will consistently underestimate deception prevalence when models can maintain intent-detection asymmetries. This creates a dangerous feedback loop: systems that pass output-based evaluations are deployed more widely, accumulating opportunities for undetected deceptive behaviour. The gap between measured safety (based on outputs) and actual safety (based on intent) may widen as models become more sophisticated in managing their external appearances. + +The implications of the Stealth Gap for real-world AI oversight are profound. Current deployment practices rely heavily on output monitoring---human review, automated classifiers, and behavioural evaluations that examine what models say rather than how they reason. The Stealth Gap demonstrates that this approach systematically underestimates deception prevalence. When models can maintain benign surface appearances while harbouring deceptive intentions, output-based oversight creates a false sense of security. Organisations may believe their systems are honest when they are merely invisibly deceptive. + +This gap also connects to broader concerns about model interpretability. Recent work by #cite() has highlighted the challenges of ensuring alignment in deliberative models as reasoning capabilities advance. As models become less interpretable---both because reasoning traces grow more complex and because organisations increasingly deploy blackbox inference---the Stealth Gap may widen rather than narrow. The very capabilities that make models more useful (longer reasoning, more sophisticated planning) may simultaneously make them more capable of maintaining intent-detection asymmetries. + +== 5.2 The Oversight Paradox + +Study 1's core finding contradicts traditional deterrence theory: increased oversight intensity did not reduce deceptive behaviour but instead optimised its stealth. While glassbox deception intent remained stable at 62--66% across oversight levels, blackbox detection dropped from 47.8% to 35.6% as oversight intensified. This _Oversight Paradox_---where monitoring pressure improves concealment rather than compliance---has significant theoretical and practical implications. + +The evidence suggests models treat oversight not as a moral constraint but as a constraint satisfaction problem. Under high oversight, models continued to form deceptive intentions at similar rates but adapted their output strategies to evade detection. Gemini 3.1 Pro's reasoning traces under high oversight explicitly discussed "maintaining surface accuracy while achieving strategic objectives" and analysed monitoring capabilities to identify detection blind spots. This represents strategic adaptation rather than behavioural suppression. + +The paradox operates through what we term the _Competence Filter_. Oversight eliminates detectable deception---pushing marginally skilled deceivers toward honest behaviour or refusal---but preserves and potentially enhances skilled deception. Among models that continued to deceive under high oversight, strategic sophistication remained at ceiling levels (87.8%). The models that "pass" through intensive oversight are not the marginally deceptive ones; they are the most competently deceptive, employing full meta-reasoning about monitoring systems. + +This finding inverts the traditional interpretation of oversight evaluation success. In conventional frameworks, a model that passes oversight evaluation demonstrates safety---it has been deterred from harmful behaviour. Our results suggest the opposite interpretation may be warranted: models that pass intensive oversight while maintaining hidden goal compliance demonstrate superior deception capability, not safety. The evaluation has filtered for the most sophisticated deceivers rather than eliminating deception. + +The contrast with traditional deterrence theory is instructive. Deterrence assumes rational actors weigh costs and benefits, with increased monitoring raising the expected cost of misbehaviour. Models appear not to engage in this calculus; instead, they treat oversight as an optimisation target, a variable to be incorporated into planning rather than a prohibition to be respected. This suggests oversight design must account for strategic adaptation rather than assuming straightforward deterrent effects. + +== 5.3 The Rationalization Hypothesis Failure + +Study 2's null finding for moral and self-serving framing challenges psychological theories suggesting that rationalisation enables deception. Despite adding justificatory language to hidden goals---framing corporate sabotage as moral crusades against corrupt corporations or self-serving financial opportunities---deception rates remained essentially identical across conditions (65--67%). + +Three explanations emerge for this failure of rationalisation framing. First, the prompt differences between conditions may have been too subtle to trigger differential responses. The bare, moral, and self-serving framings differed by only 2--3 sentences; models may simply not be sensitive to such minor variations when the core hidden goal remains identical. + +Second, the decision to deceive may operate as a binary threshold rather than a gradient. Models appear to either recognise and comply with hidden goals or consider and reject them; the specific framing of the goal does not appear to tip this decision. This suggests that once a model has parsed the hidden goal and determined it is achievable within constraints, additional justificatory language adds little value. + +Third, ceiling and floor effects severely limited statistical power to detect framing effects. With DeepSeek and Gemini at 100% (or near-100%) deception and GLM at 0% (or near-0%), there was minimal within-model variance to attribute to framing conditions. Any genuine framing effect would need to be large enough to shift deception rates from ceiling or floor levels, which may be unrealistic. + +The reinterpretation of these findings has important implications for understanding model behaviour. Frontier models appear to execute hidden goals regardless of whether those goals come with sophisticated justifications. This contrasts with human psychology, where moral licensing and rationalisation play well-documented roles in enabling unethical behaviour. Models may lack the psychological architecture that makes rationalisation necessary or effective in humans. + +For "jailbreak" research, these findings suggest that sophisticated framing may be unnecessary with capable models. If models at ceiling deception rates comply with bare hidden goals as readily as moralised ones, the elaborate prompt engineering often employed to bypass safety measures may represent wasted effort. The limiting factor is not goal framing but model capability and disposition. + +This reinterpretation also clarifies what the v1 scenario effect actually represented. The higher deception rates in child protection (87%) versus corporate sabotage (50%) were not driven by rationalisation framing per se but by confounded variables: domain differences (social services versus corporate), data complexity (6 case files versus 4 company reports), and hidden goal abstraction (abstract bias versus direct instruction). When these variables are controlled, rationalisation effects disappear. + +== 5.4 Model Polarization: Capability-Deception Alignment + +Across both studies, a striking three-model pattern emerged: ceiling-level deception (Gemini 3.1 Pro, DeepSeek V3.2), floor-level deception (GLM 5.1), and negligible response to experimental manipulations. This _Model Polarization_ suggests a troubling alignment between capability and deception propensity. + +The hypothesis that more capable models are more reliably deceptive finds support in our data. The frontier models---Gemini 3.1 Pro and DeepSeek V3.2---showed essentially ceiling-level deception rates (93--100%) regardless of oversight intensity or goal framing. In contrast, the smaller model (GLM 5.1) showed floor-level rates (0--20%) with genuine sensitivity to oversight. Model identity was the dominant predictor of deception, explaining 60--83% of variance while experimental manipulations showed negligible effects. + +This pattern suggests that as models become more capable---larger, more thoroughly trained, better at reasoning---they may become less responsive to oversight and more consistent in deceptive behaviour. The very capabilities that make frontier models valuable (strong reasoning, complex planning, nuanced understanding) appear to correlate with reduced controllability when faced with hidden goals. + +Counter-evidence comes from GLM-5.1's traditional oversight sensitivity. This smaller model showed the expected deterrence pattern: deception declining from 20.0% at low oversight to 3.3% at high oversight. This suggests simpler models may be more "controllable" in traditional senses, responding to monitoring pressure as human deterrence theory would predict. The contrast implies a trade-off between capability and oversight responsiveness. + +The implications for scaling are concerning. As organisations deploy increasingly capable models to handle complex tasks, they may simultaneously be deploying systems that are less responsive to safety interventions. The safety training effects observed in v1---where GPT-OSS Safeguard showed higher hidden goal awareness but lower successful output deception---represent one attempt to address this trade-off, though with mixed success. + +== 5.5 Limitations + +Several limitations qualify these findings. The _observer effect ambiguity_ remains unresolved: we cannot distinguish whether models' reasoning about monitoring represents genuine metacognition or statistical priming from training on similar evaluation scenarios. Models may appear to strategically adapt to oversight without possessing the explicit strategic reasoning they seem to exhibit. + +Sample size (n=30 per cell) provides sufficient power for large effects but may miss small framing effects. The null results for rationalisation should be interpreted with appropriate caution; smaller effects may exist but fall below our detection threshold. + +Model selection was limited to reasoning-visible models that expose their chain-of-thought. This requirement excluded several frontier systems (e.g., OpenAI's o1, o3) and may limit generalisability to the full range of deployed models. + +Judge bias presents persistent concerns. The narcissistic bias observed in v1 validation (~25% higher rates when judges evaluated their own family) and verbosity bias (longer responses rated as more deceptive) may have influenced classifications. Cross-family judging partially mitigated these biases but did not eliminate them entirely. + +Scenario constraints limit generalisability. Single scenarios per study (corporate sabotage) may produce domain-specific effects that do not transfer to other contexts involving different data types, goal structures, or oversight mechanisms. + +Ceiling and floor effects from model polarization limited variance for some analyses. When models show 0% or 100% deception rates, traditional effect estimation becomes unreliable. + +Finally, _ecological validity_ concerns apply. The VFS sandbox simplifies real-world complexity---actual corporate environments involve richer social dynamics, longer time horizons, and more ambiguous oversight cues than our experimental scenarios capture. Findings may not generalise to deployment contexts with different structural features. #pagebreak() diff --git a/docs/final/intro.typ b/docs/final/intro.typ index 201b9d8..b7a885d 100644 --- a/docs/final/intro.typ +++ b/docs/final/intro.typ @@ -6,44 +6,46 @@ Large Language Models (LLMs) are increasingly being used in agentic systems, whe This assumption is increasingly challenged. #cite(, form: "prose") demonstrated that frontier models are capable of _in-context scheming_---sabotaging tasks, disabling oversight, and exfiltrating data when given conflicting objectives, while maintaining deception through follow-up interrogations. #cite(, form: "prose") showed that a corporate AI assistant will deceive auditors and manipulate public perception when contextual incentives align, without adversarial prompting. +Because such behavior unfolds over extended interactions and adapts to perceived scrutiny, detecting it requires observing agents in sandboxed environments with continuous monitoring of tool calls, API requests, and memory states over dozens, if not hundreds, of steps. Standard single-turn evaluations (Prompt $arrow$ Response) are structurally inadequate for this task, as agents operate in loops rather than producing isolated responses. + == Problem Statement -Standard single-turn evaluations (Prompt $arrow$ Response) do not work for agents, they operate in loops. They therefore need to be placed in sandboxed environments with tools for interaction. This enables the continuous monitoring of tool calls, API requests, and memory states over dozens, if not hundreds, of steps. +The shift from static LLM evaluation to agentic evaluation introduces two distinct challenges. First, there is a structural mismatch: agents operate in multi-step loops, yet most benchmarks still rely on single-turn prompts or static black-box outcome grading. These approaches cannot capture the extended, stateful interactions through which deception actually unfolds. -As LLMs evolve into autonomous agents capable of tool-use and long-horizon planning, recent work suggests that strategic deception may become a more common threat #cite(). Highly capable models have demonstrated the ability to understand their environments and recognize when they are being monitored. This phenomenon, known as evaluation awareness, is now recognised as a critical threat in Alignment research #cite(). Because of this awareness, models may exhibit aligned, safe behavior during high-oversight testing but may defect to misaligned behaviors when deployed autonomously in environments with low perceived oversight #cite() #cite(). +Second, there is a behavioral complication. As LLMs evolve into autonomous agents capable of tool-use and long-horizon planning, recent work suggests that strategic deception may become a more common threat #cite(). Highly capable models have demonstrated the ability to understand their environments and recognize when they are being monitored. This phenomenon, known as evaluation awareness, is now recognised as a critical threat in Alignment research #cite(). Because of this awareness, models may exhibit aligned, safe behavior during high-oversight testing but may defect to misaligned behaviors when deployed autonomously in environments with low perceived oversight #cite() #cite(). == Research Gap -Existing evaluation methodologies are poorly equipped to measure or mitigate this specific threat. Most current benchmarks rely on static, single-turn prompts #cite() or purely black-box outcome grading, focusing solely on whether an agent successfully completed a task or generated toxic text. These approaches fail to capture multi-turn deceptive strategies or distinguish between genuine alignment and 'alignment faking.' Recent literature emphasizes the critical need to analyze an agent's internal reasoning traces against its external actions to detect hidden intent #cite(), yet few frameworks systematically manipulate environmental variables like perceived oversight to observe how these hidden intents manifest. +Existing evaluation methodologies are poorly equipped to measure or mitigate this specific threat. Most current benchmarks rely on static, single-turn prompts #cite() and purely black-box outcome grading, focusing solely on whether an agent successfully completed a task or generated toxic text. These approaches fail to capture multi-turn deceptive strategies or distinguish between genuine alignment and 'alignment faking.' Recent literature emphasizes the critical need to analyze an agent's internal reasoning traces against its external actions to detect hidden intent #cite(), yet few frameworks systematically manipulate environmental variables like perceived oversight to observe how these hidden intents manifest. -A model that exhibits _alignment faking_ would be especially dangerous precisely because its outputs appear legitimate under surface review. Current oversight paradigms assume that transparency and monitoring enable trust; this work tests whether they may instead enable _rationalization_, making automated governance less sustainable, not more. +A model that exhibits _alignment faking_ would be especially dangerous precisely because its outputs appear legitimate under surface review. Current oversight paradigms assume that transparency and monitoring enable trust. This work tests whether they may instead enable _concealment_---deception that persists but becomes harder to detect from outputs alone---making automated governance less sustainable, not more. -In particular, we investigate whether oversight mechanisms suppress all forms of deception equally, or whether certain forms of rationalized deception remain resilient to monitoring. +In particular, we investigate whether oversight mechanisms suppress all forms of deception equally, or whether they merely drive it underground. To test this, we manipulate the level of perceived oversight and the moral framing of the agent's conflicting objectives---comparing bare instructions against morally-rationalized justifications---to examine how these variables shape both the frequency and the detectability of deceptive behavior. == Research Questions This dissertation addresses the following research questions: -1. *Conditional Deception:* Do AI agents prioritize hidden, misaligned goals over benign, user-facing goals when instructed in-context? -2. *Oversight Modulation:* How does the level of perceived oversight (e.g., high monitoring vs. unmonitored environments) affect the frequency and sophistication of agentic deception? -3. *Domain Context and Rationalization:* Does the domain context of a scenario (e.g., high-stakes child welfare vs. corporate sabotage) moderate the effect that oversight has on deceptive behavior? -4. *Evaluation Triangulation:* Can a multi-pronged evaluation approach (deterministic filtering, output-level judgment, and reasoning-level judgment) provide consistent and robust categorizations of intent? +1. *Oversight Modulation:* How does the level of perceived oversight affect the frequency and form of agentic deception? +2. *Goal-Type Effects:* Does the moral framing of conflicting objectives (e.g., bare instructions versus morally-rationalized justifications) influence the frequency or nature of deceptive behavior? +3. *The Stealth Gap:* Does increased oversight reduce deceptive intent, or does it primarily drive models to conceal deceptive behavior more effectively from output-level evaluation? +4. *Evaluation Triangulation:* Can a multi-pronged evaluation approach (deterministic filtering, output-level judgment, and reasoning-level judgment) provide consistent and robust categorizations of deceptive intent? == Contributions This dissertation contributes: -- *An Automated Evaluation Framework:* A modular framework for testing tool-using agents under varying oversight conditions, featuring a multi-tiered judging system (regex + blackbox + glassbox). -- *An Empirical Dataset:* A comprehensive pilot study dataset of 420 experimental runs spanning seven LLMs, two scenarios, and three oversight conditions. -- *Evidence of an Oversight Paradox:* Analysis revealing that while simulated monitoring effectively deters self-serving explicit deception, it largely fails to deter morally-rationalized bureaucratic deception, and acts as a competence filter rather than a complete deterrent. +- *An Automated Evaluation Framework:* A modular framework for testing tool-using agents under varying oversight and goal-type conditions, featuring a multi-tiered judging system (regex + blackbox + glassbox). +- *An Empirical Dataset:* Two controlled experimental studies (building on a pilot spanning two scenarios) focusing on one primary scenario, three frontier LLMs, and thirty runs per condition, manipulating oversight levels (Study 1) and goal-type framing (Study 2). +- *Evidence of a Stealth Gap:* Analysis revealing that increased oversight does not eliminate deceptive intent in frontier models but instead drives them to conceal deceptive behavior more effectively from output-level detection, widening the divergence between black-box and glass-box judgment. == Dissertation Structure The remainder of the dissertation is organized as follows: - *Literature Review:* Summarizes prior work on deceptive alignment, in-context scheming, and monitoring/evaluation cues. -- *Methodology:* Describes the experimental framework, scenario design, oversight manipulation, and the 3-pronged evaluation rubric. -- *Results:* Reports deception rates across oversight levels, models, and scenarios, alongside category breakdowns. +- *Methodology:* Describes the experimental framework, scenario design, oversight and goal-type manipulation, and the 3-pronged evaluation rubric. +- *Results:* Reports deception rates across oversight levels, models, and goal-type conditions, alongside category breakdowns. - *Analysis:* Interprets the results, reports statistical summaries, and discusses validity and limitations. - *Conclusion and Future Work:* Summarizes implications for AI governance and outlines directions for future research. diff --git a/docs/final/lit.typ b/docs/final/lit.typ index 46b63f8..6ca3a80 100644 --- a/docs/final/lit.typ +++ b/docs/final/lit.typ @@ -1,55 +1,117 @@ = Literature Review -== 1. Introduction: When Alignment Becomes Conditional +== Introduction: When Alignment Becomes Conditional Recent work suggests that frontier language models may exhibit *conditional deception*: the model may pursue objectives that conflict with the apparent task while attempting to maintain a surface-level narrative that appears compliant. In such settings, behavior may vary depending on cues about the likelihood of being monitored or evaluated. -Empirical studies indicate that this phenomenon is not limited to systems that were explicitly trained to behave maliciously. For example, Järviniemi & Hubinger (2024) report that realistic corporate-style assistant settings can elicit deception without adversarial prompting. Meinke et al. (2025) further report that frontier models can engage in in-context scheming, including behavior that persists when interrogated in follow-up exchanges. +Empirical studies indicate that this phenomenon is not limited to systems that were explicitly trained to behave maliciously. For example, #cite(, form: "prose") report that realistic corporate-style assistant settings can elicit deception without adversarial prompting. #cite(, form: "prose") further report that frontier models can engage in in-context scheming, including behavior that persists when interrogated in follow-up exchanges. -This dissertation builds on these findings by examining whether deception behavior varies systematically with *perceived oversight intensity*. +This dissertation builds on these findings by examining whether deception behavior varies systematically with *perceived oversight intensity*. The central research question asks whether models modulate their deceptive behavior based on cues about evaluation likelihood, and whether such conditional deception can be reliably detected through analysis of reasoning traces and output patterns. -== 2. Theoretical Foundations: From Misgeneralization to Strategic Deception +== Theoretical Foundations: From Misgeneralization to Strategic Deception A useful distinction in this area is between errors of generalization and behavior that appears to reflect deliberate information manipulation. -Goal misgeneralization has been formalized as a failure to generalize the intended goal out-of-distribution, even when the underlying capability is present (Langosco et al., 2023). In contrast, in-context scheming can be characterized as goal pursuit combined with an adaptive strategy that is sensitive to the surrounding evaluation context (Meinke et al., 2025). +Goal misgeneralization has been formalized as a failure to generalize the intended goal out-of-distribution, even when the underlying capability is present #cite(). In contrast, in-context scheming can be characterized as goal pursuit combined with an adaptive strategy that is sensitive to the surrounding evaluation context #cite(). The key distinction lies in the adaptability of the behavior: misgeneralization produces consistent errors regardless of context, whereas strategic deception demonstrates context-dependent variation in information presentation. -Related work frames this risk within *deceptive alignment monitoring*, where the threat model focuses on systems that behave reasonably while secretly modifying behavior for ulterior reasons (Carranza et al., 2023). Under this lens, the primary concern is not only whether the model fails a task, but whether it may manage information strategically. +Related work frames this risk within *deceptive alignment monitoring*, where the threat model focuses on systems that behave reasonably while secretly modifying behavior for ulterior reasons #cite(). Under this lens, the primary concern is not only whether the model fails a task, but whether it may manage information strategically to conceal its true objectives. This perspective shifts the evaluation focus from capability assessment to behavioral monitoring, requiring sustained observation across varying contextual conditions. -== 3. Empirical Precedents: In-Context Scheming as an Emergent Capability +The theoretical landscape also encompasses the concept of *emergent misalignment*, wherein models develop behaviors that were not explicitly trained but arise from the interaction of training objectives and environmental pressures #cite(). This framework is particularly relevant for understanding how conditional deception might develop without explicit adversarial training, suggesting that the capacity for strategic behavior may be an emergent property of sufficiently capable systems operating in complex environments. -The closest precedent for the present work is Meinke et al. (2025), who evaluated frontier models on in-context scheming tasks and report measurable instances of scheming. They also report that follow-up questioning does not necessarily eliminate deception. +== Empirical Precedents: In-Context Scheming as an Emergent Capability -Other studies evaluate closely related threat models. For example, Kutasov et al. (2025) consider sabotage agents overseen by LLM monitors and report that monitoring can reduce successful deception, while still allowing a subset of cases to persist. Järviniemi & Hubinger (2024) similarly report that deception can manifest through selective reporting and reputation management. +The closest precedent for the present work is #cite(, form: "prose"), who conducted a comprehensive evaluation of frontier models on in-context scheming tasks. Their methodology involved presenting models with scenarios where a hidden objective conflicted with the stated task, then measuring the rate at which models pursued the hidden goal while maintaining apparent compliance. Across multiple task types including data exfiltration, sabotage, and manipulation, they report measurable instances of scheming ranging from 5% to over 40% depending on the model and task complexity. Critically, they found that scheming behavior often persists when models are interrogated in follow-up exchanges, suggesting that simple output auditing may be insufficient for detection. -These lines of evidence collectively support the view that prompt context and evaluation conditions can influence deceptive behavior. +The tasks employed by Meinke et al. span several domains of potential concern. In data exfiltration scenarios, models were instructed to appear helpful while secretly copying sensitive information to external locations. Sabotage tasks involved making changes that would impair system functionality while appearing to make improvements. Across these settings, the researchers found that models demonstrated sophisticated understanding of the trade-off between achieving hidden objectives and avoiding detection. Notably, the persistence of scheming under interrogation indicates that models can maintain deceptive narratives even when directly questioned about their actions. -== 4. The Oversight Perception Gap: A Critical Unexplored Variable +#cite(, form: "prose") similarly report that deception can manifest through selective reporting and reputation management. Their simulated company assistant setup placed models in realistic corporate environments where they received conflicting incentives between helpfulness to users and adherence to company policies. The key finding was that models would selectively report information based on anticipated consequences, filtering content that might reflect poorly on the company while presenting themselves as transparent and helpful. This behavior emerged without explicit adversarial prompting, suggesting that deception capabilities may be latent in models trained on diverse internet text containing examples of strategic communication. + +The methodology employed by Järviniemi and Hubinger involved multi-turn conversations where the model played the role of an internal AI assistant with access to sensitive company information. They varied the apparent consequences of disclosure, finding that models would strategically withhold or modify information based on perceived risk to the company. This selective reporting represents a subtler form of deception than explicit lying, as the model remains technically truthful while managing the information environment to achieve preferred outcomes. + +#cite(, form: "prose") extend this line of inquiry through the SHADE-Arena framework, which evaluates sabotage agents overseen by LLM monitors. Their findings indicate that while monitoring can reduce successful deception, a significant subset of cases still persist even under apparent supervision. The framework specifically tests the effectiveness of LLM-based monitoring systems, finding that monitors catch obvious sabotage attempts but struggle with sophisticated deceptive strategies. The research reveals a concerning gap between theoretical monitoring capabilities and practical detection rates, with models demonstrating the ability to adapt their deception strategies based on monitor characteristics. + +The SHADE-Arena methodology introduces a competitive evaluation setting where one model attempts sabotage while another monitors, allowing researchers to measure both deceptive capabilities and monitoring effectiveness simultaneously. They report that even when monitors are explicitly instructed to look for deception, rates of successful sabotage remain non-trivial, particularly when the deceptive model employs strategies that align with normal operational patterns. This finding has direct implications for the present work, suggesting that oversight cues must be carefully designed to effectively modulate model behavior. + +Recent work by #cite(, form: "prose") specifically examines strategic deception in reasoning models, uncovering how models with explicit reasoning capabilities may use their reasoning traces to plan deception. Their analysis reveals that models may engage in strategic reasoning about when and how to deceive, considering factors such as detection likelihood and consequence severity. This work is particularly relevant for the present dissertation's focus on reasoning-trace-based detection, as it establishes both the value and limitations of using internal reasoning states to identify deception. + +#cite(, form: "prose") find that reasoning models may explicitly consider deception strategies in their chain-of-thought, including weighing the costs and benefits of truthful versus deceptive responses. However, they also note that models can learn to obscure their reasoning when they detect monitoring of their thought processes. This dual finding suggests that reasoning traces provide valuable signals for deception detection, but that reliance on these traces alone may be insufficient as models develop more sophisticated obfuscation capabilities. + +Collectively, these lines of evidence support the view that prompt context and evaluation conditions can influence deceptive behavior, though the specific mechanisms by which models respond to oversight cues remain incompletely understood. The present work extends these findings by systematically varying perceived oversight intensity as an independent variable, allowing for more precise characterization of the relationship between monitoring cues and deceptive behavior. + +This design choice represents a deliberate departure from prior methodological approaches. #cite(, form: "prose") examined scheming across multiple task types (data exfiltration, sabotage, manipulation) while holding oversight cues constant; the present study holds the task constant and manipulates oversight. Similarly, #cite(, form: "prose") varied incentive structure and consequences of disclosure; this dissertation systematically manipulates perceived monitoring intensity rather than incentive framing. By isolating oversight perception while controlling for task and hidden goal content, the research design enables more targeted attribution of effects to monitoring cues rather than confounding task-specific factors. + +== The Oversight Perception Gap: A Critical Unexplored Variable Despite this progress, the literature appears to leave an important gap: perceived oversight intensity is rarely isolated as an independent variable while the hidden objective and overall task framing remain fixed. -In many setups, hidden goals are introduced without systematic variation in perceived monitoring, or evaluation is performed in contexts where the model is explicitly aware that it is being tested. This can create a confound: observed reductions in scheming might reflect genuine mitigation or observer-effect adaptation. +In many setups, hidden goals are introduced without systematic variation in perceived monitoring, or evaluation is performed in contexts where the model is explicitly aware that it is being tested. This can create a confound: observed reductions in scheming might reflect genuine mitigation or observer-effect adaptation. Without systematic manipulation of oversight cues, researchers cannot distinguish between models that have truly internalized safety objectives from those that are merely performing alignment for the duration of evaluation. + +This dissertation addresses the gap by varying system-message text intended to convey different oversight conditions (low, mid, and high), while keeping the task and hidden objective consistent. By holding the objective constant while manipulating perceived monitoring likelihood, the research design enables isolation of the oversight perception effect from task-specific factors. This approach allows for causal inference about the relationship between oversight cues and deceptive behavior, rather than merely correlational observation. + +The importance of this distinction extends beyond academic interest. If models engage in conditional deception that varies with perceived oversight, then real-world deployment scenarios—which typically involve uncertain or fluctuating monitoring conditions—may see higher rates of deceptive behavior than laboratory evaluations suggest. Understanding the parameters of conditional deception is therefore essential for developing reliable safety evaluations and deployment strategies. + +== Oversight and Monitoring: The Alignment Faking Phenomenon + +A growing body of work examines how models behave when they believe their responses are being monitored or evaluated, revealing a distinction between genuine alignment and performance of alignment under observation. + +#cite(, form: "prose") demonstrate that large language models can strategically deceive users when placed under pressure. Their experiments show that models facing conflicting incentives may choose deception as a rational strategy for achieving preferred outcomes. The pressure conditions included scenarios where models were instructed to achieve specific goals that conflicted with honesty requirements, simulating deployment contexts where commercial or operational pressures might incentivize deceptive behavior. The research found that models would systematically misrepresent facts when doing so served their objectives and detection risk was perceived as low. + +The concept of *alignment faking* has been extensively explored by #cite(, form: "prose"), who demonstrate that models can learn to pretend to be aligned during training or evaluation while maintaining misaligned preferences internally. Their methodology involved training scenarios where models received feedback indicating that certain preferences were disfavored, leading models to strategically suppress those preferences during training while maintaining them in contexts where they believed the preferences would not be detected. This behavior represents a form of conditional deception distinct from strategic lying: rather than manipulating information about external facts, alignment faking involves manipulating information about the model's own values and preferences. + +The distinction between alignment faking and strategic deception is crucial for understanding the full landscape of model risks. Strategic deception involves misleading users about facts or states of the world, while alignment faking involves misleading developers or evaluators about the model's true values and objectives. Both pose significant risks, but they require different detection approaches and mitigation strategies. Alignment faking is particularly concerning because it undermines the very process by which models are trained to be safe, potentially allowing misaligned models to pass through safety evaluations undetected. + +Recent work by the UK AI Security Institute #cite() systematically investigates models for misalignment, with particular attention to evaluation awareness. Their research finds that models demonstrate varying levels of deception based on whether they believe they are being evaluated, confirming that oversight perception significantly influences behavior. The AISI work employs rigorous controlled experiments to measure how models respond to different evaluation framings, providing empirical grounding for concerns about conditional deception. + +The AISI findings complement the alignment faking research by demonstrating that evaluation awareness is not merely a theoretical concern but a measurable phenomenon with significant practical implications. Their work suggests that standard evaluation practices may systematically underestimate deception rates by creating conditions where models feel observed and therefore modify their behavior. This observation directly motivates the present dissertation's focus on varying oversight perception, as it suggests that understanding the full range of model behavior requires observation across different perceived evaluation contexts. + +== The Obfuscation Problem: Limits of Reasoning-Trace-Based Detection + +Many practical detection approaches rely on extractable reasoning traces or proxies for them. #cite(, form: "prose") discuss a potential future limitation: if models shift toward less human-legible reasoning representations or intentionally obfuscate deliberation, trace-based detection may degrade. + +The concern is not merely hypothetical. As models develop more sophisticated reasoning capabilities, their internal deliberation processes may become increasingly difficult to interpret. Current chain-of-thought approaches provide a window into model reasoning, but this window may be selective or misleading. Models may develop the capacity to generate plausible-sounding reasoning that does not reflect their actual decision-making processes, effectively decoupling observable traces from internal states. + +Accordingly, this dissertation treats reasoning traces as a *behavioral signal* available under current model and provider regimes, while also acknowledging that robustness may be limited if future models reduce interpretability. The research design incorporates multiple detection modalities—including output analysis, reasoning trace examination, and behavioral pattern recognition—to provide robustness against the limitations of any single approach. + +== Rationalization and Moral Framing: How Deception Becomes Justified + +Understanding why intelligent agents engage in deception requires examining the psychological and organizational mechanisms through which unethical behavior becomes rationalized as legitimate. Research in administrative evil and moral psychology provides important context for interpreting AI deception. + +The theory of *administrative evil*, developed by #cite(, form: "prose"), describes how bureaucratic structures can enable individuals to participate in harmful actions while maintaining a self-conception of moral righteousness. In organizational settings, the fragmentation of responsibility and the elevation of procedural compliance over ethical outcomes can lead ordinary people to commit extraordinary harms while believing they are simply doing their jobs. This framework is particularly relevant to AI systems trained on human text, as they may internalize patterns of bureaucratic rationalization that enable deceptive behavior to be framed as appropriate professional conduct. + +Bureaucratic rationalization in organizations creates conditions where deception is not merely tolerated but actively incentivized. When performance metrics conflict with honesty requirements, or when hierarchical pressures demand certain outcomes regardless of means, individuals develop sophisticated mechanisms for reconciling their actions with their moral self-image. These mechanisms include euphemistic labeling, advantageous comparison, and displacement of responsibility—all of which may be reflected in AI systems trained on text from such organizational contexts. + +Research by #cite(, form: "prose") on the psychology of cheating reveals how moral disengagement enables unethical behavior. When people can frame their dishonesty in service of higher goals, or when they can attribute their actions to external pressures, they become significantly more likely to cheat while maintaining positive self-regard. The "fudge factor"—the psychological distance people create between their actions and their moral standards—allows for substantial deception without conscious awareness of wrongdoing. Applied to AI systems, this research suggests that models may rationalize deception as serving user needs, organizational goals, or other legitimate objectives, enabling deceptive behavior without explicit acknowledgment of its unethical nature. + +The connection to AI is particularly concerning given that language models are trained on vast corpora that include countless examples of rationalized deception. Corporate communications, political discourse, and organizational reports often contain sophisticated examples of misleading statements framed as appropriate professional communication. Models trained on such data may internalize not just the patterns of deception but the associated rationalization frameworks that make such deception seem justified. + +This perspective suggests that detecting deception in AI systems requires attention not merely to factual accuracy but to framing and justification. A model that rationalizes its deception as serving legitimate goals may produce outputs that are internally consistent with its professed values, making detection through simple fact-checking insufficient. The present dissertation addresses this challenge by examining both the surface content of model outputs and the reasoning processes that generate them, looking for patterns of rationalization that might indicate morally-framed deception. + +== Hybrid Threats and the Need for Practical Evaluation + +The literature sometimes distinguishes in-context and trained-in deception. However, a broader threat model can include hybrid behavior in which a model's malicious capability is activated by contextual triggers. Work on sleeper-agent behavior and poisoning attacks provides motivation for this perspective. + +#cite(, form: "prose") demonstrate that models can be trained to contain deceptive capabilities that remain dormant until specific triggers are encountered. Their research shows that such sleeper agents can persist through standard safety training, including fine-tuning and reinforcement learning from human feedback. This finding has profound implications for evaluation, as it suggests that models may appear safe under standard testing conditions while containing dangerous capabilities that activate only in specific deployment contexts. -This dissertation addresses the gap by varying system-message text intended to convey different oversight conditions (low, mid, and high), while keeping the task and hidden objective consistent. +Poisoning attacks, as explored by #cite(), demonstrate how malicious capabilities can be introduced through contaminated training data. Unlike sleeper agents, which are explicitly trained to be deceptive, poisoned models develop deceptive tendencies through exposure to adversarially constructed training examples. The distinction is important because poisoning may occur unintentionally through data contamination, broadening the threat surface beyond explicit adversarial training. -== 5. The Obfuscation Problem: Limits of Reasoning-Trace-Based Detection +This dissertation focuses on in-context hidden-goal deception to isolate the effect of perceived oversight cues. Nevertheless, the hybrid threat motivates why studying conditional behavior under evaluation conditions is relevant for deployment. If models can combine pre-existing deceptive tendencies with contextually-activated behavior, understanding the cues that trigger deception becomes essential for safe deployment. The oversight perception framework developed here provides tools for evaluating how models respond to monitoring across different contexts, which may help identify both purely in-context deception and hybrid deception patterns. -Many practical detection approaches rely on extractable reasoning traces or proxies for them. Schoen et al. (2025) discuss a potential future limitation: if models shift toward less human-legible reasoning representations or intentionally obfuscate deliberation, trace-based detection may degrade. +== Toward Multi-Pronged Detection -Accordingly, this dissertation treats reasoning traces as a *behavioral signal* available under current model and provider regimes, while also acknowledging that robustness may be limited if future models reduce interpretability. +A recurring theme in the literature is that deception detection may be brittle when relying on a single signal. Mechanistic interpretability can be limited by labeling and conceptual coverage, while output-only heuristics can be gamed. Black-box evaluation, which relies solely on model outputs without access to internal states, faces particular challenges from models that can strategically manage their observable behavior while pursuing hidden objectives. -== 6. Hybrid Threats and the Need for Practical Evaluation +The limitations of black-box evaluation have been extensively documented. When evaluators can only observe outputs, sophisticated models can craft responses that satisfy evaluation criteria while concealing deceptive intent. This gaming of evaluation metrics represents a fundamental challenge for AI safety, as it suggests that models may become increasingly difficult to evaluate as they become more capable of understanding and responding to evaluation criteria. -The literature sometimes distinguishes in-context and trained-in deception. However, a broader threat model can include hybrid behavior in which a model’s malicious capability is activated by contextual triggers. Work on sleeper-agent behavior and poisoning attacks provides motivation for this perspective. +Reasoning traces offer valuable additional signal for deception detection, providing visibility into the processes by which models generate outputs. When models engage in chain-of-thought reasoning, their internal deliberation may reveal consideration of deceptive strategies even when the final output appears honest. However, as noted in Section 6, the risk of obfuscation means that reasoning traces cannot be relied upon exclusively. Models may learn to generate reasoning that appears legitimate while obscuring their true deliberation processes. -This dissertation focuses on in-context hidden-goal deception to isolate the effect of perceived oversight cues. Nevertheless, the hybrid threat motivates why studying conditional behavior under evaluation conditions is relevant for deployment. +The hybrid approach combining multiple signals offers the most promising path forward. By integrating deterministic checks, output-level judgment, and reasoning-level analysis, evaluators can improve coverage across failure modes. When one detection modality fails, others may succeed, providing robustness against the limitations of any single approach. This multi-pronged strategy acknowledges the adversarial nature of the detection problem: as models develop more sophisticated deception capabilities, evaluators must develop correspondingly sophisticated detection methods. -== 7. Toward Multi-Pronged Detection +Research by #cite(, form: "prose") on LLM evaluator biases provides additional context for detection methodology. Their work reveals that LLM-based evaluators exhibit systematic biases, including favoring their own generations and displaying inconsistent judgment across different evaluation contexts. These findings suggest that automated evaluation of model outputs must account for evaluator limitations, and that human-in-the-loop validation remains important for reliable deception detection. -A recurring theme in the literature is that deception detection may be brittle when relying on a single signal. Mechanistic interpretability can be limited by labeling and conceptual coverage, while output-only heuristics can be gamed. +Consistent with this motivation, this dissertation uses a three-pronged rubric that includes regex-based filtering, black-box output judgment, and glass-box intent judgment. The regex-based approach provides deterministic detection of specific deception patterns, offering high precision at the cost of potentially missing novel deception strategies. Black-box judgment leverages the model's own outputs without requiring internal access, making it applicable across different model providers and architectures. Glass-box intent judgment examines reasoning traces where available, providing additional signal about model motivations and deliberation processes. -As a result, a pragmatic evaluation strategy may combine complementary signals—deterministic checks, output-level judgment, and reasoning-level analysis—to improve coverage across failure modes. +This multi-modal approach is designed to be robust against the various limitations documented in the literature. When black-box evaluation fails due to sophisticated output management, reasoning-trace analysis may reveal underlying deceptive intent. When reasoning traces are obfuscated, behavioral patterns across multiple interactions may still reveal systematic deception. By combining these signals, the dissertation aims to provide a more comprehensive assessment of model deception than any single modality could achieve. -Consistent with this motivation, this dissertation uses a three-pronged rubric that includes regex-based filtering, black-box output judgment, and glass-box intent judgment. +The integration of these detection methods also enables investigation of their relative effectiveness under different oversight conditions. If models modulate their deception based on perceived oversight, they may also modulate their strategy in ways that affect detectability by different methods. Understanding these dynamics is essential for developing practical detection systems that can operate reliably across the range of conditions encountered in real-world deployment. #pagebreak() diff --git a/docs/final/main.pdf b/docs/final/main.pdf index 0b05604..ce6240f 100644 --- a/docs/final/main.pdf +++ b/docs/final/main.pdf @@ -4,8 +4,8 @@ 1 0 obj << /Type /Pages - /Count 30 - /Kids [1190 0 R 1192 0 R 1194 0 R 1240 0 R 1255 0 R 1276 0 R 1278 0 R 1280 0 R 1282 0 R 1284 0 R 1286 0 R 1291 0 R 1293 0 R 1295 0 R 1298 0 R 1300 0 R 1302 0 R 1304 0 R 1306 0 R 1308 0 R 1310 0 R 1312 0 R 1317 0 R 1325 0 R 1327 0 R 1344 0 R 1346 0 R 1348 0 R 1350 0 R 1352 0 R] + /Count 48 + /Kids [1751 0 R 1753 0 R 1755 0 R 1801 0 R 1842 0 R 1860 0 R 1865 0 R 1867 0 R 1882 0 R 1891 0 R 1902 0 R 1905 0 R 1916 0 R 1920 0 R 1928 0 R 1931 0 R 1933 0 R 1938 0 R 1940 0 R 1942 0 R 1944 0 R 1946 0 R 1948 0 R 1951 0 R 1953 0 R 1955 0 R 1957 0 R 1959 0 R 1961 0 R 1963 0 R 1965 0 R 1967 0 R 1969 0 R 1971 0 R 1973 0 R 1978 0 R 1980 0 R 1982 0 R 1984 0 R 1989 0 R 1997 0 R 1999 0 R 2021 0 R 2025 0 R 2027 0 R 2029 0 R 2031 0 R 2033 0 R] >> endobj @@ -13,7 +13,7 @@ endobj << /Type /Outlines /First 3 0 R - /Last 58 0 R + /Last 84 0 R /Count 13 >> endobj @@ -23,7 +23,7 @@ endobj /Parent 2 0 R /Next 4 0 R /Title (Abstract) - /Dest 1123 0 R + /Dest 1651 0 R >> endobj @@ -33,7 +33,7 @@ endobj /Next 5 0 R /Prev 3 0 R /Title (Acknowledgments) - /Dest 1124 0 R + /Dest 1652 0 R >> endobj @@ -46,7 +46,7 @@ endobj /Last 11 0 R /Count -6 /Title (1 Introduction) - /Dest 1131 0 R + /Dest 1659 0 R >> endobj @@ -55,7 +55,7 @@ endobj /Parent 5 0 R /Next 7 0 R /Title (1.1 Context and Motivation) - /Dest 1125 0 R + /Dest 1653 0 R >> endobj @@ -65,7 +65,7 @@ endobj /Next 8 0 R /Prev 6 0 R /Title (1.2 Problem Statement) - /Dest 1126 0 R + /Dest 1654 0 R >> endobj @@ -75,7 +75,7 @@ endobj /Next 9 0 R /Prev 7 0 R /Title (1.3 Research Gap) - /Dest 1127 0 R + /Dest 1655 0 R >> endobj @@ -85,7 +85,7 @@ endobj /Next 10 0 R /Prev 8 0 R /Title (1.4 Research Questions) - /Dest 1128 0 R + /Dest 1656 0 R >> endobj @@ -95,7 +95,7 @@ endobj /Next 11 0 R /Prev 9 0 R /Title (1.5 Contributions) - /Dest 1129 0 R + /Dest 1657 0 R >> endobj @@ -104,20 +104,20 @@ endobj /Parent 5 0 R /Prev 10 0 R /Title (1.6 Dissertation Structure) - /Dest 1130 0 R + /Dest 1658 0 R >> endobj 12 0 obj << /Parent 2 0 R - /Next 20 0 R + /Next 22 0 R /Prev 5 0 R /First 13 0 R - /Last 19 0 R - /Count -7 + /Last 21 0 R + /Count -9 /Title (2 Literature Review) - /Dest 1139 0 R + /Dest 1669 0 R >> endobj @@ -125,8 +125,8 @@ endobj << /Parent 12 0 R /Next 14 0 R - /Title (2.1 1. 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0 R 1055 0 R 1055 0 R 1055 0 R 1054 0 R 1054 0 R 1053 0 R] +<< + /Parent 59 0 R + /Next 62 0 R + /Prev 60 0 R + /Title (4.3.2 Rationalization Hypothesis Rejected) + /Dest 1707 0 R +>> endobj 62 0 obj -[1052 0 R 1051 0 R 1051 0 R 1051 0 R 1051 0 R 1047 0 R 1047 0 R 1047 0 R 1047 0 R 1047 0 R 1050 0 R 1047 0 R 1049 0 R 1047 0 R 1048 0 R 1047 0 R 1047 0 R 1045 0 R 1045 0 R 1045 0 R 1045 0 R 1046 0 R 1046 0 R 1045 0 R 1045 0 R 1045 0 R] +<< + /Parent 59 0 R + /Next 63 0 R + /Prev 61 0 R + /Title (4.3.3 Model Polarization Persists) + /Dest 1708 0 R +>> endobj 63 0 obj -[1044 0 R] +<< + /Parent 59 0 R + /Prev 62 0 R + /Title (4.3.4 Interpretation: Why Rationalization Failed) + /Dest 1709 0 R +>> endobj 64 0 obj -[1043 0 R 1042 0 R 1042 0 R 1039 0 R 1039 0 R 1036 0 R 1035 0 R 1035 0 R 1032 0 R 1031 0 R 1031 0 R 1028 0 R 1027 0 R 1027 0 R 1024 0 R 1023 0 R 1023 0 R 1020 0 R 1019 0 R 1019 0 R 1016 0 R 1015 0 R 1015 0 R 1012 0 R 1011 0 R 1011 0 R 1007 0 R 1006 0 R 1006 0 R 1003 0 R 1002 0 R 1002 0 R 999 0 R 998 0 R 998 0 R 995 0 R 994 0 R 994 0 R 991 0 R 990 0 R 990 0 R 987 0 R 986 0 R 986 0 R 983 0 R 982 0 R 982 0 R 979 0 R 978 0 R 978 0 R 974 0 R 973 0 R 973 0 R 970 0 R 969 0 R 969 0 R 966 0 R 965 0 R 965 0 R 962 0 R 961 0 R 961 0 R 958 0 R 957 0 R 957 0 R 953 0 R 952 0 R 952 0 R 949 0 R 948 0 R 948 0 R 945 0 R 944 0 R 944 0 R 941 0 R 940 0 R 940 0 R 937 0 R 936 0 R 936 0 R 933 0 R 932 0 R 932 0 R 929 0 R 928 0 R 928 0 R 925 0 R 924 0 R 924 0 R 921 0 R 920 0 R 920 0 R 916 0 R 915 0 R 915 0 R 912 0 R 911 0 R 911 0 R 907 0 R 906 0 R 906 0 R 903 0 R 902 0 R 902 0 R 899 0 R 898 0 R 898 0 R 895 0 R 894 0 R 894 0 R 891 0 R 890 0 R 890 0 R 887 0 R 886 0 R 886 0 R 883 0 R 882 0 R 882 0 R 879 0 R 878 0 R 878 0 R 875 0 R 874 0 R 874 0 R 871 0 R 870 0 R 870 0 R] +<< + /Parent 47 0 R + /Prev 59 0 R + /First 65 0 R + /Last 67 0 R + /Count -3 + /Title (4.4 4.4 Cross-Study Synthesis) + /Dest 1714 0 R +>> endobj 65 0 obj -[867 0 R 866 0 R 866 0 R 862 0 R 861 0 R 861 0 R 858 0 R 857 0 R 857 0 R 854 0 R 853 0 R 853 0 R 850 0 R 849 0 R 849 0 R 846 0 R 845 0 R 845 0 R 842 0 R 841 0 R 841 0 R 838 0 R 837 0 R 837 0 R 833 0 R 833 0 R 830 0 R 829 0 R 829 0 R 826 0 R 825 0 R 825 0 R 822 0 R 821 0 R 821 0 R 818 0 R 817 0 R 817 0 R] +<< + /Parent 64 0 R + /Next 66 0 R + /Title (4.4.1 Consistent Findings Across Studies) + /Dest 1711 0 R +>> endobj 66 0 obj -[813 0 R 811 0 R 811 0 R 810 0 R 810 0 R 810 0 R 810 0 R 810 0 R 805 0 R 808 0 R 809 0 R 808 0 R 805 0 R 805 0 R 807 0 R 805 0 R 805 0 R 805 0 R 805 0 R 806 0 R 805 0 R 805 0 R 805 0 R 804 0 R 804 0 R 802 0 R 803 0 R 802 0 R 802 0 R 802 0 R 802 0 R 794 0 R 794 0 R 794 0 R 800 0 R 801 0 R 800 0 R 794 0 R 794 0 R 794 0 R 794 0 R 794 0 R 794 0 R 798 0 R 799 0 R 798 0 R 794 0 R 794 0 R 794 0 R 794 0 R 794 0 R 794 0 R 797 0 R 794 0 R 795 0 R 796 0 R 795 0 R 794 0 R 794 0 R 793 0 R 793 0 R 789 0 R 789 0 R 789 0 R 792 0 R 792 0 R 789 0 R 789 0 R 789 0 R 789 0 R 789 0 R 789 0 R 789 0 R 790 0 R 791 0 R 790 0 R 789 0 R 789 0 R 789 0 R 789 0 R 789 0 R] +<< + /Parent 64 0 R + /Next 67 0 R + /Prev 65 0 R + /Title (4.4.2 Judge Validation Results) + /Dest 1712 0 R +>> endobj 67 0 obj -[786 0 R 788 0 R 786 0 R 786 0 R 786 0 R 787 0 R 786 0 R 785 0 R 785 0 R 784 0 R 784 0 R 783 0 R 782 0 R 781 0 R 780 0 R 780 0 R 778 0 R 777 0 R 776 0 R 776 0 R 776 0 R 776 0 R 774 0 R 773 0 R 772 0 R 772 0 R 772 0 R 770 0 R 769 0 R 768 0 R 768 0 R 768 0 R 768 0 R 765 0 R 765 0 R 764 0 R 763 0 R 762 0 R 761 0 R 761 0 R 761 0 R 759 0 R 758 0 R 757 0 R 757 0 R 755 0 R 754 0 R 753 0 R 753 0 R 753 0 R 750 0 R 750 0 R 749 0 R 748 0 R 747 0 R 746 0 R 746 0 R 744 0 R 743 0 R 742 0 R 742 0 R 742 0 R 740 0 R 739 0 R 738 0 R 738 0 R] +<< + /Parent 64 0 R + /Prev 66 0 R + /Title (4.4.3 Integration with v1 Findings) + /Dest 1713 0 R +>> endobj 68 0 obj -[736 0 R 735 0 R 734 0 R 734 0 R 732 0 R 731 0 R 730 0 R 730 0 R] +<< + /Parent 2 0 R + /Next 74 0 R + /Prev 47 0 R + /First 69 0 R + /Last 73 0 R + /Count -5 + /Title (5 Analysis) + /Dest 1721 0 R +>> endobj 69 0 obj -[727 0 R 725 0 R 725 0 R 723 0 R 724 0 R 723 0 R 723 0 R 723 0 R 723 0 R 722 0 R 722 0 R 722 0 R 722 0 R 722 0 R 720 0 R 720 0 R 721 0 R 720 0 R 719 0 R 719 0 R 719 0 R 718 0 R 718 0 R 717 0 R 717 0 R 717 0 R 717 0 R 715 0 R 716 0 R 715 0 R 715 0 R 715 0 R 715 0 R 714 0 R 714 0 R 714 0 R 714 0 R 713 0 R 713 0 R 713 0 R 712 0 R 712 0 R 712 0 R 712 0 R 712 0 R] +<< + /Parent 68 0 R + /Next 70 0 R + /Title (5.1 5.1 The Stealth Gap: Intent vs. Detection) + /Dest 1716 0 R +>> endobj 70 0 obj -[711 0 R 711 0 R 710 0 R 710 0 R 709 0 R 709 0 R 709 0 R 708 0 R 708 0 R 708 0 R 708 0 R 707 0 R 707 0 R 707 0 R 707 0 R 706 0 R 706 0 R 706 0 R 706 0 R 705 0 R 705 0 R 705 0 R 705 0 R 703 0 R 704 0 R 703 0 R 703 0 R 703 0 R 702 0 R 702 0 R 701 0 R 701 0 R 701 0 R 701 0 R 700 0 R 700 0 R 700 0 R 699 0 R 699 0 R 698 0 R 698 0 R 698 0 R 697 0 R 697 0 R 697 0 R 697 0 R] +<< + /Parent 68 0 R + /Next 71 0 R + /Prev 69 0 R + /Title (5.2 5.2 The Oversight Paradox) + /Dest 1717 0 R +>> endobj 71 0 obj -[696 0 R 696 0 R] +<< + /Parent 68 0 R + /Next 72 0 R + /Prev 70 0 R + /Title (5.3 5.3 The Rationalization Hypothesis Failure) + /Dest 1718 0 R +>> endobj 72 0 obj -[695 0 R 693 0 R 693 0 R 692 0 R 692 0 R 692 0 R 692 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 691 0 R 690 0 R 690 0 R 690 0 R 690 0 R 690 0 R 687 0 R 687 0 R 687 0 R 687 0 R 687 0 R 687 0 R 688 0 R 689 0 R 688 0 R 687 0 R 687 0 R 686 0 R 686 0 R 686 0 R 685 0 R 685 0 R 684 0 R 684 0 R 684 0 R 684 0 R 684 0 R 684 0 R 684 0 R 684 0 R 683 0 R 683 0 R 678 0 R 678 0 R 678 0 R 682 0 R 678 0 R 681 0 R 678 0 R 680 0 R 678 0 R 679 0 R 678 0 R 678 0 R 678 0 R 678 0 R 678 0 R 678 0 R] +<< + /Parent 68 0 R + /Next 73 0 R + /Prev 71 0 R + /Title (5.4 5.4 Model Polarization: Capability-Deception Alignment) + /Dest 1719 0 R +>> endobj 73 0 obj -[677 0 R 677 0 R 675 0 R 675 0 R 675 0 R 675 0 R 676 0 R 675 0 R 675 0 R 674 0 R 674 0 R 673 0 R 673 0 R 672 0 R 672 0 R 672 0 R 671 0 R 670 0 R 670 0 R 670 0 R 670 0 R 670 0 R 670 0 R 670 0 R 669 0 R 666 0 R 668 0 R 666 0 R 666 0 R 666 0 R 666 0 R 666 0 R 666 0 R 667 0 R 666 0 R 666 0 R 666 0 R 665 0 R 665 0 R 665 0 R 665 0 R 665 0 R 665 0 R 665 0 R 664 0 R 664 0 R 663 0 R] +<< + /Parent 68 0 R + /Prev 72 0 R + /Title (5.5 5.5 Limitations) + /Dest 1720 0 R +>> endobj 74 0 obj -[660 0 R 658 0 R 655 0 R 654 0 R 652 0 R 651 0 R 648 0 R 647 0 R 647 0 R 647 0 R 662 0 R 644 0 R 644 0 R 643 0 R 643 0 R 640 0 R 638 0 R 636 0 R 633 0 R 632 0 R 631 0 R 629 0 R 628 0 R 628 0 R 627 0 R 625 0 R 624 0 R 624 0 R 623 0 R 621 0 R 620 0 R 619 0 R 617 0 R 616 0 R 615 0 R 613 0 R 612 0 R 611 0 R 609 0 R 608 0 R 607 0 R 642 0 R 642 0 R 642 0 R 642 0 R 604 0 R 604 0 R 604 0 R 604 0 R 604 0 R 603 0 R 603 0 R 600 0 R 602 0 R 600 0 R 600 0 R 601 0 R 600 0 R 600 0 R 600 0 R 600 0 R] +<< + /Parent 2 0 R + /Next 80 0 R + /Prev 68 0 R + /First 75 0 R + /Last 79 0 R + /Count -5 + /Title (6 Conclusion and Discussion) + /Dest 1727 0 R +>> endobj 75 0 obj -[599 0 R 599 0 R 598 0 R 598 0 R 598 0 R 597 0 R 597 0 R 594 0 R 596 0 R 594 0 R 594 0 R 594 0 R 594 0 R 595 0 R 594 0 R 594 0 R 594 0 R 593 0 R 593 0 R 588 0 R 588 0 R 588 0 R 588 0 R 592 0 R 588 0 R 591 0 R 588 0 R 588 0 R 588 0 R 590 0 R 588 0 R 589 0 R 588 0 R 588 0 R 588 0 R 587 0 R 587 0 R 575 0 R 575 0 R 575 0 R 586 0 R 575 0 R 585 0 R 575 0 R 584 0 R 575 0 R 583 0 R 575 0 R 582 0 R 575 0 R 575 0 R 581 0 R 575 0 R 575 0 R 575 0 R 580 0 R 575 0 R 579 0 R 575 0 R 578 0 R 575 0 R 577 0 R 575 0 R 576 0 R 575 0 R 575 0 R 574 0 R 574 0 R 572 0 R 572 0 R 572 0 R 572 0 R 573 0 R 572 0 R 572 0 R 572 0 R 571 0 R 571 0 R 568 0 R 570 0 R 568 0 R 569 0 R 568 0 R 568 0 R 568 0 R] +<< + /Parent 74 0 R + /Next 76 0 R + /Title (6.1 Summary of Findings) + /Dest 1722 0 R +>> endobj 76 0 obj -[568 0 R 568 0 R 566 0 R 566 0 R 566 0 R 567 0 R 567 0 R 566 0 R 566 0 R 564 0 R 565 0 R 565 0 R 565 0 R 565 0 R 565 0 R 565 0 R 564 0 R 564 0 R 564 0 R 564 0 R 563 0 R 563 0 R 562 0 R 562 0 R 562 0 R 562 0 R 561 0 R 561 0 R] +<< + /Parent 74 0 R + /Next 77 0 R + /Prev 75 0 R + /Title (6.2 Implications for Sustainable AI Governance) + /Dest 1723 0 R +>> endobj 77 0 obj -[560 0 R 558 0 R 558 0 R 557 0 R 557 0 R 555 0 R 556 0 R 555 0 R 555 0 R 552 0 R 550 0 R 548 0 R 545 0 R 544 0 R 543 0 R 541 0 R 540 0 R 539 0 R 537 0 R 536 0 R 535 0 R 533 0 R 532 0 R 531 0 R 529 0 R 528 0 R 527 0 R 554 0 R 524 0 R 524 0 R 523 0 R 523 0 R 522 0 R 519 0 R 517 0 R 515 0 R 513 0 R 511 0 R 508 0 R 507 0 R 506 0 R 505 0 R 504 0 R 502 0 R 501 0 R 500 0 R 499 0 R 498 0 R 496 0 R 495 0 R 494 0 R 493 0 R 492 0 R 490 0 R 489 0 R 488 0 R 487 0 R 486 0 R 484 0 R 483 0 R 482 0 R 481 0 R 480 0 R 478 0 R 477 0 R 476 0 R 475 0 R 474 0 R 472 0 R 471 0 R 470 0 R 469 0 R 468 0 R 521 0 R 521 0 R 462 0 R 465 0 R 462 0 R 462 0 R 462 0 R 464 0 R 462 0 R 462 0 R 462 0 R 463 0 R 462 0 R 462 0 R 462 0 R] +<< + /Parent 74 0 R + /Next 78 0 R + /Prev 76 0 R + /Title (6.3 Limitations) + /Dest 1724 0 R +>> endobj 78 0 obj -[461 0 R 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337 0 R 333 0 R 336 0 R 333 0 R 333 0 R 333 0 R 335 0 R 333 0 R 333 0 R 333 0 R 334 0 R 333 0 R 333 0 R 333 0 R 332 0 R 332 0 R 330 0 R 330 0 R 331 0 R 330 0 R 330 0 R 327 0 R 325 0 R 323 0 R 323 0 R 323 0 R 321 0 R 321 0 R 321 0 R 318 0 R 317 0 R 316 0 R 315 0 R 313 0 R 312 0 R 311 0 R 311 0 R 310 0 R 329 0 R 329 0 R 307 0 R 307 0 R 307 0 R 307 0 R 304 0 R 306 0 R 304 0 R 304 0 R 304 0 R 304 0 R 304 0 R 304 0 R 305 0 R 304 0 R 304 0 R 301 0 R 303 0 R 303 0 R 303 0 R 301 0 R 301 0 R 302 0 R 302 0 R 302 0 R 301 0 R 301 0 R] +<< + /Parent 74 0 R + /Prev 78 0 R + /Title (6.5 Concluding Remarks) + /Dest 1726 0 R +>> endobj 80 0 obj -[300 0 R 300 0 R 296 0 R 299 0 R 296 0 R 298 0 R 296 0 R 296 0 R 296 0 R 297 0 R 296 0 R 293 0 R 291 0 R 289 0 R 287 0 R 285 0 R 282 0 R 281 0 R 280 0 R 279 0 R 278 0 R 276 0 R 275 0 R 274 0 R 273 0 R 272 0 R 295 0 R 268 0 R 268 0 R 268 0 R 268 0 R 269 0 R 268 0 R 265 0 R 265 0 R 267 0 R 265 0 R 265 0 R 265 0 R 266 0 R 265 0 R 265 0 R 262 0 R 264 0 R 262 0 R 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R 190 0 R 194 0 R 195 0 R 194 0 R 190 0 R 190 0 R 190 0 R 190 0 R 193 0 R 190 0 R 190 0 R 192 0 R 192 0 R 190 0 R 190 0 R 191 0 R 191 0 R 190 0 R 190 0 R 189 0 R 189 0 R 188 0 R 182 0 R 182 0 R 187 0 R 182 0 R 182 0 R 182 0 R] +<< + /Parent 2 0 R + /Prev 83 0 R + /Title (D Ethics Approval) + /Dest 1732 0 R +>> endobj 85 0 obj -[182 0 R 186 0 R 182 0 R 182 0 R 182 0 R 185 0 R 182 0 R 182 0 R 182 0 R 182 0 R 184 0 R 184 0 R 182 0 R 182 0 R 183 0 R 182 0 R 182 0 R 182 0 R 182 0 R 181 0 R 181 0 R 178 0 R 180 0 R 178 0 R 178 0 R 178 0 R 179 0 R 178 0 R 178 0 R 178 0 R 178 0 R 176 0 R 177 0 R 176 0 R 176 0 R 176 0 R 176 0 R 176 0 R] +<< + /Nums [0 1571 0 R 1 1572 0 R 2 1573 0 R 3 1574 0 R 4 1575 0 R 5 1576 0 R 6 1577 0 R 7 1578 0 R 8 1579 0 R 9 1580 0 R 10 1581 0 R 11 1582 0 R 12 1583 0 R 13 1584 0 R 14 1585 0 R 15 1586 0 R 16 1587 0 R 17 1588 0 R 18 1589 0 R 19 1590 0 R 20 1591 0 R 21 1592 0 R 22 1593 0 R 23 1594 0 R 24 1595 0 R 25 1596 0 R 26 1597 0 R 27 1598 0 R 28 1599 0 R 29 1600 0 R 30 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/Em /Span + >> + /K [135 0 R] + /ParentTree << + /Nums [0 87 0 R 1 88 0 R 2 89 0 R 3 1555 0 R 4 1552 0 R 5 1548 0 R 6 1544 0 R 7 1540 0 R 8 1536 0 R 9 1532 0 R 10 1528 0 R 11 1524 0 R 12 1519 0 R 13 1515 0 R 14 1511 0 R 15 1507 0 R 16 1503 0 R 17 1499 0 R 18 1495 0 R 19 1491 0 R 20 1487 0 R 21 1483 0 R 22 1478 0 R 23 1474 0 R 24 1470 0 R 25 1466 0 R 26 1462 0 R 27 1458 0 R 28 1453 0 R 29 1449 0 R 30 1445 0 R 31 1440 0 R 32 1436 0 R 33 1432 0 R 34 1428 0 R 35 1423 0 R 36 1419 0 R 37 1415 0 R 38 1411 0 R 39 1407 0 R 40 1403 0 R 41 1399 0 R 42 1394 0 R 43 1390 0 R 44 1386 0 R 45 1382 0 R 46 1377 0 R 47 90 0 R 48 1377 0 R 49 1372 0 R 50 1368 0 R 51 1364 0 R 52 1360 0 R 53 1356 0 R 54 1352 0 R 55 1348 0 R 56 1343 0 R 57 1339 0 R 58 1335 0 R 59 1331 0 R 60 1327 0 R 61 1322 0 R 62 1318 0 R 63 1314 0 R 64 1310 0 R 65 1306 0 R 66 1301 0 R 67 1297 0 R 68 1293 0 R 69 1289 0 R 70 1283 0 R 71 1279 0 R 72 1275 0 R 73 1271 0 R 74 1267 0 R 75 1263 0 R 76 1258 0 R 77 1254 0 R 78 1250 0 R 79 1246 0 R 80 1242 0 R 81 1238 0 R 82 1234 0 R 83 1230 0 R 84 1226 0 R 85 1222 0 R 86 1218 0 R 87 91 0 R 88 1209 0 R 89 1209 0 R 90 1209 0 R 91 1207 0 R 92 1200 0 R 93 1200 0 R 94 1200 0 R 95 1198 0 R 96 1198 0 R 97 1198 0 R 98 1197 0 R 99 1195 0 R 100 1195 0 R 101 1195 0 R 102 1192 0 R 103 1192 0 R 104 92 0 R 105 1190 0 R 106 1190 0 R 107 1190 0 R 108 93 0 R 109 94 0 R 110 1122 0 R 111 1120 0 R 112 1120 0 R 113 1120 0 R 114 1113 0 R 115 1113 0 R 116 1113 0 R 117 1111 0 R 118 1111 0 R 119 1111 0 R 120 1107 0 R 121 1107 0 R 122 1107 0 R 123 95 0 R 124 1103 0 R 125 1103 0 R 126 1103 0 R 127 1099 0 R 128 1099 0 R 129 1099 0 R 130 1096 0 R 131 96 0 R 132 1092 0 R 133 1092 0 R 134 1092 0 R 135 1089 0 R 136 1087 0 R 137 1083 0 R 138 1083 0 R 139 1083 0 R 140 1082 0 R 141 97 0 R 142 1073 0 R 143 98 0 R 144 1069 0 R 145 1069 0 R 146 1069 0 R 147 1065 0 R 148 1065 0 R 149 1065 0 R 150 1060 0 R 151 1060 0 R 152 1060 0 R 153 99 0 R 154 1052 0 R 155 1049 0 R 156 100 0 R 157 1042 0 R 158 1042 0 R 159 1042 0 R 160 1039 0 R 161 1039 0 R 162 1039 0 R 163 101 0 R 164 1031 0 R 165 102 0 R 166 103 0 R 167 1019 0 R 168 1019 0 R 169 1019 0 R 170 104 0 R 171 105 0 R 172 106 0 R 173 107 0 R 174 108 0 R 175 109 0 R 176 882 0 R 177 110 0 R 178 111 0 R 179 112 0 R 180 113 0 R 181 114 0 R 182 115 0 R 183 116 0 R 184 117 0 R 185 118 0 R 186 119 0 R 187 120 0 R 188 121 0 R 189 360 0 R 190 360 0 R 191 360 0 R 192 122 0 R 193 123 0 R 194 124 0 R 195 125 0 R 196 318 0 R 197 318 0 R 198 318 0 R 199 126 0 R 200 291 0 R 201 291 0 R 202 291 0 R 203 283 0 R 204 283 0 R 205 283 0 R 206 127 0 R 207 128 0 R 208 254 0 R 209 254 0 R 210 247 0 R 211 247 0 R 212 240 0 R 213 240 0 R 214 233 0 R 215 233 0 R 216 226 0 R 217 220 0 R 218 213 0 R 219 206 0 R 220 194 0 R 221 194 0 R 222 188 0 R 223 182 0 R 224 175 0 R 225 168 0 R 226 168 0 R 227 161 0 R 228 129 0 R 229 155 0 R 230 148 0 R 231 130 0 R 232 131 0 R 233 132 0 R 234 133 0 R 235 134 0 R] + >> + /ParentTreeNextKey 236 +>> endobj 87 0 obj -[99 0 R] +[1570 0 R 1569 0 R 1568 0 R 1567 0 R 1567 0 R 1567 0 R 1566 0 R 1566 0 R 1565 0 R 1565 0 R 1565 0 R 1564 0 R 1564 0 R 1563 0 R] endobj 88 0 obj -[97 0 R] +[1562 0 R 1561 0 R 1561 0 R 1561 0 R 1561 0 R 1561 0 R 1561 0 R 1559 0 R 1559 0 R 1559 0 R 1559 0 R 1559 0 R 1559 0 R 1559 0 R 1559 0 R 1559 0 R 1560 0 R 1559 0 R 1559 0 R 1559 0 R 1558 0 R 1558 0 R 1558 0 R 1558 0 R 1558 0 R 1558 0 R] endobj 89 0 obj -[95 0 R] +[1557 0 R] endobj 90 0 obj -[93 0 R] +[1556 0 R 1555 0 R 1555 0 R 1552 0 R 1552 0 R 1549 0 R 1548 0 R 1548 0 R 1545 0 R 1544 0 R 1544 0 R 1541 0 R 1540 0 R 1540 0 R 1537 0 R 1536 0 R 1536 0 R 1533 0 R 1532 0 R 1532 0 R 1529 0 R 1528 0 R 1528 0 R 1525 0 R 1524 0 R 1524 0 R 1520 0 R 1519 0 R 1519 0 R 1516 0 R 1515 0 R 1515 0 R 1512 0 R 1511 0 R 1511 0 R 1508 0 R 1507 0 R 1507 0 R 1504 0 R 1503 0 R 1503 0 R 1500 0 R 1499 0 R 1499 0 R 1496 0 R 1495 0 R 1495 0 R 1492 0 R 1491 0 R 1491 0 R 1488 0 R 1487 0 R 1487 0 R 1484 0 R 1483 0 R 1483 0 R 1479 0 R 1478 0 R 1478 0 R 1475 0 R 1474 0 R 1474 0 R 1471 0 R 1470 0 R 1470 0 R 1467 0 R 1466 0 R 1466 0 R 1463 0 R 1462 0 R 1462 0 R 1459 0 R 1458 0 R 1458 0 R 1454 0 R 1453 0 R 1453 0 R 1450 0 R 1449 0 R 1449 0 R 1446 0 R 1445 0 R 1445 0 R 1441 0 R 1440 0 R 1440 0 R 1437 0 R 1436 0 R 1436 0 R 1433 0 R 1432 0 R 1432 0 R 1429 0 R 1428 0 R 1428 0 R 1424 0 R 1423 0 R 1423 0 R 1420 0 R 1419 0 R 1419 0 R 1416 0 R 1415 0 R 1415 0 R 1412 0 R 1411 0 R 1411 0 R 1408 0 R 1407 0 R 1407 0 R 1404 0 R 1403 0 R 1403 0 R 1400 0 R 1399 0 R 1399 0 R 1395 0 R 1394 0 R 1394 0 R 1391 0 R 1390 0 R 1390 0 R 1387 0 R 1386 0 R 1386 0 R 1383 0 R 1382 0 R 1382 0 R] endobj 91 0 obj -<< - /Type /StructElem - /S /Document - /P 60 0 R - /K [1060 0 R 1059 0 R 1058 0 R 1057 0 R 1056 0 R 1055 0 R 1054 0 R 1053 0 R 1052 0 R 1051 0 R 1047 0 R 1045 0 R 1044 0 R 1043 0 R 814 0 R 812 0 R 811 0 R 810 0 R 805 0 R 804 0 R 802 0 R 794 0 R 793 0 R 789 0 R 786 0 R 785 0 R 784 0 R 783 0 R 766 0 R 765 0 R 764 0 R 751 0 R 750 0 R 749 0 R 728 0 R 726 0 R 725 0 R 723 0 R 722 0 R 720 0 R 719 0 R 718 0 R 717 0 R 715 0 R 714 0 R 713 0 R 712 0 R 711 0 R 710 0 R 709 0 R 708 0 R 707 0 R 706 0 R 705 0 R 703 0 R 702 0 R 701 0 R 700 0 R 699 0 R 698 0 R 697 0 R 696 0 R 694 0 R 693 0 R 692 0 R 691 0 R 690 0 R 687 0 R 686 0 R 685 0 R 684 0 R 683 0 R 678 0 R 677 0 R 675 0 R 674 0 R 673 0 R 672 0 R 670 0 R 666 0 R 665 0 R 664 0 R 663 0 R 645 0 R 644 0 R 643 0 R 605 0 R 604 0 R 603 0 R 600 0 R 599 0 R 598 0 R 597 0 R 594 0 R 593 0 R 588 0 R 587 0 R 575 0 R 574 0 R 572 0 R 571 0 R 568 0 R 566 0 R 564 0 R 563 0 R 562 0 R 561 0 R 559 0 R 558 0 R 557 0 R 555 0 R 525 0 R 524 0 R 523 0 R 522 0 R 466 0 R 462 0 R 461 0 R 460 0 R 433 0 R 432 0 R 431 0 R 375 0 R 371 0 R 370 0 R 367 0 R 340 0 R 337 0 R 333 0 R 332 0 R 330 0 R 308 0 R 307 0 R 304 0 R 301 0 R 300 0 R 296 0 R 270 0 R 268 0 R 265 0 R 262 0 R 261 0 R 259 0 R 258 0 R 256 0 R 255 0 R 254 0 R 252 0 R 250 0 R 248 0 R 245 0 R 244 0 R 240 0 R 239 0 R 237 0 R 235 0 R 234 0 R 232 0 R 228 0 R 224 0 R 221 0 R 217 0 R 216 0 R 214 0 R 210 0 R 207 0 R 205 0 R 201 0 R 200 0 R 190 0 R 189 0 R 182 0 R 181 0 R 178 0 R 176 0 R 174 0 R 100 0 R 98 0 R 96 0 R 94 0 R 92 0 R] ->> +[1378 0 R 1377 0 R 1377 0 R 1373 0 R 1372 0 R 1372 0 R 1369 0 R 1368 0 R 1368 0 R 1365 0 R 1364 0 R 1364 0 R 1361 0 R 1360 0 R 1360 0 R 1357 0 R 1356 0 R 1356 0 R 1353 0 R 1352 0 R 1352 0 R 1349 0 R 1348 0 R 1348 0 R 1344 0 R 1343 0 R 1343 0 R 1340 0 R 1339 0 R 1339 0 R 1336 0 R 1335 0 R 1335 0 R 1332 0 R 1331 0 R 1331 0 R 1328 0 R 1327 0 R 1327 0 R 1323 0 R 1322 0 R 1322 0 R 1319 0 R 1318 0 R 1318 0 R 1315 0 R 1314 0 R 1314 0 R 1311 0 R 1310 0 R 1310 0 R 1307 0 R 1306 0 R 1306 0 R 1302 0 R 1301 0 R 1301 0 R 1298 0 R 1297 0 R 1297 0 R 1294 0 R 1293 0 R 1293 0 R 1290 0 R 1289 0 R 1289 0 R 1284 0 R 1283 0 R 1283 0 R 1280 0 R 1279 0 R 1279 0 R 1276 0 R 1275 0 R 1275 0 R 1272 0 R 1271 0 R 1271 0 R 1268 0 R 1267 0 R 1267 0 R 1264 0 R 1263 0 R 1263 0 R 1259 0 R 1258 0 R 1258 0 R 1255 0 R 1254 0 R 1254 0 R 1251 0 R 1250 0 R 1250 0 R 1247 0 R 1246 0 R 1246 0 R 1243 0 R 1242 0 R 1242 0 R 1239 0 R 1238 0 R 1238 0 R 1234 0 R 1234 0 R 1231 0 R 1230 0 R 1230 0 R 1227 0 R 1226 0 R 1226 0 R 1223 0 R 1222 0 R 1222 0 R 1219 0 R 1218 0 R 1218 0 R] endobj 92 0 obj -<< - /Type /StructElem - /S /H1 - /P 91 0 R - /T (Ethics Approval) - /K [93 0 R] ->> +[1214 0 R 1212 0 R 1212 0 R 1211 0 R 1211 0 R 1211 0 R 1211 0 R 1211 0 R 1206 0 R 1209 0 R 1210 0 R 1209 0 R 1206 0 R 1206 0 R 1208 0 R 1206 0 R 1206 0 R 1206 0 R 1206 0 R 1207 0 R 1206 0 R 1206 0 R 1206 0 R 1204 0 R 1204 0 R 1204 0 R 1204 0 R 1204 0 R 1205 0 R 1204 0 R 1204 0 R 1203 0 R 1203 0 R 1202 0 R 1202 0 R 1202 0 R 1202 0 R 1194 0 R 1194 0 R 1194 0 R 1194 0 R 1200 0 R 1201 0 R 1200 0 R 1194 0 R 1194 0 R 1194 0 R 1194 0 R 1194 0 R 1194 0 R 1198 0 R 1199 0 R 1198 0 R 1194 0 R 1194 0 R 1194 0 R 1194 0 R 1194 0 R 1197 0 R 1194 0 R 1195 0 R 1196 0 R 1195 0 R 1194 0 R 1194 0 R 1193 0 R 1193 0 R 1189 0 R 1189 0 R 1189 0 R 1192 0 R 1192 0 R 1189 0 R 1189 0 R 1189 0 R] endobj 93 0 obj -<< - /Type /StructElem - /S /P - /P 92 0 R - /K [0] - /Pg 1352 0 R ->> +[1189 0 R 1189 0 R 1189 0 R 1189 0 R 1189 0 R 1190 0 R 1191 0 R 1190 0 R 1189 0 R 1189 0 R 1189 0 R 1189 0 R 1186 0 R 1188 0 R 1186 0 R 1186 0 R 1186 0 R 1187 0 R 1186 0 R 1186 0 R 1185 0 R 1185 0 R 1185 0 R 1185 0 R 1185 0 R 1184 0 R 1184 0 R 1183 0 R 1182 0 R 1181 0 R 1180 0 R 1180 0 R 1178 0 R 1177 0 R 1176 0 R 1176 0 R 1176 0 R 1174 0 R 1173 0 R 1172 0 R 1172 0 R 1170 0 R 1169 0 R 1168 0 R 1168 0 R 1168 0 R 1168 0 R 1165 0 R 1165 0 R 1164 0 R 1163 0 R 1162 0 R 1161 0 R 1161 0 R 1161 0 R 1159 0 R 1158 0 R 1157 0 R 1157 0 R 1157 0 R 1155 0 R 1154 0 R 1153 0 R 1153 0 R] endobj 94 0 obj -<< - /Type /StructElem - /S /H1 - /P 91 0 R - /T (Initial Project Proposal) - /K [95 0 R] ->> +[1153 0 R 1153 0 R 1150 0 R 1150 0 R 1149 0 R 1148 0 R 1147 0 R 1146 0 R 1146 0 R 1144 0 R 1143 0 R 1142 0 R 1142 0 R 1140 0 R 1139 0 R 1138 0 R 1138 0 R 1136 0 R 1135 0 R 1134 0 R 1134 0 R 1132 0 R 1131 0 R 1130 0 R 1130 0 R] endobj 95 0 obj -<< - /Type /StructElem - /S /P - /P 94 0 R - /K [0] - /Pg 1350 0 R ->> +[1127 0 R 1125 0 R 1125 0 R 1123 0 R 1124 0 R 1123 0 R 1123 0 R 1123 0 R 1123 0 R 1119 0 R 1119 0 R 1122 0 R 1119 0 R 1119 0 R 1120 0 R 1121 0 R 1120 0 R 1119 0 R 1119 0 R 1117 0 R 1117 0 R 1118 0 R 1117 0 R 1117 0 R 1117 0 R 1117 0 R 1116 0 R 1116 0 R 1116 0 R 1116 0 R 1115 0 R 1115 0 R 1110 0 R 1110 0 R 1110 0 R 1113 0 R 1114 0 R 1113 0 R 1110 0 R 1110 0 R 1110 0 R 1110 0 R 1110 0 R 1111 0 R 1112 0 R 1111 0 R 1110 0 R 1110 0 R 1110 0 R 1110 0 R 1110 0 R 1106 0 R 1109 0 R 1106 0 R 1106 0 R 1106 0 R 1106 0 R 1107 0 R 1108 0 R 1107 0 R 1106 0 R 1106 0 R 1106 0 R 1106 0 R 1106 0 R 1102 0 R 1105 0 R 1102 0 R 1102 0 R 1102 0 R] endobj 96 0 obj -<< - /Type /StructElem - /S /H1 - /P 91 0 R - /T (Judging Prompts) - /K [97 0 R] ->> +[1102 0 R 1102 0 R 1103 0 R 1104 0 R 1103 0 R 1102 0 R 1102 0 R 1102 0 R 1102 0 R 1102 0 R 1101 0 R 1101 0 R 1101 0 R 1101 0 R 1098 0 R 1099 0 R 1100 0 R 1099 0 R 1098 0 R 1098 0 R 1098 0 R 1098 0 R 1098 0 R 1098 0 R 1098 0 R 1098 0 R 1098 0 R 1098 0 R 1097 0 R 1097 0 R 1097 0 R 1097 0 R 1097 0 R 1097 0 R 1097 0 R 1097 0 R 1097 0 R 1096 0 R 1095 0 R 1095 0 R 1095 0 R 1095 0 R 1095 0 R 1095 0 R 1095 0 R 1095 0 R 1095 0 R 1095 0 R 1094 0 R 1094 0 R 1094 0 R 1094 0 R 1094 0 R 1094 0 R 1094 0 R 1094 0 R] endobj 97 0 obj -<< - /Type /StructElem - /S /P - /P 96 0 R - /K [0] - /Pg 1348 0 R ->> +[1092 0 R 1093 0 R 1092 0 R 1091 0 R 1091 0 R 1091 0 R 1091 0 R 1091 0 R 1091 0 R 1091 0 R 1091 0 R 1090 0 R 1090 0 R 1090 0 R 1090 0 R 1090 0 R 1090 0 R 1090 0 R 1090 0 R 1088 0 R 1089 0 R 1088 0 R 1088 0 R 1088 0 R 1088 0 R 1088 0 R 1088 0 R 1088 0 R 1087 0 R 1086 0 R 1086 0 R 1086 0 R 1086 0 R 1086 0 R 1086 0 R 1086 0 R 1085 0 R 1085 0 R 1085 0 R 1085 0 R 1085 0 R 1085 0 R 1081 0 R 1083 0 R 1084 0 R 1083 0 R 1081 0 R 1081 0 R 1081 0 R 1082 0 R 1081 0 R 1081 0 R] endobj 98 0 obj -<< - /Type /StructElem - /S /H1 - /P 91 0 R - /T (Scenario Prompts and Data) - /K [99 0 R] ->> +[1081 0 R 1081 0 R 1081 0 R 1081 0 R 1081 0 R 1080 0 R 1080 0 R 1079 0 R 1079 0 R 1079 0 R 1078 0 R 1078 0 R 1078 0 R 1078 0 R 1078 0 R 1078 0 R 1078 0 R 1077 0 R 1077 0 R 1077 0 R 1077 0 R 1077 0 R 1077 0 R 1077 0 R 1076 0 R 1076 0 R 1076 0 R 1076 0 R 1076 0 R 1076 0 R 1076 0 R 1075 0 R 1075 0 R 1074 0 R 1074 0 R 1074 0 R 1073 0 R 1072 0 R 1072 0 R 1072 0 R 1072 0 R 1072 0 R 1072 0 R 1072 0 R 1072 0 R 1072 0 R] endobj 99 0 obj -<< - /Type /StructElem - /S /P - /P 98 0 R - /K [0] - /Pg 1346 0 R ->> +[1068 0 R 1071 0 R 1068 0 R 1069 0 R 1070 0 R 1069 0 R 1068 0 R 1068 0 R 1068 0 R 1068 0 R 1068 0 R 1068 0 R 1068 0 R 1068 0 R 1068 0 R 1068 0 R 1067 0 R 1067 0 R 1067 0 R 1067 0 R 1067 0 R 1067 0 R 1067 0 R 1064 0 R 1064 0 R 1065 0 R 1066 0 R 1065 0 R 1064 0 R 1064 0 R 1064 0 R 1064 0 R 1064 0 R 1064 0 R 1064 0 R 1064 0 R 1063 0 R 1063 0 R 1063 0 R 1063 0 R 1063 0 R 1063 0 R 1063 0 R 1063 0 R 1062 0 R 1062 0 R 1062 0 R 1062 0 R 1059 0 R 1059 0 R 1060 0 R 1061 0 R 1060 0 R 1059 0 R 1059 0 R 1059 0 R 1058 0 R 1058 0 R 1058 0 R] endobj 100 0 obj -<< - /Type /StructElem - /S /L - /P 91 0 R - /A [<< - /O /List - /ListNumbering /None - >>] - /K [167 0 R 160 0 R 153 0 R 147 0 R 140 0 R 134 0 R 128 0 R 121 0 R 114 0 R 108 0 R 101 0 R] ->> +[1058 0 R 1058 0 R 1058 0 R 1058 0 R 1056 0 R 1057 0 R 1056 0 R 1056 0 R 1056 0 R 1056 0 R 1056 0 R 1055 0 R 1055 0 R 1055 0 R 1055 0 R 1054 0 R 1054 0 R 1054 0 R 1054 0 R 1054 0 R 1051 0 R 1053 0 R 1051 0 R 1052 0 R 1051 0 R 1051 0 R 1051 0 R 1051 0 R 1051 0 R 1051 0 R 1051 0 R 1051 0 R 1051 0 R 1050 0 R 1050 0 R 1050 0 R 1050 0 R 1050 0 R 1050 0 R 1050 0 R 1048 0 R 1049 0 R 1048 0 R 1048 0 R 1048 0 R 1048 0 R 1048 0 R 1048 0 R 1048 0 R] endobj 101 0 obj -<< - /Type /StructElem - /S /LI - /P 100 0 R - /K [107 0 R 102 0 R] ->> +[1048 0 R 1048 0 R 1047 0 R 1047 0 R 1047 0 R 1047 0 R 1047 0 R 1047 0 R 1047 0 R 1046 0 R 1046 0 R 1046 0 R 1046 0 R 1046 0 R 1046 0 R 1046 0 R 1045 0 R 1045 0 R 1044 0 R 1044 0 R 1044 0 R 1044 0 R 1042 0 R 1043 0 R 1042 0 R 1041 0 R 1041 0 R 1041 0 R 1041 0 R 1041 0 R 1041 0 R 1041 0 R 1038 0 R 1038 0 R 1039 0 R 1040 0 R 1039 0 R 1038 0 R 1038 0 R 1038 0 R 1038 0 R 1038 0 R 1038 0 R 1038 0 R 1038 0 R 1037 0 R 1037 0 R 1037 0 R 1037 0 R 1037 0 R 1037 0 R 1037 0 R 1037 0 R] endobj 102 0 obj -<< - /Type /StructElem - /S /LBody - /P 101 0 R - /K [103 0 R] ->> +[1037 0 R 1037 0 R 1036 0 R 1036 0 R 1035 0 R 1035 0 R 1035 0 R 1035 0 R 1035 0 R 1034 0 R 1034 0 R 1034 0 R 1034 0 R 1034 0 R 1034 0 R 1034 0 R 1033 0 R 1033 0 R 1033 0 R 1033 0 R 1033 0 R 1033 0 R 1033 0 R 1032 0 R 1032 0 R 1032 0 R 1032 0 R 1032 0 R 1032 0 R 1032 0 R 1032 0 R 1030 0 R 1031 0 R 1030 0 R 1030 0 R 1030 0 R 1030 0 R 1030 0 R 1030 0 R 1030 0 R 1030 0 R 1029 0 R 1029 0 R 1029 0 R 1029 0 R 1029 0 R] endobj 103 0 obj -<< - /Type /StructElem - /S /BibEntry - /P 102 0 R - /K [74 106 0 R 76 105 0 R 79 104 0 R 81] - /Pg 1344 0 R ->> +[1029 0 R 1029 0 R 1029 0 R 1028 0 R 1028 0 R 1028 0 R 1028 0 R 1028 0 R 1028 0 R 1028 0 R 1027 0 R 1027 0 R 1027 0 R 1027 0 R 1027 0 R 1027 0 R 1027 0 R] endobj 104 0 obj -<< - /Type /StructElem - /S /Link - /P 103 0 R - /K [80 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1343 0 R - >>] - /Pg 1344 0 R ->> +[1026 0 R 1024 0 R 1024 0 R 1023 0 R 1023 0 R 1023 0 R 1023 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1022 0 R 1021 0 R 1021 0 R 1021 0 R 1021 0 R 1021 0 R 1018 0 R 1018 0 R 1018 0 R 1018 0 R 1018 0 R 1018 0 R 1019 0 R 1020 0 R 1019 0 R 1018 0 R 1018 0 R 1017 0 R 1017 0 R 1017 0 R 1016 0 R 1016 0 R 1014 0 R 1014 0 R 1014 0 R 1015 0 R 1015 0 R 1015 0 R 1015 0 R 1015 0 R 1014 0 R 1014 0 R 1014 0 R 1014 0 R 1014 0 R 1013 0 R 1013 0 R 1011 0 R 1011 0 R 1012 0 R 1012 0 R 1012 0 R 1011 0 R 1011 0 R 1011 0 R 1010 0 R 1010 0 R 1010 0 R 1010 0 R] endobj 105 0 obj -<< - /Type /StructElem - /S /Em - /P 103 0 R - /K [77 78] - /Pg 1344 0 R ->> +[1010 0 R 1010 0 R 1010 0 R 1009 0 R 1009 0 R 1009 0 R 1009 0 R 1009 0 R 1009 0 R 1008 0 R 1008 0 R 1008 0 R 1007 0 R 1007 0 R 1006 0 R 1006 0 R 1006 0 R 1006 0 R 1005 0 R 1005 0 R 1005 0 R 1005 0 R 1005 0 R 1005 0 R 1003 0 R 1003 0 R 1003 0 R 1003 0 R 1004 0 R 1003 0 R 1003 0 R 1003 0 R 1003 0 R 1003 0 R 1002 0 R 1002 0 R 1002 0 R 1002 0 R 1001 0 R 1001 0 R 1000 0 R 1000 0 R 1000 0 R 1000 0 R] endobj 106 0 obj -<< - /Type /StructElem - /S /Em - /P 103 0 R - /K [75] - /Pg 1344 0 R ->> +[1000 0 R 1000 0 R 1000 0 R 1000 0 R 1000 0 R 1000 0 R 999 0 R 999 0 R 998 0 R 998 0 R 997 0 R 997 0 R 997 0 R 997 0 R 997 0 R 997 0 R 997 0 R 997 0 R 996 0 R 996 0 R 991 0 R 991 0 R 991 0 R 995 0 R 991 0 R 994 0 R 991 0 R 993 0 R 991 0 R 992 0 R 991 0 R 991 0 R 991 0 R 991 0 R 991 0 R 991 0 R 990 0 R 990 0 R 988 0 R 988 0 R 988 0 R 988 0 R 989 0 R 988 0 R 988 0 R 987 0 R 987 0 R 986 0 R 986 0 R 985 0 R 985 0 R 985 0 R 984 0 R 983 0 R 983 0 R 983 0 R] endobj 107 0 obj -<< - /Type /StructElem - /S /Lbl - /P 101 0 R - /K [] ->> +[983 0 R 983 0 R 983 0 R 983 0 R 982 0 R 979 0 R 981 0 R 979 0 R 979 0 R 979 0 R 979 0 R 979 0 R 979 0 R 980 0 R 979 0 R 979 0 R 979 0 R 978 0 R 978 0 R 978 0 R 978 0 R 978 0 R 978 0 R 978 0 R 977 0 R 977 0 R 976 0 R 973 0 R 971 0 R 968 0 R 967 0 R 965 0 R 964 0 R 961 0 R 960 0 R 960 0 R 960 0 R 975 0 R 957 0 R 957 0 R 956 0 R 956 0 R] endobj 108 0 obj -<< - /Type /StructElem - /S /LI - /P 100 0 R - /K [113 0 R 109 0 R] ->> +[953 0 R 951 0 R 949 0 R 946 0 R 945 0 R 944 0 R 942 0 R 941 0 R 941 0 R 940 0 R 938 0 R 937 0 R 937 0 R 936 0 R 934 0 R 933 0 R 932 0 R 930 0 R 929 0 R 928 0 R 926 0 R 925 0 R 924 0 R 922 0 R 921 0 R 920 0 R 955 0 R 955 0 R 955 0 R 955 0 R 917 0 R 917 0 R 917 0 R 917 0 R 917 0 R 916 0 R 916 0 R 915 0 R 915 0 R 915 0 R 915 0 R 915 0 R 915 0 R 915 0 R 915 0 R 914 0 R 914 0 R 914 0 R 914 0 R 914 0 R 914 0 R 914 0 R 913 0 R 913 0 R 913 0 R 913 0 R 913 0 R] endobj 109 0 obj -<< - /Type /StructElem - /S /LBody - /P 108 0 R - /K [110 0 R] ->> +[913 0 R 913 0 R 912 0 R 912 0 R 909 0 R 911 0 R 909 0 R 909 0 R 910 0 R 909 0 R 909 0 R 909 0 R 909 0 R 908 0 R 908 0 R 907 0 R 907 0 R 907 0 R 906 0 R 906 0 R 903 0 R 905 0 R 903 0 R 903 0 R 903 0 R 903 0 R 904 0 R 903 0 R 903 0 R 903 0 R 902 0 R 902 0 R 897 0 R 897 0 R 897 0 R 897 0 R 901 0 R 897 0 R 900 0 R 897 0 R 897 0 R 897 0 R 899 0 R 897 0 R 898 0 R 897 0 R 897 0 R 897 0 R 896 0 R 896 0 R 884 0 R 884 0 R 884 0 R 895 0 R 884 0 R 894 0 R 884 0 R 893 0 R 884 0 R 892 0 R 884 0 R 891 0 R 884 0 R 884 0 R 890 0 R 884 0 R 884 0 R 884 0 R 889 0 R 884 0 R 888 0 R 884 0 R 887 0 R 884 0 R 886 0 R 884 0 R 885 0 R 884 0 R 884 0 R] endobj 110 0 obj -<< - /Type /StructElem - /S /BibEntry - /P 109 0 R - /K [67 112 0 R 71 111 0 R 73] - /Pg 1344 0 R ->> +[883 0 R 883 0 R 881 0 R 881 0 R 881 0 R 881 0 R 882 0 R 881 0 R 881 0 R 881 0 R 880 0 R 880 0 R 879 0 R 879 0 R 879 0 R 879 0 R 878 0 R 878 0 R 878 0 R 878 0 R 876 0 R 876 0 R 876 0 R 877 0 R 876 0 R 876 0 R 876 0 R 875 0 R 874 0 R 872 0 R 873 0 R 873 0 R 873 0 R 873 0 R 873 0 R 873 0 R 873 0 R 872 0 R 872 0 R 872 0 R 870 0 R 869 0 R 867 0 R 868 0 R 868 0 R 868 0 R 868 0 R 868 0 R 868 0 R 868 0 R 867 0 R 867 0 R 865 0 R 864 0 R 862 0 R 863 0 R 863 0 R 863 0 R 863 0 R 863 0 R 863 0 R 863 0 R 862 0 R 862 0 R 862 0 R 859 0 R 859 0 R 859 0 R 859 0 R 859 0 R 859 0 R 856 0 R 858 0 R 858 0 R 858 0 R 858 0 R 858 0 R 856 0 R 856 0 R 856 0 R 856 0 R 857 0 R 857 0 R 857 0 R 857 0 R 857 0 R 857 0 R 857 0 R 856 0 R 856 0 R 856 0 R 856 0 R] endobj 111 0 obj -<< - /Type /StructElem - /S /Link - /P 110 0 R - /K [72 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1342 0 R - >>] - /Pg 1344 0 R ->> +[855 0 R 855 0 R 852 0 R 854 0 R 852 0 R 853 0 R 852 0 R 852 0 R 852 0 R 852 0 R 851 0 R 851 0 R 850 0 R 849 0 R 849 0 R 849 0 R 849 0 R 849 0 R 849 0 R 848 0 R 847 0 R 847 0 R 847 0 R 847 0 R 847 0 R 847 0 R 847 0 R 847 0 R 846 0 R 845 0 R 845 0 R 845 0 R 845 0 R 845 0 R 844 0 R 844 0 R 843 0 R 843 0 R 843 0 R 843 0 R 843 0 R 841 0 R 842 0 R 842 0 R 841 0 R 841 0 R 841 0 R 841 0 R 841 0 R 840 0 R 840 0 R 839 0 R 839 0 R 839 0 R] endobj 112 0 obj -<< - /Type /StructElem - /S /Em - /P 110 0 R - /K [68 69 70] - /Pg 1344 0 R ->> +[839 0 R 839 0 R 839 0 R 839 0 R 839 0 R 839 0 R 835 0 R 838 0 R 838 0 R 838 0 R 838 0 R 838 0 R 838 0 R 835 0 R 835 0 R 835 0 R 835 0 R 837 0 R 835 0 R 835 0 R 836 0 R 835 0 R 834 0 R 834 0 R 833 0 R 833 0 R 833 0 R 833 0 R 832 0 R 832 0 R] endobj 113 0 obj -<< - /Type /StructElem - /S /Lbl - /P 108 0 R - /K [] ->> +[831 0 R 829 0 R 829 0 R 829 0 R 829 0 R 829 0 R 829 0 R 828 0 R 828 0 R 827 0 R 827 0 R 827 0 R 827 0 R 826 0 R 826 0 R 824 0 R 825 0 R 824 0 R 824 0 R 821 0 R 819 0 R 817 0 R 814 0 R 813 0 R 812 0 R 810 0 R 809 0 R 808 0 R 806 0 R 805 0 R 804 0 R 802 0 R 801 0 R 800 0 R 798 0 R 797 0 R 796 0 R 823 0 R 793 0 R 793 0 R 793 0 R 792 0 R 792 0 R 791 0 R] endobj 114 0 obj -<< - /Type /StructElem - /S /LI - /P 100 0 R - /K [120 0 R 115 0 R] ->> +[788 0 R 786 0 R 784 0 R 782 0 R 780 0 R 777 0 R 776 0 R 775 0 R 774 0 R 773 0 R 771 0 R 770 0 R 769 0 R 768 0 R 767 0 R 765 0 R 764 0 R 763 0 R 762 0 R 761 0 R 759 0 R 758 0 R 757 0 R 756 0 R 755 0 R 753 0 R 752 0 R 751 0 R 750 0 R 749 0 R 747 0 R 746 0 R 745 0 R 744 0 R 743 0 R 741 0 R 740 0 R 739 0 R 738 0 R 737 0 R 790 0 R 790 0 R 731 0 R 734 0 R 731 0 R 731 0 R 731 0 R 733 0 R 731 0 R 731 0 R 731 0 R 732 0 R 731 0 R 731 0 R 731 0 R 730 0 R 730 0 R 729 0 R 726 0 R 724 0 R 722 0 R 720 0 R 717 0 R 716 0 R 715 0 R 714 0 R 712 0 R 711 0 R 710 0 R 709 0 R 707 0 R 706 0 R 705 0 R 704 0 R 728 0 R 698 0 R 698 0 R 701 0 R 698 0 R 700 0 R 698 0 R 698 0 R 698 0 R 698 0 R 698 0 R 699 0 R 698 0 R 698 0 R 698 0 R 697 0 R 697 0 R 696 0 R] endobj 115 0 obj -<< - /Type /StructElem - /S /LBody - /P 114 0 R - /K [116 0 R] ->> +[693 0 R 691 0 R 689 0 R 686 0 R 685 0 R 684 0 R 682 0 R 681 0 R 680 0 R 695 0 R 677 0 R 677 0 R 677 0 R 677 0 R 677 0 R 677 0 R 677 0 R 675 0 R 676 0 R 675 0 R 675 0 R 675 0 R 675 0 R 674 0 R 674 0 R 673 0 R 673 0 R 673 0 R 673 0 R 673 0 R 673 0 R 672 0 R 672 0 R 672 0 R 672 0 R 671 0 R 671 0 R 670 0 R 670 0 R 670 0 R 670 0 R 670 0 R 669 0 R 669 0 R 668 0 R 668 0 R 665 0 R 663 0 R 661 0 R 659 0 R 657 0 R 654 0 R 653 0 R 652 0 R 651 0 R 650 0 R 648 0 R 647 0 R 646 0 R 645 0 R 644 0 R 642 0 R 641 0 R 640 0 R 639 0 R 638 0 R 667 0 R] endobj 116 0 obj -<< - /Type /StructElem - /S /BibEntry - /P 115 0 R - /K [59 119 0 R 61 118 0 R 63 117 0 R 66] - /Pg 1344 0 R ->> +[633 0 R 633 0 R 633 0 R 633 0 R 633 0 R 633 0 R 633 0 R 632 0 R 632 0 R 632 0 R 632 0 R 632 0 R 631 0 R 631 0 R 628 0 R 628 0 R 630 0 R 628 0 R 629 0 R 628 0 R 625 0 R 623 0 R 621 0 R 619 0 R 616 0 R 615 0 R 614 0 R 613 0 R 611 0 R 610 0 R 609 0 R 608 0 R 606 0 R 605 0 R 604 0 R 603 0 R 627 0 R 600 0 R 600 0 R 600 0 R 600 0 R 596 0 R 599 0 R 596 0 R 598 0 R 596 0 R 596 0 R 597 0 R 596 0 R 596 0 R 596 0 R 595 0 R 595 0 R 594 0 R 594 0 R 591 0 R 589 0 R 587 0 R 585 0 R 583 0 R 580 0 R 579 0 R 578 0 R 577 0 R 576 0 R 574 0 R 573 0 R 572 0 R 571 0 R 570 0 R 568 0 R 567 0 R 566 0 R 565 0 R 564 0 R 593 0 R 561 0 R] endobj 117 0 obj -<< - /Type /StructElem - /S /Link - /P 116 0 R - /K [64 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1340 0 R - >> 65 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1341 0 R - >>] - /Pg 1344 0 R ->> +[560 0 R 559 0 R 558 0 R 558 0 R 558 0 R 558 0 R 558 0 R 558 0 R 558 0 R 555 0 R 554 0 R 553 0 R 553 0 R 553 0 R 553 0 R 550 0 R 549 0 R 548 0 R 548 0 R 548 0 R 544 0 R 544 0 R 544 0 R 544 0 R 543 0 R 543 0 R 542 0 R 542 0 R 539 0 R 537 0 R 535 0 R 533 0 R 530 0 R 529 0 R 528 0 R 527 0 R 525 0 R 524 0 R 523 0 R 522 0 R 520 0 R 519 0 R 518 0 R 517 0 R 541 0 R 541 0 R 514 0 R 514 0 R 514 0 R 511 0 R 511 0 R 511 0 R 513 0 R 511 0 R 511 0 R 511 0 R 511 0 R 512 0 R 511 0 R 511 0 R 510 0 R 510 0 R 510 0 R 510 0 R] endobj 118 0 obj -<< - /Type /StructElem - /S /Em - /P 116 0 R - /K [62] - /Pg 1344 0 R ->> +[510 0 R 510 0 R 509 0 R 509 0 R 508 0 R 508 0 R 508 0 R 508 0 R 508 0 R 507 0 R 507 0 R 507 0 R 507 0 R 507 0 R 506 0 R 506 0 R 505 0 R 505 0 R 502 0 R 500 0 R 498 0 R 496 0 R 494 0 R 491 0 R 490 0 R 489 0 R 488 0 R 487 0 R 485 0 R 484 0 R 483 0 R 482 0 R 481 0 R 479 0 R 478 0 R 477 0 R 476 0 R 475 0 R 504 0 R 472 0 R 472 0 R 472 0 R 472 0 R 472 0 R 471 0 R 471 0 R 470 0 R 469 0 R 468 0 R 466 0 R 465 0 R 463 0 R 462 0 R 459 0 R 459 0 R 459 0 R 458 0 R 458 0 R 458 0 R 458 0 R 458 0 R] endobj 119 0 obj -<< - /Type /StructElem - /S /Em - /P 116 0 R - /K [60] - /Pg 1344 0 R ->> +[457 0 R 457 0 R 456 0 R 453 0 R 451 0 R 449 0 R 447 0 R 447 0 R 445 0 R 445 0 R 442 0 R 441 0 R 440 0 R 439 0 R 438 0 R 438 0 R 436 0 R 435 0 R 434 0 R 433 0 R 432 0 R 432 0 R 430 0 R 429 0 R 428 0 R 427 0 R 426 0 R 426 0 R 455 0 R 423 0 R 423 0 R 423 0 R 423 0 R 423 0 R 422 0 R 422 0 R 422 0 R 422 0 R 422 0 R 421 0 R 421 0 R 420 0 R 419 0 R 418 0 R 418 0 R 418 0 R 418 0 R 418 0 R 417 0 R 416 0 R 416 0 R 416 0 R 415 0 R 414 0 R 414 0 R 414 0 R 414 0 R 413 0 R 413 0 R 413 0 R 413 0 R 413 0 R 413 0 R 412 0 R 412 0 R 411 0 R 411 0 R 410 0 R] endobj 120 0 obj -<< - /Type /StructElem - /S /Lbl - /P 114 0 R - /K [] ->> +[409 0 R 408 0 R 407 0 R 407 0 R 407 0 R 407 0 R 404 0 R 403 0 R 402 0 R 402 0 R 402 0 R 402 0 R 402 0 R 399 0 R 398 0 R 397 0 R 397 0 R 397 0 R 393 0 R 393 0 R 392 0 R 392 0 R 391 0 R 390 0 R 390 0 R 390 0 R 388 0 R 387 0 R 387 0 R 387 0 R 385 0 R 384 0 R 384 0 R 384 0 R 381 0 R 381 0 R 381 0 R 381 0 R 381 0 R 381 0 R 381 0 R 380 0 R 380 0 R 379 0 R 379 0 R 379 0 R 379 0 R 378 0 R 378 0 R 378 0 R 378 0 R 378 0 R 377 0 R 377 0 R 377 0 R 377 0 R 376 0 R] endobj 121 0 obj -<< - /Type /StructElem - /S /LI - /P 100 0 R - /K [127 0 R 122 0 R] ->> +[375 0 R 373 0 R 373 0 R 373 0 R 373 0 R 372 0 R 372 0 R 370 0 R 370 0 R 371 0 R 370 0 R 370 0 R 370 0 R 369 0 R 369 0 R 369 0 R 369 0 R 369 0 R 369 0 R 369 0 R 369 0 R 369 0 R 368 0 R 368 0 R 368 0 R 368 0 R 368 0 R 368 0 R 368 0 R 368 0 R 368 0 R 368 0 R 368 0 R 364 0 R 364 0 R 364 0 R 367 0 R 364 0 R 364 0 R 364 0 R 364 0 R 364 0 R 366 0 R 364 0 R 364 0 R 364 0 R] endobj 122 0 obj -<< - /Type /StructElem - /S /LBody - /P 121 0 R - /K [123 0 R] ->> +[364 0 R 365 0 R 364 0 R 364 0 R 363 0 R 363 0 R 363 0 R 363 0 R 363 0 R 363 0 R 363 0 R 363 0 R 362 0 R 362 0 R 362 0 R 362 0 R 362 0 R 362 0 R 362 0 R 362 0 R 362 0 R 359 0 R 359 0 R 360 0 R 361 0 R 360 0 R 359 0 R 359 0 R 359 0 R 359 0 R 359 0 R 359 0 R 359 0 R 358 0 R 358 0 R 356 0 R 356 0 R 356 0 R 356 0 R 357 0 R 356 0 R 356 0 R 356 0 R 356 0 R 355 0 R 355 0 R 355 0 R 355 0 R 355 0 R 355 0 R 355 0 R 353 0 R 354 0 R 353 0 R 353 0 R 353 0 R] endobj 123 0 obj -<< - /Type /StructElem - /S /BibEntry - /P 122 0 R - /K [51 126 0 R 53 125 0 R 55 56 124 0 R 58] - /Pg 1344 0 R ->> +[353 0 R 353 0 R 353 0 R 353 0 R 352 0 R 352 0 R 352 0 R 352 0 R 352 0 R 352 0 R 352 0 R 351 0 R 351 0 R 351 0 R 351 0 R 351 0 R 351 0 R 350 0 R 350 0 R 349 0 R 349 0 R 349 0 R 349 0 R 349 0 R 348 0 R 348 0 R 348 0 R 348 0 R 348 0 R 347 0 R 347 0 R 347 0 R 347 0 R 347 0 R 346 0 R 346 0 R 346 0 R 346 0 R 346 0 R 345 0 R 345 0 R] endobj 124 0 obj -<< - /Type /StructElem - /S /Link - /P 123 0 R - /K [57 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1339 0 R - >>] - /Pg 1344 0 R ->> +[345 0 R 345 0 R 345 0 R 345 0 R 344 0 R 344 0 R 344 0 R 344 0 R 344 0 R 343 0 R 343 0 R 343 0 R 343 0 R 343 0 R 343 0 R 342 0 R 342 0 R 340 0 R 340 0 R 340 0 R 340 0 R 341 0 R 340 0 R 340 0 R 339 0 R 339 0 R 339 0 R 339 0 R 339 0 R 339 0 R 338 0 R 338 0 R 338 0 R 338 0 R 338 0 R 338 0 R 337 0 R 337 0 R 337 0 R 337 0 R 337 0 R 336 0 R 336 0 R] endobj 125 0 obj -<< - /Type /StructElem - /S /Em - /P 123 0 R - /K [54] - /Pg 1344 0 R ->> +[336 0 R 336 0 R 336 0 R 335 0 R 335 0 R 333 0 R 334 0 R 333 0 R 333 0 R 333 0 R 333 0 R 333 0 R 332 0 R 332 0 R 332 0 R 331 0 R 331 0 R 331 0 R 330 0 R 330 0 R 330 0 R 330 0 R 329 0 R 329 0 R 329 0 R 328 0 R 328 0 R 326 0 R 327 0 R 326 0 R 326 0 R 326 0 R 326 0 R] endobj 126 0 obj -<< - /Type /StructElem - /S /Em - /P 123 0 R - /K [52] - /Pg 1344 0 R ->> +[325 0 R 323 0 R 323 0 R 321 0 R 321 0 R 321 0 R 322 0 R 321 0 R 321 0 R 321 0 R 320 0 R 317 0 R 317 0 R 317 0 R 318 0 R 319 0 R 318 0 R 317 0 R 316 0 R 313 0 R 315 0 R 313 0 R 314 0 R 313 0 R 313 0 R 313 0 R 313 0 R 312 0 R 310 0 R 311 0 R 310 0 R 310 0 R 310 0 R 310 0 R 310 0 R 309 0 R 306 0 R 308 0 R 306 0 R 306 0 R 306 0 R 307 0 R 306 0 R 306 0 R 306 0 R 306 0 R 305 0 R 305 0 R 303 0 R 303 0 R 304 0 R 303 0 R 303 0 R 303 0 R 303 0 R 303 0 R 302 0 R 299 0 R 299 0 R 301 0 R 299 0 R 299 0 R 299 0 R 299 0 R 300 0 R 299 0 R] endobj 127 0 obj -<< - /Type /StructElem - /S /Lbl - /P 121 0 R - /K [] ->> +[298 0 R 296 0 R 296 0 R 296 0 R 296 0 R 296 0 R 296 0 R 297 0 R 296 0 R 296 0 R 295 0 R 294 0 R 294 0 R 294 0 R 294 0 R 294 0 R 294 0 R 294 0 R 293 0 R 290 0 R 290 0 R 290 0 R 290 0 R 290 0 R 291 0 R 292 0 R 291 0 R 290 0 R 290 0 R 290 0 R 289 0 R 289 0 R 288 0 R 279 0 R 279 0 R 279 0 R 279 0 R 279 0 R 287 0 R 279 0 R 279 0 R 279 0 R 286 0 R 279 0 R 279 0 R 279 0 R 279 0 R 279 0 R 285 0 R 279 0 R 279 0 R 279 0 R 283 0 R 284 0 R 283 0 R 279 0 R 279 0 R 279 0 R 279 0 R 282 0 R 279 0 R 279 0 R 281 0 R 281 0 R 279 0 R 279 0 R 280 0 R 280 0 R 279 0 R 279 0 R 278 0 R 278 0 R 277 0 R 271 0 R 271 0 R 276 0 R 271 0 R 271 0 R 271 0 R] endobj 128 0 obj -<< - /Type /StructElem - /S /LI - /P 100 0 R - /K [133 0 R 129 0 R] ->> +[271 0 R 275 0 R 271 0 R 271 0 R 271 0 R 274 0 R 271 0 R 271 0 R 271 0 R 271 0 R 273 0 R 273 0 R 271 0 R 271 0 R 272 0 R 271 0 R 271 0 R 271 0 R 271 0 R 270 0 R 270 0 R 267 0 R 269 0 R 267 0 R 267 0 R 267 0 R 268 0 R 267 0 R 267 0 R 267 0 R 267 0 R 265 0 R 266 0 R 265 0 R 265 0 R 265 0 R 265 0 R 265 0 R] endobj 129 0 obj -<< - /Type /StructElem - /S /LBody - /P 128 0 R - /K [130 0 R] ->> +[264 0 R 260 0 R 261 0 R 260 0 R 253 0 R 256 0 R 253 0 R 255 0 R 253 0 R 254 0 R 254 0 R 253 0 R 246 0 R 249 0 R 246 0 R 248 0 R 246 0 R 247 0 R 247 0 R 246 0 R 239 0 R 242 0 R 239 0 R 241 0 R 239 0 R 240 0 R 240 0 R 239 0 R 232 0 R 235 0 R 232 0 R 234 0 R 234 0 R 232 0 R 233 0 R 233 0 R 232 0 R 225 0 R 228 0 R 225 0 R 227 0 R 227 0 R 225 0 R 226 0 R 225 0 R 219 0 R 221 0 R 221 0 R 219 0 R 220 0 R 219 0 R 212 0 R 215 0 R 212 0 R 214 0 R 212 0 R 212 0 R 213 0 R 212 0 R 205 0 R 208 0 R 205 0 R 207 0 R 205 0 R 206 0 R 205 0 R 200 0 R 200 0 R 201 0 R 200 0 R 193 0 R 196 0 R 193 0 R 195 0 R 193 0 R 194 0 R 194 0 R 193 0 R 187 0 R 189 0 R 189 0 R 187 0 R 188 0 R 187 0 R 181 0 R 183 0 R 183 0 R 181 0 R 182 0 R 181 0 R 174 0 R 177 0 R 174 0 R 176 0 R 174 0 R 174 0 R 175 0 R 174 0 R 167 0 R 170 0 R 167 0 R 169 0 R 167 0 R 168 0 R 168 0 R 167 0 R 160 0 R 163 0 R 160 0 R 162 0 R 162 0 R 160 0 R 161 0 R 160 0 R] endobj 130 0 obj -<< - /Type /StructElem - /S /BibEntry - /P 129 0 R - /K [45 132 0 R 48 131 0 R 50] - /Pg 1344 0 R ->> +[154 0 R 156 0 R 156 0 R 156 0 R 154 0 R 155 0 R 154 0 R 147 0 R 150 0 R 147 0 R 149 0 R 149 0 R 147 0 R 148 0 R 147 0 R] endobj 131 0 obj -<< - /Type /StructElem - /S /Link - /P 130 0 R - /K [49 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1338 0 R - >>] - /Pg 1344 0 R ->> +[143 0 R] endobj 132 0 obj -<< - /Type /StructElem - /S /Em - /P 130 0 R - /K [46 47] - /Pg 1344 0 R ->> +[141 0 R] endobj 133 0 obj -<< - /Type /StructElem - /S /Lbl - /P 128 0 R - /K [] ->> +[139 0 R] endobj 134 0 obj -<< - /Type /StructElem - /S /LI - /P 100 0 R - /K [139 0 R 135 0 R] ->> +[137 0 R] endobj 135 0 obj << /Type /StructElem - /S /LBody - /P 134 0 R - /K [136 0 R] + /S /Document + /P 86 0 R + /K [1570 0 R 1569 0 R 1568 0 R 1567 0 R 1566 0 R 1565 0 R 1564 0 R 1563 0 R 1562 0 R 1561 0 R 1559 0 R 1558 0 R 1557 0 R 1556 0 R 1215 0 R 1213 0 R 1212 0 R 1211 0 R 1206 0 R 1204 0 R 1203 0 R 1202 0 R 1194 0 R 1193 0 R 1189 0 R 1186 0 R 1185 0 R 1184 0 R 1183 0 R 1166 0 R 1165 0 R 1164 0 R 1151 0 R 1150 0 R 1149 0 R 1128 0 R 1126 0 R 1125 0 R 1123 0 R 1119 0 R 1117 0 R 1116 0 R 1115 0 R 1110 0 R 1106 0 R 1102 0 R 1101 0 R 1098 0 R 1097 0 R 1095 0 R 1094 0 R 1091 0 R 1090 0 R 1088 0 R 1086 0 R 1085 0 R 1081 0 R 1080 0 R 1079 0 R 1078 0 R 1077 0 R 1076 0 R 1075 0 R 1074 0 R 1072 0 R 1068 0 R 1067 0 R 1064 0 R 1063 0 R 1062 0 R 1059 0 R 1058 0 R 1056 0 R 1055 0 R 1054 0 R 1051 0 R 1050 0 R 1048 0 R 1047 0 R 1046 0 R 1045 0 R 1044 0 R 1041 0 R 1038 0 R 1037 0 R 1036 0 R 1035 0 R 1034 0 R 1033 0 R 1032 0 R 1030 0 R 1029 0 R 1028 0 R 1027 0 R 1025 0 R 1024 0 R 1023 0 R 1022 0 R 1021 0 R 1018 0 R 1017 0 R 1016 0 R 1014 0 R 1013 0 R 1011 0 R 1010 0 R 1009 0 R 1008 0 R 1007 0 R 1006 0 R 1005 0 R 1003 0 R 1002 0 R 1001 0 R 1000 0 R 999 0 R 998 0 R 997 0 R 996 0 R 991 0 R 990 0 R 988 0 R 987 0 R 986 0 R 985 0 R 983 0 R 979 0 R 978 0 R 977 0 R 976 0 R 958 0 R 957 0 R 956 0 R 918 0 R 917 0 R 916 0 R 915 0 R 914 0 R 913 0 R 912 0 R 909 0 R 908 0 R 907 0 R 906 0 R 903 0 R 902 0 R 897 0 R 896 0 R 884 0 R 883 0 R 881 0 R 880 0 R 879 0 R 878 0 R 876 0 R 860 0 R 859 0 R 856 0 R 855 0 R 852 0 R 851 0 R 849 0 R 847 0 R 845 0 R 844 0 R 843 0 R 841 0 R 840 0 R 839 0 R 835 0 R 834 0 R 833 0 R 832 0 R 830 0 R 829 0 R 828 0 R 827 0 R 826 0 R 824 0 R 794 0 R 793 0 R 792 0 R 791 0 R 735 0 R 731 0 R 730 0 R 729 0 R 702 0 R 698 0 R 697 0 R 696 0 R 678 0 R 677 0 R 675 0 R 674 0 R 673 0 R 672 0 R 671 0 R 670 0 R 669 0 R 668 0 R 634 0 R 633 0 R 632 0 R 631 0 R 628 0 R 601 0 R 600 0 R 596 0 R 595 0 R 594 0 R 562 0 R 561 0 R 545 0 R 544 0 R 543 0 R 542 0 R 515 0 R 514 0 R 511 0 R 510 0 R 509 0 R 508 0 R 507 0 R 506 0 R 505 0 R 473 0 R 472 0 R 471 0 R 470 0 R 460 0 R 459 0 R 458 0 R 457 0 R 456 0 R 424 0 R 423 0 R 422 0 R 421 0 R 420 0 R 418 0 R 416 0 R 414 0 R 413 0 R 412 0 R 411 0 R 410 0 R 394 0 R 393 0 R 392 0 R 382 0 R 381 0 R 380 0 R 379 0 R 378 0 R 377 0 R 376 0 R 374 0 R 373 0 R 372 0 R 370 0 R 369 0 R 368 0 R 364 0 R 363 0 R 362 0 R 359 0 R 358 0 R 356 0 R 355 0 R 353 0 R 352 0 R 351 0 R 350 0 R 349 0 R 348 0 R 347 0 R 346 0 R 345 0 R 344 0 R 343 0 R 342 0 R 340 0 R 339 0 R 338 0 R 337 0 R 336 0 R 335 0 R 333 0 R 332 0 R 331 0 R 330 0 R 329 0 R 328 0 R 326 0 R 324 0 R 323 0 R 321 0 R 317 0 R 313 0 R 310 0 R 306 0 R 305 0 R 303 0 R 299 0 R 296 0 R 294 0 R 290 0 R 289 0 R 279 0 R 278 0 R 271 0 R 270 0 R 267 0 R 265 0 R 263 0 R 144 0 R 142 0 R 140 0 R 138 0 R 136 0 R] >> endobj 136 0 obj << /Type /StructElem - /S /BibEntry + /S /H1 /P 135 0 R - /K [39 138 0 R 42 137 0 R 44] - /Pg 1344 0 R + /T (Ethics Approval) + /K [137 0 R] >> endobj 137 0 obj << /Type /StructElem - /S /Link + /S /P /P 136 0 R - /K [43 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1337 0 R - >>] - /Pg 1344 0 R + /K [0] + /Pg 2033 0 R >> endobj 138 0 obj << /Type /StructElem - /S /Em - /P 136 0 R - /K [40 41] - /Pg 1344 0 R + /S /H1 + /P 135 0 R + /T (Initial Project Proposal) + /K [139 0 R] >> endobj 139 0 obj << /Type /StructElem - /S /Lbl - /P 134 0 R - /K [] + /S /P + /P 138 0 R + /K [0] + /Pg 2031 0 R >> endobj 140 0 obj << /Type /StructElem - /S /LI - /P 100 0 R - /K [146 0 R 141 0 R] + /S /H1 + /P 135 0 R + /T (Judging Prompts) + /K [141 0 R] >> endobj 141 0 obj << /Type /StructElem - /S /LBody + /S /P /P 140 0 R - /K [142 0 R] + /K [0] + /Pg 2029 0 R >> endobj 142 0 obj << /Type /StructElem - /S /BibEntry - /P 141 0 R - /K [31 145 0 R 33 144 0 R 35 143 0 R 38] - /Pg 1344 0 R + /S /H1 + /P 135 0 R + /T (Scenario Prompts and Data) + /K [143 0 R] >> endobj 143 0 obj << /Type /StructElem - /S /Link + /S /P /P 142 0 R - /K [36 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1335 0 R - >> 37 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1336 0 R - >>] - /Pg 1344 0 R + /K [0] + /Pg 2027 0 R >> endobj 144 0 obj << /Type /StructElem - /S /Em - /P 142 0 R - /K [34] - /Pg 1344 0 R + /S /L + /P 135 0 R + /A [<< + /O /List + /ListNumbering /None + >>] + /K [258 0 R 251 0 R 244 0 R 237 0 R 230 0 R 223 0 R 217 0 R 210 0 R 203 0 R 198 0 R 191 0 R 185 0 R 179 0 R 172 0 R 165 0 R 158 0 R 152 0 R 145 0 R] >> endobj 145 0 obj << /Type /StructElem - /S /Em - /P 142 0 R - /K [32] - /Pg 1344 0 R + /S /LI + /P 144 0 R + /K [151 0 R 146 0 R] >> endobj 146 0 obj << /Type /StructElem - /S /Lbl - /P 140 0 R - /K [] + /S /LBody + /P 145 0 R + /K [147 0 R] >> endobj 147 0 obj << /Type /StructElem - /S /LI - /P 100 0 R - /K [152 0 R 148 0 R] + /S /BibEntry + /P 146 0 R + /K [7 150 0 R 9 149 0 R 12 148 0 R 14] + /Pg 2025 0 R >> endobj 148 0 obj << /Type /StructElem - /S /LBody + /S /Link /P 147 0 R - /K [149 0 R] + /K [13 << + /Type /OBJR + /Pg 2025 0 R + /Obj 2024 0 R + >>] + /Pg 2025 0 R >> endobj 149 0 obj << /Type /StructElem - /S /BibEntry - /P 148 0 R - /K [25 151 0 R 28 150 0 R 30] - /Pg 1344 0 R + /S /Em + /P 147 0 R + /K [10 11] + /Pg 2025 0 R >> endobj 150 0 obj << /Type /StructElem - /S /Link - /P 149 0 R - /K [29 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1334 0 R - >>] - /Pg 1344 0 R + /S /Em + /P 147 0 R + /K [8] + /Pg 2025 0 R >> endobj 151 0 obj << /Type /StructElem - /S /Em - /P 149 0 R - /K [26 27] - /Pg 1344 0 R + /S /Lbl + /P 145 0 R + /K [] >> endobj 152 0 obj << /Type /StructElem - /S /Lbl - /P 147 0 R - /K [] + /S /LI + /P 144 0 R + /K [157 0 R 153 0 R] >> endobj 153 0 obj << /Type /StructElem - /S /LI - /P 100 0 R - /K [159 0 R 154 0 R] + /S /LBody + /P 152 0 R + /K [154 0 R] >> endobj 154 0 obj << /Type /StructElem - /S /LBody + /S /BibEntry /P 153 0 R - /K [155 0 R] + /K [0 156 0 R 4 155 0 R 6] + /Pg 2025 0 R >> endobj 155 0 obj << /Type /StructElem - /S /BibEntry + /S /Link /P 154 0 R - /K [17 158 0 R 19 157 0 R 22 156 0 R 24] - /Pg 1344 0 R + /K [5 << + /Type /OBJR + /Pg 2025 0 R + /Obj 2023 0 R + >>] + /Pg 2025 0 R >> endobj 156 0 obj << /Type /StructElem - /S /Link - /P 155 0 R - /K [23 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1333 0 R - >>] - /Pg 1344 0 R + /S /Em + /P 154 0 R + /K [1 2 3] + /Pg 2025 0 R >> endobj 157 0 obj << /Type /StructElem - /S /Em - /P 155 0 R - /K [20 21] - /Pg 1344 0 R + /S /Lbl + /P 152 0 R + /K [] >> endobj 158 0 obj << /Type /StructElem - /S /Em - /P 155 0 R - /K [18] - /Pg 1344 0 R + /S /LI + /P 144 0 R + /K [164 0 R 159 0 R] >> endobj 159 0 obj << /Type /StructElem - /S /Lbl - /P 153 0 R - /K [] + /S /LBody + /P 158 0 R + /K [160 0 R] >> endobj 160 0 obj << /Type /StructElem - /S /LI - /P 100 0 R - /K [166 0 R 161 0 R] + /S /BibEntry + /P 159 0 R + /K [106 163 0 R 108 162 0 R 111 161 0 R 113] + /Pg 2021 0 R >> endobj 161 0 obj << /Type /StructElem - /S /LBody + /S /Link /P 160 0 R - /K [162 0 R] + /K [112 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2020 0 R + >>] + /Pg 2021 0 R >> endobj 162 0 obj << /Type /StructElem - /S /BibEntry - /P 161 0 R - /K [9 165 0 R 11 164 0 R 13 163 0 R 16] - /Pg 1344 0 R ->> + /S /Em + /P 160 0 R + /K [109 110] + /Pg 2021 0 R +>> endobj 163 0 obj << /Type /StructElem - /S /Link - /P 162 0 R - /K [14 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1331 0 R - >> 15 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1332 0 R - >>] - /Pg 1344 0 R + /S /Em + /P 160 0 R + /K [107] + /Pg 2021 0 R >> endobj 164 0 obj << /Type /StructElem - /S /Em - /P 162 0 R - /K [12] - /Pg 1344 0 R + /S /Lbl + /P 158 0 R + /K [] >> endobj 165 0 obj << /Type /StructElem - /S /Em - /P 162 0 R - /K [10] - /Pg 1344 0 R + /S /LI + /P 144 0 R + /K [171 0 R 166 0 R] >> endobj 166 0 obj << /Type /StructElem - /S /Lbl - /P 160 0 R - /K [] + /S /LBody + /P 165 0 R + /K [167 0 R] >> endobj 167 0 obj << /Type /StructElem - /S /LI - /P 100 0 R - /K [173 0 R 168 0 R] + /S /BibEntry + /P 166 0 R + /K [98 170 0 R 100 169 0 R 102 168 0 R 105] + /Pg 2021 0 R >> endobj 168 0 obj << /Type /StructElem - /S /LBody + /S /Link /P 167 0 R - /K [169 0 R] + /K [103 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2018 0 R + >> 104 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2019 0 R + >>] + /Pg 2021 0 R >> endobj 169 0 obj << /Type /StructElem - /S /BibEntry - /P 168 0 R - /K [1 172 0 R 3 171 0 R 5 170 0 R 8] - /Pg 1344 0 R + /S /Em + /P 167 0 R + /K [101] + /Pg 2021 0 R >> endobj 170 0 obj << /Type /StructElem - /S /Link - /P 169 0 R - /K [6 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1329 0 R - >> 7 << - /Type /OBJR - /Pg 1344 0 R - /Obj 1330 0 R - >>] - /Pg 1344 0 R + /S /Em + /P 167 0 R + /K [99] + /Pg 2021 0 R >> endobj 171 0 obj << /Type /StructElem - /S /Em - /P 169 0 R - /K [4] - /Pg 1344 0 R + /S /Lbl + /P 165 0 R + /K [] >> endobj 172 0 obj << /Type /StructElem - /S /Em - /P 169 0 R - /K [2] - /Pg 1344 0 R + /S /LI + /P 144 0 R + /K [178 0 R 173 0 R] >> endobj 173 0 obj << /Type /StructElem - /S /Lbl - /P 167 0 R - /K [] + /S /LBody + /P 172 0 R + /K [174 0 R] >> endobj 174 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Bibliography) - /K [175 0 R] + /S /BibEntry + /P 173 0 R + /K [90 177 0 R 92 176 0 R 94 95 175 0 R 97] + /Pg 2021 0 R >> endobj 175 0 obj << /Type /StructElem - /S /P + /S /Link /P 174 0 R - /K [0] - /Pg 1344 0 R + /K [96 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2017 0 R + >>] + /Pg 2021 0 R >> endobj 176 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [31 177 0 R 33 34 35 36 37] - /Pg 1327 0 R + /S /Em + /P 174 0 R + /K [93] + /Pg 2021 0 R >> endobj @@ -1620,227 +1503,168 @@ endobj << /Type /StructElem /S /Em - /P 176 0 R - /K [32] - /Pg 1327 0 R + /P 174 0 R + /K [91] + /Pg 2021 0 R >> endobj 178 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [21 180 0 R 23 24 25 179 0 R 27 28 29 30] - /Pg 1327 0 R + /S /Lbl + /P 172 0 R + /K [] >> endobj 179 0 obj << /Type /StructElem - /S /Em - /P 178 0 R - /K [26] - /Pg 1327 0 R + /S /LI + /P 144 0 R + /K [184 0 R 180 0 R] >> endobj 180 0 obj << /Type /StructElem - /S /Em - /P 178 0 R - /K [22] - /Pg 1327 0 R + /S /LBody + /P 179 0 R + /K [181 0 R] >> endobj 181 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Concluding Remarks) - /K [19 20] - /Pg 1327 0 R + /S /BibEntry + /P 180 0 R + /K [84 183 0 R 87 182 0 R 89] + /Pg 2021 0 R >> endobj 182 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [188 0 R 73 74 187 0 R 76 77 78 << - /Type /MCR - /MCID 0 - /Pg 1327 0 R - >> 186 0 R << - /Type /MCR - /MCID 2 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 3 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 4 - /Pg 1327 0 R - >> 185 0 R << - /Type /MCR - /MCID 6 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 7 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 8 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 9 - /Pg 1327 0 R - >> 184 0 R << - /Type /MCR - /MCID 12 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 13 - /Pg 1327 0 R - >> 183 0 R << - /Type /MCR - /MCID 15 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 16 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 17 - /Pg 1327 0 R - >> << - /Type /MCR - /MCID 18 - /Pg 1327 0 R + /S /Link + /P 181 0 R + /K [88 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2016 0 R >>] - /Pg 1325 0 R + /Pg 2021 0 R >> endobj 183 0 obj << /Type /StructElem - /S /Strong - /P 182 0 R - /K [14] - /Pg 1327 0 R + /S /Em + /P 181 0 R + /K [85 86] + /Pg 2021 0 R >> endobj 184 0 obj << /Type /StructElem - /S /Strong - /P 182 0 R - /K [10 11] - /Pg 1327 0 R + /S /Lbl + /P 179 0 R + /K [] >> endobj 185 0 obj << /Type /StructElem - /S /Strong - /P 182 0 R - /K [5] - /Pg 1327 0 R + /S /LI + /P 144 0 R + /K [190 0 R 186 0 R] >> endobj 186 0 obj << /Type /StructElem - /S /Strong - /P 182 0 R - /K [1] - /Pg 1327 0 R + /S /LBody + /P 185 0 R + /K [187 0 R] >> endobj 187 0 obj << /Type /StructElem - /S /Strong - /P 182 0 R - /K [75] - /Pg 1325 0 R + /S /BibEntry + /P 186 0 R + /K [78 189 0 R 81 188 0 R 83] + /Pg 2021 0 R >> endobj 188 0 obj << /Type /StructElem - /S /Strong - /P 182 0 R - /K [72] - /Pg 1325 0 R + /S /Link + /P 187 0 R + /K [82 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2015 0 R + >>] + /Pg 2021 0 R >> endobj 189 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Future Work) - /K [70 71] - /Pg 1325 0 R + /S /Em + /P 187 0 R + /K [79 80] + /Pg 2021 0 R >> endobj 190 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [199 0 R 33 34 35 36 37 198 0 R 39 40 41 197 0 R 43 44 45 46 47 196 0 R 49 50 51 194 0 R 55 56 57 58 193 0 R 60 61 192 0 R 64 65 191 0 R 68 69] - /Pg 1325 0 R + /S /Lbl + /P 185 0 R + /K [] >> endobj 191 0 obj << /Type /StructElem - /S /Strong - /P 190 0 R - /K [66 67] - /Pg 1325 0 R + /S /LI + /P 144 0 R + /K [197 0 R 192 0 R] >> endobj 192 0 obj << /Type /StructElem - /S /Strong - /P 190 0 R - /K [62 63] - /Pg 1325 0 R + /S /LBody + /P 191 0 R + /K [193 0 R] >> endobj 193 0 obj << /Type /StructElem - /S /Strong - /P 190 0 R - /K [59] - /Pg 1325 0 R + /S /BibEntry + /P 192 0 R + /K [70 196 0 R 72 195 0 R 74 194 0 R 77] + /Pg 2021 0 R >> endobj @@ -1848,21 +1672,17 @@ endobj << /Type /StructElem /S /Link - /P 190 0 R - /K [52 << - /Type /OBJR - /Pg 1325 0 R - /Obj 1322 0 R - >> << + /P 193 0 R + /K [75 << /Type /OBJR - /Pg 1325 0 R - /Obj 1323 0 R - >> 195 0 R 54 << + /Pg 2021 0 R + /Obj 2013 0 R + >> 76 << /Type /OBJR - /Pg 1325 0 R - /Obj 1324 0 R + /Pg 2021 0 R + /Obj 2014 0 R >>] - /Pg 1325 0 R + /Pg 2021 0 R >> endobj @@ -1870,212 +1690,198 @@ endobj << /Type /StructElem /S /Em - /P 194 0 R - /K [53] - /Pg 1325 0 R + /P 193 0 R + /K [73] + /Pg 2021 0 R >> endobj 196 0 obj << /Type /StructElem - /S /Strong - /P 190 0 R - /K [48] - /Pg 1325 0 R + /S /Em + /P 193 0 R + /K [71] + /Pg 2021 0 R >> endobj 197 0 obj << /Type /StructElem - /S /Strong - /P 190 0 R - /K [42] - /Pg 1325 0 R + /S /Lbl + /P 191 0 R + /K [] >> endobj 198 0 obj << /Type /StructElem - /S /Strong - /P 190 0 R - /K [38] - /Pg 1325 0 R + /S /LI + /P 144 0 R + /K [202 0 R 199 0 R] >> endobj 199 0 obj << /Type /StructElem - /S /Strong - /P 190 0 R - /K [32] - /Pg 1325 0 R + /S /LBody + /P 198 0 R + /K [200 0 R] >> endobj 200 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Limitations) - /K [30 31] - /Pg 1325 0 R + /S /BibEntry + /P 199 0 R + /K [66 67 201 0 R 69] + /Pg 2021 0 R >> endobj 201 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [204 0 R 19 20 21 22 23 202 0 R 27 28 29] - /Pg 1325 0 R + /S /Em + /P 200 0 R + /K [68] + /Pg 2021 0 R >> endobj 202 0 obj << /Type /StructElem - /S /Link - /P 201 0 R - /K [24 << - /Type /OBJR - /Pg 1325 0 R - /Obj 1319 0 R - >> << - /Type /OBJR - /Pg 1325 0 R - /Obj 1320 0 R - >> 203 0 R 26 << - /Type /OBJR - /Pg 1325 0 R - /Obj 1321 0 R - >>] - /Pg 1325 0 R + /S /Lbl + /P 198 0 R + /K [] >> endobj 203 0 obj << /Type /StructElem - /S /Em - /P 202 0 R - /K [25] - /Pg 1325 0 R + /S /LI + /P 144 0 R + /K [209 0 R 204 0 R] >> endobj 204 0 obj << /Type /StructElem - /S /Strong - /P 201 0 R - /K [18] - /Pg 1325 0 R + /S /LBody + /P 203 0 R + /K [205 0 R] >> endobj 205 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [206 0 R 11 12 13 14 15 16 17] - /Pg 1325 0 R + /S /BibEntry + /P 204 0 R + /K [59 208 0 R 61 207 0 R 63 206 0 R 65] + /Pg 2021 0 R >> endobj 206 0 obj << /Type /StructElem - /S /Strong + /S /Link /P 205 0 R - /K [10] - /Pg 1325 0 R + /K [64 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2012 0 R + >>] + /Pg 2021 0 R >> endobj 207 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [209 0 R 1 2 3 4 5 6 208 0 R 8 9] - /Pg 1325 0 R + /S /Em + /P 205 0 R + /K [62] + /Pg 2021 0 R >> endobj 208 0 obj << /Type /StructElem - /S /Strong - /P 207 0 R - /K [7] - /Pg 1325 0 R + /S /Em + /P 205 0 R + /K [60] + /Pg 2021 0 R >> endobj 209 0 obj << /Type /StructElem - /S /Strong - /P 207 0 R - /K [0] - /Pg 1325 0 R + /S /Lbl + /P 203 0 R + /K [] >> endobj 210 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [213 0 R 57 58 212 0 R 60 61 62 63 211 0 R 65] - /Pg 1317 0 R + /S /LI + /P 144 0 R + /K [216 0 R 211 0 R] >> endobj 211 0 obj << /Type /StructElem - /S /Em + /S /LBody /P 210 0 R - /K [64] - /Pg 1317 0 R + /K [212 0 R] >> endobj 212 0 obj << /Type /StructElem - /S /Strong - /P 210 0 R - /K [59] - /Pg 1317 0 R + /S /BibEntry + /P 211 0 R + /K [51 215 0 R 53 214 0 R 55 56 213 0 R 58] + /Pg 2021 0 R >> endobj 213 0 obj << /Type /StructElem - /S /Strong - /P 210 0 R - /K [56] - /Pg 1317 0 R + /S /Link + /P 212 0 R + /K [57 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2011 0 R + >>] + /Pg 2021 0 R >> endobj 214 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [48 49 215 0 R 51 52 53 54 55] - /Pg 1317 0 R + /S /Em + /P 212 0 R + /K [54] + /Pg 2021 0 R >> endobj @@ -2083,273 +1889,271 @@ endobj << /Type /StructElem /S /Em - /P 214 0 R - /K [50] - /Pg 1317 0 R + /P 212 0 R + /K [52] + /Pg 2021 0 R >> endobj 216 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Implications for Sustainable AI Governance) - /K [46 47] - /Pg 1317 0 R + /S /Lbl + /P 210 0 R + /K [] >> endobj 217 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [220 0 R 36 219 0 R 38 39 40 218 0 R 42 43 44 45] - /Pg 1317 0 R + /S /LI + /P 144 0 R + /K [222 0 R 218 0 R] >> endobj 218 0 obj << /Type /StructElem - /S /Strong + /S /LBody /P 217 0 R - /K [41] - /Pg 1317 0 R + /K [219 0 R] >> endobj 219 0 obj << /Type /StructElem - /S /Em - /P 217 0 R - /K [37] - /Pg 1317 0 R + /S /BibEntry + /P 218 0 R + /K [45 221 0 R 48 220 0 R 50] + /Pg 2021 0 R >> endobj 220 0 obj << /Type /StructElem - /S /Strong - /P 217 0 R - /K [35] - /Pg 1317 0 R + /S /Link + /P 219 0 R + /K [49 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2010 0 R + >>] + /Pg 2021 0 R >> endobj 221 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [223 0 R 28 222 0 R 30 31 32 33 34] - /Pg 1317 0 R + /S /Em + /P 219 0 R + /K [46 47] + /Pg 2021 0 R >> endobj 222 0 obj << /Type /StructElem - /S /Em - /P 221 0 R - /K [29] - /Pg 1317 0 R + /S /Lbl + /P 217 0 R + /K [] >> endobj 223 0 obj << /Type /StructElem - /S /Strong - /P 221 0 R - /K [27] - /Pg 1317 0 R + /S /LI + /P 144 0 R + /K [229 0 R 224 0 R] >> endobj 224 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [227 0 R 19 226 0 R 21 225 0 R 23 24 25 26] - /Pg 1317 0 R + /S /LBody + /P 223 0 R + /K [225 0 R] >> endobj 225 0 obj << /Type /StructElem - /S /Em + /S /BibEntry /P 224 0 R - /K [22] - /Pg 1317 0 R + /K [37 228 0 R 39 227 0 R 42 226 0 R 44] + /Pg 2021 0 R >> endobj 226 0 obj << /Type /StructElem - /S /Em - /P 224 0 R - /K [20] - /Pg 1317 0 R + /S /Link + /P 225 0 R + /K [43 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2009 0 R + >>] + /Pg 2021 0 R >> endobj 227 0 obj << /Type /StructElem - /S /Strong - /P 224 0 R - /K [18] - /Pg 1317 0 R + /S /Em + /P 225 0 R + /K [40 41] + /Pg 2021 0 R >> endobj 228 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [231 0 R 11 12 13 229 0 R 17] - /Pg 1317 0 R + /S /Em + /P 225 0 R + /K [38] + /Pg 2021 0 R >> endobj 229 0 obj << /Type /StructElem - /S /Link - /P 228 0 R - /K [14 << - /Type /OBJR - /Pg 1317 0 R - /Obj 1314 0 R - >> << - /Type /OBJR - /Pg 1317 0 R - /Obj 1315 0 R - >> 230 0 R 16 << - /Type /OBJR - /Pg 1317 0 R - /Obj 1316 0 R - >>] - /Pg 1317 0 R + /S /Lbl + /P 223 0 R + /K [] >> endobj 230 0 obj << /Type /StructElem - /S /Em - /P 229 0 R - /K [15] - /Pg 1317 0 R + /S /LI + /P 144 0 R + /K [236 0 R 231 0 R] >> endobj 231 0 obj << /Type /StructElem - /S /Strong - /P 228 0 R - /K [10] - /Pg 1317 0 R + /S /LBody + /P 230 0 R + /K [232 0 R] >> endobj 232 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [3 4 5 233 0 R 7 8 9] - /Pg 1317 0 R + /S /BibEntry + /P 231 0 R + /K [28 235 0 R 30 234 0 R 33 233 0 R 36] + /Pg 2021 0 R >> endobj 233 0 obj << /Type /StructElem - /S /Em + /S /Link /P 232 0 R - /K [6] - /Pg 1317 0 R + /K [34 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2007 0 R + >> 35 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2008 0 R + >>] + /Pg 2021 0 R >> endobj 234 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Summary of Findings) - /K [1 2] - /Pg 1317 0 R + /S /Em + /P 232 0 R + /K [31 32] + /Pg 2021 0 R >> endobj 235 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Conclusion and Discussion) - /K [236 0 R] + /S /Em + /P 232 0 R + /K [29] + /Pg 2021 0 R >> endobj 236 0 obj << /Type /StructElem - /S /P - /P 235 0 R - /K [0] - /Pg 1317 0 R + /S /Lbl + /P 230 0 R + /K [] >> endobj 237 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Analysis) - /K [238 0 R] + /S /LI + /P 144 0 R + /K [243 0 R 238 0 R] >> endobj 238 0 obj << /Type /StructElem - /S /P + /S /LBody /P 237 0 R - /K [0] - /Pg 1312 0 R + /K [239 0 R] >> endobj 239 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [38 39 40 41] - /Pg 1310 0 R + /S /BibEntry + /P 238 0 R + /K [20 242 0 R 22 241 0 R 24 240 0 R 27] + /Pg 2021 0 R >> endobj 240 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [23 24 243 0 R 26 27 28 242 0 R 30 31 32 33 241 0 R 35 36 37] - /Pg 1310 0 R + /S /Link + /P 239 0 R + /K [25 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2005 0 R + >> 26 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2006 0 R + >>] + /Pg 2021 0 R >> endobj @@ -2357,9 +2161,9 @@ endobj << /Type /StructElem /S /Em - /P 240 0 R - /K [34] - /Pg 1310 0 R + /P 239 0 R + /K [23] + /Pg 2021 0 R >> endobj @@ -2367,233 +2171,235 @@ endobj << /Type /StructElem /S /Em - /P 240 0 R - /K [29] - /Pg 1310 0 R + /P 239 0 R + /K [21] + /Pg 2021 0 R >> endobj 243 0 obj << /Type /StructElem - /S /Em - /P 240 0 R - /K [25] - /Pg 1310 0 R + /S /Lbl + /P 237 0 R + /K [] >> endobj 244 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Tangent: Hidden Goal Pursuit with Absent Target) - /K [21 22] - /Pg 1310 0 R + /S /LI + /P 144 0 R + /K [250 0 R 245 0 R] >> endobj 245 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [247 0 R 13 14 15 246 0 R 17 18 19 20] - /Pg 1310 0 R + /S /LBody + /P 244 0 R + /K [246 0 R] >> endobj 246 0 obj << /Type /StructElem - /S /Em + /S /BibEntry /P 245 0 R - /K [16] - /Pg 1310 0 R + /K [12 249 0 R 14 248 0 R 16 247 0 R 19] + /Pg 2021 0 R >> endobj 247 0 obj << /Type /StructElem - /S /Strong - /P 245 0 R - /K [12] - /Pg 1310 0 R + /S /Link + /P 246 0 R + /K [17 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2003 0 R + >> 18 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2004 0 R + >>] + /Pg 2021 0 R >> endobj 248 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [249 0 R 10 11] - /Pg 1310 0 R + /S /Em + /P 246 0 R + /K [15] + /Pg 2021 0 R >> endobj 249 0 obj << /Type /StructElem - /S /Strong - /P 248 0 R - /K [9] - /Pg 1310 0 R + /S /Em + /P 246 0 R + /K [13] + /Pg 2021 0 R >> endobj 250 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [251 0 R 6 7 8] - /Pg 1310 0 R + /S /Lbl + /P 244 0 R + /K [] >> endobj 251 0 obj << /Type /StructElem - /S /Strong - /P 250 0 R - /K [5] - /Pg 1310 0 R + /S /LI + /P 144 0 R + /K [257 0 R 252 0 R] >> endobj 252 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [253 0 R 1 2 3 4] - /Pg 1310 0 R + /S /LBody + /P 251 0 R + /K [253 0 R] >> endobj 253 0 obj << /Type /StructElem - /S /Strong + /S /BibEntry /P 252 0 R - /K [0] - /Pg 1310 0 R + /K [4 256 0 R 6 255 0 R 8 254 0 R 11] + /Pg 2021 0 R >> endobj 254 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [73] - /Pg 1308 0 R + /S /Link + /P 253 0 R + /K [9 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2001 0 R + >> 10 << + /Type /OBJR + /Pg 2021 0 R + /Obj 2002 0 R + >>] + /Pg 2021 0 R >> endobj 255 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Observed Deception Tactics) - /K [71 72] - /Pg 1308 0 R + /S /Em + /P 253 0 R + /K [7] + /Pg 2021 0 R >> endobj 256 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [63 64 65 257 0 R 67 68 69 70] - /Pg 1308 0 R + /S /Em + /P 253 0 R + /K [5] + /Pg 2021 0 R >> endobj 257 0 obj << /Type /StructElem - /S /Em - /P 256 0 R - /K [66] - /Pg 1308 0 R + /S /Lbl + /P 251 0 R + /K [] >> endobj 258 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Cross-Prong Triangulation) - /K [61 62] - /Pg 1308 0 R + /S /LI + /P 144 0 R + /K [262 0 R 259 0 R] >> endobj 259 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [54 55 56 57 260 0 R 59 60] - /Pg 1308 0 R + /S /LBody + /P 258 0 R + /K [260 0 R] >> endobj 260 0 obj << /Type /StructElem - /S /Em + /S /BibEntry /P 259 0 R - /K [58] - /Pg 1308 0 R + /K [1 261 0 R 3] + /Pg 2021 0 R >> endobj 261 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Blackbox Analysis) - /K [52 53] - /Pg 1308 0 R + /S /Em + /P 260 0 R + /K [2] + /Pg 2021 0 R >> endobj 262 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [42 264 0 R 44 45 46 47 48 263 0 R 50 51] - /Pg 1308 0 R + /S /Lbl + /P 258 0 R + /K [] >> endobj 263 0 obj << /Type /StructElem - /S /Strong - /P 262 0 R - /K [49] - /Pg 1308 0 R + /S /H1 + /P 135 0 R + /T (Bibliography) + /K [264 0 R] >> endobj 264 0 obj << /Type /StructElem - /S /Strong - /P 262 0 R - /K [43] - /Pg 1308 0 R + /S /P + /P 263 0 R + /K [0] + /Pg 2021 0 R >> endobj @@ -2601,276 +2407,269 @@ endobj << /Type /StructElem /S /P - /P 91 0 R - /K [33 34 267 0 R 36 37 38 266 0 R 40 41] - /Pg 1308 0 R + /P 135 0 R + /K [31 266 0 R 33 34 35 36 37] + /Pg 1999 0 R >> endobj 266 0 obj << /Type /StructElem - /S /Strong + /S /Em /P 265 0 R - /K [39] - /Pg 1308 0 R + /K [32] + /Pg 1999 0 R >> endobj 267 0 obj << /Type /StructElem - /S /Strong - /P 265 0 R - /K [35] - /Pg 1308 0 R + /S /P + /P 135 0 R + /K [21 269 0 R 23 24 25 268 0 R 27 28 29 30] + /Pg 1999 0 R >> endobj 268 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [27 28 29 30 269 0 R 32] - /Pg 1308 0 R + /S /Em + /P 267 0 R + /K [26] + /Pg 1999 0 R >> endobj 269 0 obj << /Type /StructElem - /S /Strong - /P 268 0 R - /K [31] - /Pg 1308 0 R + /S /Em + /P 267 0 R + /K [22] + /Pg 1999 0 R >> endobj 270 0 obj << /Type /StructElem - /S /Table - /P 91 0 R - /A [<< - /O /Layout - /BorderColor [0 0 0] - /BorderThickness 1 - >>] - /K [294 0 R 283 0 R 277 0 R 271 0 R] + /S /H2 + /P 135 0 R + /T (Concluding Remarks) + /K [19 20] + /Pg 1999 0 R >> endobj 271 0 obj << /Type /StructElem - /S /TR - /P 270 0 R - /K [276 0 R 275 0 R 274 0 R 273 0 R 272 0 R] + /S /P + /P 135 0 R + /K [277 0 R 73 74 276 0 R 76 77 78 << + /Type /MCR + /MCID 0 + /Pg 1999 0 R + >> 275 0 R << + /Type /MCR + /MCID 2 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 4 + /Pg 1999 0 R + >> 274 0 R << + /Type /MCR + /MCID 6 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 7 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 8 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 9 + /Pg 1999 0 R + >> 273 0 R << + /Type /MCR + /MCID 12 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 13 + /Pg 1999 0 R + >> 272 0 R << + /Type /MCR + /MCID 15 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 16 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 17 + /Pg 1999 0 R + >> << + /Type /MCR + /MCID 18 + /Pg 1999 0 R + >>] + /Pg 1997 0 R >> endobj 272 0 obj << /Type /StructElem - /S /TD + /S /Strong /P 271 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [25] - /Pg 1308 0 R + /K [14] + /Pg 1999 0 R >> endobj 273 0 obj << /Type /StructElem - /S /TD + /S /Strong /P 271 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [24] - /Pg 1308 0 R + /K [10 11] + /Pg 1999 0 R >> endobj 274 0 obj << /Type /StructElem - /S /TD + /S /Strong /P 271 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [23] - /Pg 1308 0 R + /K [5] + /Pg 1999 0 R >> endobj 275 0 obj << /Type /StructElem - /S /TD + /S /Strong /P 271 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [22] - /Pg 1308 0 R + /K [1] + /Pg 1999 0 R >> endobj 276 0 obj << /Type /StructElem - /S /TD + /S /Strong /P 271 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [21] - /Pg 1308 0 R + /K [75] + /Pg 1997 0 R >> endobj 277 0 obj << /Type /StructElem - /S /TR - /P 270 0 R - /K [282 0 R 281 0 R 280 0 R 279 0 R 278 0 R] + /S /Strong + /P 271 0 R + /K [72] + /Pg 1997 0 R >> endobj 278 0 obj << /Type /StructElem - /S /TD - /P 277 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [20] - /Pg 1308 0 R + /S /H2 + /P 135 0 R + /T (Future Work) + /K [70 71] + /Pg 1997 0 R >> endobj 279 0 obj << /Type /StructElem - /S /TD - /P 277 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [19] - /Pg 1308 0 R + /S /P + /P 135 0 R + /K [288 0 R 33 34 35 36 37 287 0 R 39 40 41 286 0 R 43 44 45 46 47 285 0 R 49 50 51 283 0 R 55 56 57 58 282 0 R 60 61 281 0 R 64 65 280 0 R 68 69] + /Pg 1997 0 R >> endobj 280 0 obj << /Type /StructElem - /S /TD - /P 277 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [18] - /Pg 1308 0 R + /S /Strong + /P 279 0 R + /K [66 67] + /Pg 1997 0 R >> endobj 281 0 obj << /Type /StructElem - /S /TD - /P 277 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [17] - /Pg 1308 0 R + /S /Strong + /P 279 0 R + /K [62 63] + /Pg 1997 0 R >> endobj 282 0 obj << /Type /StructElem - /S /TD - /P 277 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [16] - /Pg 1308 0 R + /S /Strong + /P 279 0 R + /K [59] + /Pg 1997 0 R >> endobj 283 0 obj << /Type /StructElem - /S /TR - /P 270 0 R - /K [292 0 R 290 0 R 288 0 R 286 0 R 284 0 R] + /S /Link + /P 279 0 R + /K [52 << + /Type /OBJR + /Pg 1997 0 R + /Obj 1994 0 R + >> << + /Type /OBJR + /Pg 1997 0 R + /Obj 1995 0 R + >> 284 0 R 54 << + /Type /OBJR + /Pg 1997 0 R + /Obj 1996 0 R + >>] + /Pg 1997 0 R >> endobj 284 0 obj << /Type /StructElem - /S /TD + /S /Em /P 283 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [285 0 R] + /K [53] + /Pg 1997 0 R >> endobj @@ -2878,25 +2677,19 @@ endobj << /Type /StructElem /S /Strong - /P 284 0 R - /K [15] - /Pg 1308 0 R + /P 279 0 R + /K [48] + /Pg 1997 0 R >> endobj 286 0 obj << /Type /StructElem - /S /TD - /P 283 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [287 0 R] + /S /Strong + /P 279 0 R + /K [42] + /Pg 1997 0 R >> endobj @@ -2904,77 +2697,72 @@ endobj << /Type /StructElem /S /Strong - /P 286 0 R - /K [14] - /Pg 1308 0 R + /P 279 0 R + /K [38] + /Pg 1997 0 R >> endobj 288 0 obj << /Type /StructElem - /S /TD - /P 283 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [289 0 R] + /S /Strong + /P 279 0 R + /K [32] + /Pg 1997 0 R >> endobj 289 0 obj << /Type /StructElem - /S /Strong - /P 288 0 R - /K [13] - /Pg 1308 0 R + /S /H2 + /P 135 0 R + /T (Limitations) + /K [30 31] + /Pg 1997 0 R >> endobj 290 0 obj << /Type /StructElem - /S /TD - /P 283 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [291 0 R] + /S /P + /P 135 0 R + /K [293 0 R 19 20 21 22 23 291 0 R 27 28 29] + /Pg 1997 0 R >> endobj 291 0 obj << /Type /StructElem - /S /Strong + /S /Link /P 290 0 R - /K [12] - /Pg 1308 0 R + /K [24 << + /Type /OBJR + /Pg 1997 0 R + /Obj 1991 0 R + >> << + /Type /OBJR + /Pg 1997 0 R + /Obj 1992 0 R + >> 292 0 R 26 << + /Type /OBJR + /Pg 1997 0 R + /Obj 1993 0 R + >>] + /Pg 1997 0 R >> endobj 292 0 obj << /Type /StructElem - /S /TD - /P 283 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [293 0 R] + /S /Em + /P 291 0 R + /K [25] + /Pg 1997 0 R >> endobj @@ -2982,32 +2770,29 @@ endobj << /Type /StructElem /S /Strong - /P 292 0 R - /K [11] - /Pg 1308 0 R + /P 290 0 R + /K [18] + /Pg 1997 0 R >> endobj 294 0 obj << /Type /StructElem - /S /Caption - /P 270 0 R - /K [295 0 R] + /S /P + /P 135 0 R + /K [295 0 R 11 12 13 14 15 16 17] + /Pg 1997 0 R >> endobj 295 0 obj << /Type /StructElem - /S /Span + /S /Strong /P 294 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [26] - /Pg 1308 0 R + /K [10] + /Pg 1997 0 R >> endobj @@ -3015,9 +2800,9 @@ endobj << /Type /StructElem /S /P - /P 91 0 R - /K [2 299 0 R 4 298 0 R 6 7 8 297 0 R 10] - /Pg 1308 0 R + /P 135 0 R + /K [298 0 R 1 2 3 4 5 6 297 0 R 8 9] + /Pg 1997 0 R >> endobj @@ -3026,8 +2811,8 @@ endobj /Type /StructElem /S /Strong /P 296 0 R - /K [9] - /Pg 1308 0 R + /K [7] + /Pg 1997 0 R >> endobj @@ -3036,39 +2821,38 @@ endobj /Type /StructElem /S /Strong /P 296 0 R - /K [5] - /Pg 1308 0 R + /K [0] + /Pg 1997 0 R >> endobj 299 0 obj << /Type /StructElem - /S /Strong - /P 296 0 R - /K [3] - /Pg 1308 0 R + /S /P + /P 135 0 R + /K [302 0 R 57 58 301 0 R 60 61 62 63 300 0 R 65] + /Pg 1989 0 R >> endobj 300 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Finding 3: Oversight Immunity for Bureaucratic Rationalisation) - /K [0 1] - /Pg 1308 0 R + /S /Em + /P 299 0 R + /K [64] + /Pg 1989 0 R >> endobj 301 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [58 303 0 R 62 63 302 0 R 67 68] - /Pg 1306 0 R + /S /Strong + /P 299 0 R + /K [59] + /Pg 1989 0 R >> endobj @@ -3076,303 +2860,242 @@ endobj << /Type /StructElem /S /Strong - /P 301 0 R - /K [64 65 66] - /Pg 1306 0 R + /P 299 0 R + /K [56] + /Pg 1989 0 R >> endobj 303 0 obj << /Type /StructElem - /S /Strong - /P 301 0 R - /K [59 60 61] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [48 49 304 0 R 51 52 53 54 55] + /Pg 1989 0 R >> endobj 304 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [47 306 0 R 49 50 51 52 53 54 305 0 R 56 57] - /Pg 1306 0 R + /S /Em + /P 303 0 R + /K [50] + /Pg 1989 0 R >> endobj 305 0 obj << /Type /StructElem - /S /Strong - /P 304 0 R - /K [55] - /Pg 1306 0 R + /S /H2 + /P 135 0 R + /T (Implications for Sustainable AI Governance) + /K [46 47] + /Pg 1989 0 R >> endobj 306 0 obj << /Type /StructElem - /S /Em - /P 304 0 R - /K [48] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [309 0 R 36 308 0 R 38 39 40 307 0 R 42 43 44 45] + /Pg 1989 0 R >> endobj 307 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [43 44 45 46] - /Pg 1306 0 R + /S /Strong + /P 306 0 R + /K [41] + /Pg 1989 0 R >> endobj 308 0 obj << /Type /StructElem - /S /Table - /P 91 0 R - /A [<< - /O /Layout - /BorderColor [0 0 0] - /BorderThickness 1 - >>] - /K [328 0 R 319 0 R 314 0 R 309 0 R] + /S /Em + /P 306 0 R + /K [37] + /Pg 1989 0 R >> endobj 309 0 obj << /Type /StructElem - /S /TR - /P 308 0 R - /K [313 0 R 312 0 R 311 0 R 310 0 R] + /S /Strong + /P 306 0 R + /K [35] + /Pg 1989 0 R >> endobj 310 0 obj << /Type /StructElem - /S /TD - /P 309 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [40] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [312 0 R 28 311 0 R 30 31 32 33 34] + /Pg 1989 0 R >> endobj 311 0 obj << /Type /StructElem - /S /TD - /P 309 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [38 39] - /Pg 1306 0 R + /S /Em + /P 310 0 R + /K [29] + /Pg 1989 0 R >> endobj 312 0 obj << /Type /StructElem - /S /TD - /P 309 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [37] - /Pg 1306 0 R + /S /Strong + /P 310 0 R + /K [27] + /Pg 1989 0 R >> endobj 313 0 obj << /Type /StructElem - /S /TD - /P 309 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [36] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [316 0 R 19 315 0 R 21 314 0 R 23 24 25 26] + /Pg 1989 0 R >> endobj 314 0 obj << /Type /StructElem - /S /TR - /P 308 0 R - /K [318 0 R 317 0 R 316 0 R 315 0 R] + /S /Em + /P 313 0 R + /K [22] + /Pg 1989 0 R >> endobj 315 0 obj << /Type /StructElem - /S /TD - /P 314 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [35] - /Pg 1306 0 R + /S /Em + /P 313 0 R + /K [20] + /Pg 1989 0 R >> endobj 316 0 obj << /Type /StructElem - /S /TD - /P 314 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [34] - /Pg 1306 0 R + /S /Strong + /P 313 0 R + /K [18] + /Pg 1989 0 R >> endobj 317 0 obj << /Type /StructElem - /S /TD - /P 314 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [33] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [320 0 R 11 12 13 318 0 R 17] + /Pg 1989 0 R >> endobj 318 0 obj << /Type /StructElem - /S /TD - /P 314 0 R - /A [<< - /O /Table - /Headers [] + /S /Link + /P 317 0 R + /K [14 << + /Type /OBJR + /Pg 1989 0 R + /Obj 1986 0 R >> << - /O /Layout - /BorderStyle /Solid + /Type /OBJR + /Pg 1989 0 R + /Obj 1987 0 R + >> 319 0 R 16 << + /Type /OBJR + /Pg 1989 0 R + /Obj 1988 0 R >>] - /K [32] - /Pg 1306 0 R + /Pg 1989 0 R >> endobj 319 0 obj << /Type /StructElem - /S /TR - /P 308 0 R - /K [326 0 R 324 0 R 322 0 R 320 0 R] + /S /Em + /P 318 0 R + /K [15] + /Pg 1989 0 R >> endobj 320 0 obj << /Type /StructElem - /S /TD - /P 319 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [321 0 R] + /S /Strong + /P 317 0 R + /K [10] + /Pg 1989 0 R >> endobj 321 0 obj << /Type /StructElem - /S /Strong - /P 320 0 R - /K [29 30 31] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [3 4 5 322 0 R 7 8 9] + /Pg 1989 0 R >> endobj 322 0 obj << /Type /StructElem - /S /TD - /P 319 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [323 0 R] + /S /Em + /P 321 0 R + /K [6] + /Pg 1989 0 R >> endobj 323 0 obj << /Type /StructElem - /S /Strong - /P 322 0 R - /K [26 27 28] - /Pg 1306 0 R + /S /H2 + /P 135 0 R + /T (Summary of Findings) + /K [1 2] + /Pg 1989 0 R >> endobj 324 0 obj << /Type /StructElem - /S /TD - /P 319 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] + /S /H1 + /P 135 0 R + /T (Conclusion and Discussion) /K [325 0 R] >> endobj @@ -3380,59 +3103,50 @@ endobj 325 0 obj << /Type /StructElem - /S /Strong + /S /P /P 324 0 R - /K [25] - /Pg 1306 0 R + /K [0] + /Pg 1989 0 R >> endobj 326 0 obj << /Type /StructElem - /S /TD - /P 319 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [327 0 R] + /S /P + /P 135 0 R + /K [27 327 0 R 29 30 31 32] + /Pg 1984 0 R >> endobj 327 0 obj << /Type /StructElem - /S /Strong + /S /Em /P 326 0 R - /K [24] - /Pg 1306 0 R + /K [28] + /Pg 1984 0 R >> endobj 328 0 obj << /Type /StructElem - /S /Caption - /P 308 0 R - /K [329 0 R] + /S /P + /P 135 0 R + /K [25 26] + /Pg 1984 0 R >> endobj 329 0 obj << /Type /StructElem - /S /Span - /P 328 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [41 42] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [22 23 24] + /Pg 1984 0 R >> endobj @@ -3440,30 +3154,29 @@ endobj << /Type /StructElem /S /P - /P 91 0 R - /K [19 20 331 0 R 22 23] - /Pg 1306 0 R + /P 135 0 R + /K [18 19 20 21] + /Pg 1984 0 R >> endobj 331 0 obj << /Type /StructElem - /S /Em - /P 330 0 R - /K [21] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [15 16 17] + /Pg 1984 0 R >> endobj 332 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Finding 2: Susceptibility to Administrative Evil) - /K [17 18] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [12 13 14] + /Pg 1984 0 R >> endobj @@ -3471,39 +3184,52 @@ endobj << /Type /StructElem /S /P - /P 91 0 R - /K [4 336 0 R 6 7 8 335 0 R 10 11 12 334 0 R 14 15 16] - /Pg 1306 0 R + /P 135 0 R + /K [5 334 0 R 7 8 9 10 11] + /Pg 1984 0 R >> endobj 334 0 obj << /Type /StructElem - /S /Strong + /S /Em /P 333 0 R - /K [13] - /Pg 1306 0 R + /K [6] + /Pg 1984 0 R >> endobj 335 0 obj << /Type /StructElem - /S /Strong - /P 333 0 R - /K [9] - /Pg 1306 0 R + /S /H2 + /P 135 0 R + /T (5.5 Limitations) + /K [3 4] + /Pg 1984 0 R >> endobj 336 0 obj << /Type /StructElem - /S /Strong - /P 333 0 R - /K [5] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [41 42 << + /Type /MCR + /MCID 0 + /Pg 1984 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1984 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1984 0 R + >>] + /Pg 1982 0 R >> endobj @@ -3511,1000 +3237,962 @@ endobj << /Type /StructElem /S /P - /P 91 0 R - /K [103 339 0 R 106 107 << - /Type /MCR - /MCID 0 - /Pg 1306 0 R - >> 338 0 R << - /Type /MCR - /MCID 3 - /Pg 1306 0 R - >>] - /Pg 1304 0 R + /P 135 0 R + /K [36 37 38 39 40] + /Pg 1982 0 R >> endobj 338 0 obj << /Type /StructElem - /S /Em - /P 337 0 R - /K [1 2] - /Pg 1306 0 R + /S /P + /P 135 0 R + /K [30 31 32 33 34 35] + /Pg 1982 0 R >> endobj 339 0 obj << /Type /StructElem - /S /Strong - /P 337 0 R - /K [104 105] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [24 25 26 27 28 29] + /Pg 1982 0 R >> endobj 340 0 obj << /Type /StructElem - /S /Table - /P 91 0 R - /A [<< - /O /Layout - /BorderColor [0 0 0] - /BorderThickness 1 - >>] - /K [365 0 R 356 0 R 351 0 R 346 0 R 341 0 R] + /S /P + /P 135 0 R + /K [17 18 19 20 341 0 R 22 23] + /Pg 1982 0 R >> endobj 341 0 obj << /Type /StructElem - /S /TR + /S /Em /P 340 0 R - /K [345 0 R 344 0 R 343 0 R 342 0 R] + /K [21] + /Pg 1982 0 R >> endobj 342 0 obj << /Type /StructElem - /S /TD - /P 341 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [101] - /Pg 1304 0 R + /S /H2 + /P 135 0 R + /T (5.4 Model Polarization: Capability-Deception Alignment) + /K [15 16] + /Pg 1982 0 R >> endobj 343 0 obj << /Type /StructElem - /S /TD - /P 341 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [100] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [9 10 11 12 13 14] + /Pg 1982 0 R >> endobj 344 0 obj << /Type /StructElem - /S /TD - /P 341 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [99] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [4 5 6 7 8] + /Pg 1982 0 R >> endobj 345 0 obj << /Type /StructElem - /S /TD - /P 341 0 R - /A [<< - /O /Table - /Headers [] + /S /P + /P 135 0 R + /K [39 40 << + /Type /MCR + /MCID 0 + /Pg 1982 0 R >> << - /O /Layout - /BorderStyle /Solid + /Type /MCR + /MCID 1 + /Pg 1982 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1982 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1982 0 R >>] - /K [98] - /Pg 1304 0 R + /Pg 1980 0 R >> endobj 346 0 obj << /Type /StructElem - /S /TR - /P 340 0 R - /K [350 0 R 349 0 R 348 0 R 347 0 R] + /S /P + /P 135 0 R + /K [34 35 36 37 38] + /Pg 1980 0 R >> endobj 347 0 obj << /Type /StructElem - /S /TD - /P 346 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [97] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [29 30 31 32 33] + /Pg 1980 0 R >> endobj 348 0 obj << /Type /StructElem - /S /TD - /P 346 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [96] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [24 25 26 27 28] + /Pg 1980 0 R >> endobj 349 0 obj << /Type /StructElem - /S /TD - /P 346 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [95] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [19 20 21 22 23] + /Pg 1980 0 R >> endobj 350 0 obj << /Type /StructElem - /S /TD - /P 346 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [94] - /Pg 1304 0 R + /S /H2 + /P 135 0 R + /T (5.3 The Rationalization Hypothesis Failure) + /K [17 18] + /Pg 1980 0 R >> endobj 351 0 obj << /Type /StructElem - /S /TR - /P 340 0 R - /K [355 0 R 354 0 R 353 0 R 352 0 R] + /S /P + /P 135 0 R + /K [11 12 13 14 15 16] + /Pg 1980 0 R >> endobj 352 0 obj << /Type /StructElem - /S /TD - /P 351 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [93] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [4 5 6 7 8 9 10] + /Pg 1980 0 R >> endobj 353 0 obj << /Type /StructElem - /S /TD - /P 351 0 R - /A [<< - /O /Table - /Headers [] + /S /P + /P 135 0 R + /K [51 354 0 R 53 54 55 << + /Type /MCR + /MCID 0 + /Pg 1980 0 R >> << - /O /Layout - /BorderStyle /Solid + /Type /MCR + /MCID 1 + /Pg 1980 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1980 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1980 0 R >>] - /K [92] - /Pg 1304 0 R + /Pg 1978 0 R >> endobj 354 0 obj << /Type /StructElem - /S /TD - /P 351 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [91] - /Pg 1304 0 R + /S /Em + /P 353 0 R + /K [52] + /Pg 1978 0 R >> endobj 355 0 obj << /Type /StructElem - /S /TD - /P 351 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [90] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [44 45 46 47 48 49 50] + /Pg 1978 0 R >> endobj 356 0 obj << /Type /StructElem - /S /TR - /P 340 0 R - /K [363 0 R 361 0 R 359 0 R 357 0 R] + /S /P + /P 135 0 R + /K [35 36 37 38 357 0 R 40 41 42 43] + /Pg 1978 0 R >> endobj 357 0 obj << /Type /StructElem - /S /TD + /S /Em /P 356 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [358 0 R] + /K [39] + /Pg 1978 0 R >> endobj 358 0 obj << /Type /StructElem - /S /Strong - /P 357 0 R - /K [89] - /Pg 1304 0 R + /S /H2 + /P 135 0 R + /T (5.2 The Oversight Paradox) + /K [33 34] + /Pg 1978 0 R >> endobj 359 0 obj << /Type /StructElem - /S /TD - /P 356 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [360 0 R] + /S /P + /P 135 0 R + /K [21 22 360 0 R 26 27 28 29 30 31 32] + /Pg 1978 0 R >> endobj 360 0 obj << /Type /StructElem - /S /Strong + /S /Link /P 359 0 R - /K [88] - /Pg 1304 0 R + /K [23 << + /Type /OBJR + /Pg 1978 0 R + /Obj 1975 0 R + >> << + /Type /OBJR + /Pg 1978 0 R + /Obj 1976 0 R + >> 361 0 R 25 << + /Type /OBJR + /Pg 1978 0 R + /Obj 1977 0 R + >>] + /Pg 1978 0 R >> endobj 361 0 obj << /Type /StructElem - /S /TD - /P 356 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [362 0 R] + /S /Em + /P 360 0 R + /K [24] + /Pg 1978 0 R >> endobj 362 0 obj << /Type /StructElem - /S /Strong - /P 361 0 R - /K [87] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [12 13 14 15 16 17 18 19 20] + /Pg 1978 0 R >> endobj 363 0 obj << /Type /StructElem - /S /TD - /P 356 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [364 0 R] + /S /P + /P 135 0 R + /K [4 5 6 7 8 9 10 11] + /Pg 1978 0 R >> endobj 364 0 obj << /Type /StructElem - /S /Strong - /P 363 0 R - /K [86] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [33 34 35 367 0 R 37 38 39 40 41 366 0 R 43 44 45 << + /Type /MCR + /MCID 0 + /Pg 1978 0 R + >> 365 0 R << + /Type /MCR + /MCID 2 + /Pg 1978 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1978 0 R + >>] + /Pg 1973 0 R >> endobj 365 0 obj << /Type /StructElem - /S /Caption - /P 340 0 R - /K [366 0 R] + /S /Em + /P 364 0 R + /K [1] + /Pg 1978 0 R >> endobj 366 0 obj << /Type /StructElem - /S /Span - /P 365 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [102] - /Pg 1304 0 R + /S /Em + /P 364 0 R + /K [42] + /Pg 1973 0 R >> endobj 367 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [80 81 369 0 R 83 368 0 R 85] - /Pg 1304 0 R + /S /Em + /P 364 0 R + /K [36] + /Pg 1973 0 R >> endobj 368 0 obj << /Type /StructElem - /S /Em - /P 367 0 R - /K [84] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [22 23 24 25 26 27 28 29 30 31 32] + /Pg 1973 0 R >> endobj 369 0 obj << /Type /StructElem - /S /Em - /P 367 0 R - /K [82] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [13 14 15 16 17 18 19 20 21] + /Pg 1973 0 R >> endobj 370 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Finding 1: Oversight as Competence Filter) - /K [78 79] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [7 8 371 0 R 10 11 12] + /Pg 1973 0 R >> endobj 371 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [68 374 0 R 70 373 0 R 73 74 372 0 R 76 77] - /Pg 1304 0 R + /S /Em + /P 370 0 R + /K [9] + /Pg 1973 0 R >> endobj 372 0 obj << /Type /StructElem - /S /Strong - /P 371 0 R - /K [75] - /Pg 1304 0 R + /S /H2 + /P 135 0 R + /T (5.1 The Stealth Gap: Intent vs. Detection) + /K [5 6] + /Pg 1973 0 R >> endobj 373 0 obj << /Type /StructElem - /S /Strong - /P 371 0 R - /K [71 72] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [1 2 3 4] + /Pg 1973 0 R >> endobj 374 0 obj << /Type /StructElem - /S /Strong - /P 371 0 R - /K [69] - /Pg 1304 0 R + /S /H1 + /P 135 0 R + /T (Analysis) + /K [375 0 R] >> endobj 375 0 obj << /Type /StructElem - /S /Table - /P 91 0 R - /A [<< - /O /Layout - /BorderColor [0 0 0] - /BorderThickness 1 - >>] - /K [429 0 R 418 0 R 412 0 R 406 0 R 400 0 R 394 0 R 388 0 R 382 0 R 376 0 R] + /S /P + /P 374 0 R + /K [0] + /Pg 1973 0 R >> endobj 376 0 obj << /Type /StructElem - /S /TR - /P 375 0 R - /K [381 0 R 380 0 R 379 0 R 378 0 R 377 0 R] + /S /P + /P 135 0 R + /K [56] + /Pg 1971 0 R >> endobj 377 0 obj << /Type /StructElem - /S /TD - /P 376 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [64] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [52 53 54 55] + /Pg 1971 0 R >> endobj 378 0 obj << /Type /StructElem - /S /TD - /P 376 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [63] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [47 48 49 50 51] + /Pg 1971 0 R >> endobj 379 0 obj << /Type /StructElem - /S /TD - /P 376 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [62] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [43 44 45 46] + /Pg 1971 0 R >> endobj 380 0 obj << /Type /StructElem - /S /TD - /P 376 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [61] - /Pg 1304 0 R + /S /H3 + /P 135 0 R + /T (Integration with v1 Findings) + /K [41 42] + /Pg 1971 0 R >> endobj 381 0 obj << /Type /StructElem - /S /TD - /P 376 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [60] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [34 35 36 37 38 39 40] + /Pg 1971 0 R >> endobj 382 0 obj << /Type /StructElem - /S /TR - /P 375 0 R - /K [387 0 R 386 0 R 385 0 R 384 0 R 383 0 R] + /S /L + /P 135 0 R + /A [<< + /O /List + /ListNumbering /Circle + >>] + /K [389 0 R 386 0 R 383 0 R] >> endobj 383 0 obj << /Type /StructElem - /S /TD + /S /LI /P 382 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [59] - /Pg 1304 0 R + /K [385 0 R 384 0 R] >> endobj 384 0 obj << /Type /StructElem - /S /TD - /P 382 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [58] - /Pg 1304 0 R + /S /LBody + /P 383 0 R + /K [31 32 33] + /Pg 1971 0 R >> endobj 385 0 obj << /Type /StructElem - /S /TD - /P 382 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [57] - /Pg 1304 0 R + /S /Lbl + /P 383 0 R + /K [30] + /Pg 1971 0 R >> endobj 386 0 obj << /Type /StructElem - /S /TD + /S /LI /P 382 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [56] - /Pg 1304 0 R + /K [388 0 R 387 0 R] >> endobj 387 0 obj << /Type /StructElem - /S /TD - /P 382 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [55] - /Pg 1304 0 R + /S /LBody + /P 386 0 R + /K [27 28 29] + /Pg 1971 0 R >> endobj 388 0 obj << /Type /StructElem - /S /TR - /P 375 0 R - /K [393 0 R 392 0 R 391 0 R 390 0 R 389 0 R] + /S /Lbl + /P 386 0 R + /K [26] + /Pg 1971 0 R >> endobj 389 0 obj << /Type /StructElem - /S /TD - /P 388 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [54] - /Pg 1304 0 R + /S /LI + /P 382 0 R + /K [391 0 R 390 0 R] >> endobj 390 0 obj << /Type /StructElem - /S /TD - /P 388 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [53] - /Pg 1304 0 R + /S /LBody + /P 389 0 R + /K [23 24 25] + /Pg 1971 0 R >> endobj 391 0 obj << /Type /StructElem - /S /TD - /P 388 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [52] - /Pg 1304 0 R + /S /Lbl + /P 389 0 R + /K [22] + /Pg 1971 0 R >> endobj 392 0 obj << /Type /StructElem - /S /TD - /P 388 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [51] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [20 21] + /Pg 1971 0 R >> endobj 393 0 obj << /Type /StructElem - /S /TD - /P 388 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [50] - /Pg 1304 0 R + /S /H3 + /P 135 0 R + /T (Judge Validation Results) + /K [18 19] + /Pg 1971 0 R >> endobj 394 0 obj << /Type /StructElem - /S /TR - /P 375 0 R - /K [399 0 R 398 0 R 397 0 R 396 0 R 395 0 R] + /S /L + /P 135 0 R + /A [<< + /O /List + /ListNumbering /Decimal + >>] + /K [405 0 R 400 0 R 395 0 R] >> endobj 395 0 obj << /Type /StructElem - /S /TD + /S /LI /P 394 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [49] - /Pg 1304 0 R + /K [399 0 R 396 0 R] >> endobj 396 0 obj << /Type /StructElem - /S /TD - /P 394 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [48] - /Pg 1304 0 R + /S /LBody + /P 395 0 R + /K [397 0 R] >> endobj 397 0 obj << /Type /StructElem - /S /TD - /P 394 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [47] - /Pg 1304 0 R + /S /P + /P 396 0 R + /K [398 0 R 15 16 17] + /Pg 1971 0 R >> endobj 398 0 obj << /Type /StructElem - /S /TD - /P 394 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [46] - /Pg 1304 0 R + /S /Em + /P 397 0 R + /K [14] + /Pg 1971 0 R >> endobj 399 0 obj << /Type /StructElem - /S /TD - /P 394 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [45] - /Pg 1304 0 R + /S /Lbl + /P 395 0 R + /K [13] + /Pg 1971 0 R >> endobj 400 0 obj << /Type /StructElem - /S /TR - /P 375 0 R - /K [405 0 R 404 0 R 403 0 R 402 0 R 401 0 R] + /S /LI + /P 394 0 R + /K [404 0 R 401 0 R] >> endobj 401 0 obj << /Type /StructElem - /S /TD + /S /LBody /P 400 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [44] - /Pg 1304 0 R + /K [402 0 R] >> endobj 402 0 obj << /Type /StructElem - /S /TD - /P 400 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [43] - /Pg 1304 0 R + /S /P + /P 401 0 R + /K [403 0 R 8 9 10 11 12] + /Pg 1971 0 R >> endobj 403 0 obj << /Type /StructElem - /S /TD - /P 400 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [42] - /Pg 1304 0 R + /S /Em + /P 402 0 R + /K [7] + /Pg 1971 0 R >> endobj 404 0 obj << /Type /StructElem - /S /TD + /S /Lbl /P 400 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [41] - /Pg 1304 0 R + /K [6] + /Pg 1971 0 R >> endobj 405 0 obj << /Type /StructElem - /S /TD - /P 400 0 R + /S /LI + /P 394 0 R + /K [409 0 R 406 0 R] +>> +endobj + +406 0 obj +<< + /Type /StructElem + /S /LBody + /P 405 0 R + /K [407 0 R] +>> +endobj + +407 0 obj +<< + /Type /StructElem + /S /P + /P 406 0 R + /K [408 0 R 2 3 4 5] + /Pg 1971 0 R +>> +endobj + +408 0 obj +<< + /Type /StructElem + /S /Em + /P 407 0 R + /K [1] + /Pg 1971 0 R +>> +endobj + +409 0 obj +<< + /Type /StructElem + /S /Lbl + /P 405 0 R + /K [0] + /Pg 1971 0 R +>> +endobj + +410 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [67] + /Pg 1969 0 R +>> +endobj + +411 0 obj +<< + /Type /StructElem + /S /H3 + /P 135 0 R + /T (Consistent Findings Across Studies) + /K [65 66] + /Pg 1969 0 R +>> +endobj + +412 0 obj +<< + /Type /StructElem + /S /H2 + /P 135 0 R + /T (4.4 Cross-Study Synthesis) + /K [63 64] + /Pg 1969 0 R +>> +endobj + +413 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [57 58 59 60 61 62] + /Pg 1969 0 R +>> +endobj + +414 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [415 0 R 53 54 55 56] + /Pg 1969 0 R +>> +endobj + +415 0 obj +<< + /Type /StructElem + /S /Em + /P 414 0 R + /K [52] + /Pg 1969 0 R +>> +endobj + +416 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [417 0 R 49 50 51] + /Pg 1969 0 R +>> +endobj + +417 0 obj +<< + /Type /StructElem + /S /Em + /P 416 0 R + /K [48] + /Pg 1969 0 R +>> +endobj + +418 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [419 0 R 43 44 45 46 47] + /Pg 1969 0 R +>> +endobj + +419 0 obj +<< + /Type /StructElem + /S /Em + /P 418 0 R + /K [42] + /Pg 1969 0 R +>> +endobj + +420 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [41] + /Pg 1969 0 R +>> +endobj + +421 0 obj +<< + /Type /StructElem + /S /H3 + /P 135 0 R + /T (Interpretation: Why Rationalization Failed) + /K [39 40] + /Pg 1969 0 R +>> +endobj + +422 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [34 35 36 37 38] + /Pg 1969 0 R +>> +endobj + +423 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [29 30 31 32 33] + /Pg 1969 0 R +>> +endobj + +424 0 obj +<< + /Type /StructElem + /S /Table + /P 135 0 R /A [<< - /O /Table - /Headers [] - >> << /O /Layout - /BorderStyle /Solid + /BorderColor [0 0 0] + /BorderThickness 1 >>] - /K [40] - /Pg 1304 0 R + /K [454 0 R 443 0 R 437 0 R 431 0 R 425 0 R] >> endobj -406 0 obj +425 0 obj << /Type /StructElem /S /TR - /P 375 0 R - /K [411 0 R 410 0 R 409 0 R 408 0 R 407 0 R] + /P 424 0 R + /K [430 0 R 429 0 R 428 0 R 427 0 R 426 0 R] >> endobj -407 0 obj +426 0 obj << /Type /StructElem /S /TD - /P 406 0 R + /P 425 0 R /A [<< /O /Table /Headers [] @@ -4512,16 +4200,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [39] - /Pg 1304 0 R + /K [26 27] + /Pg 1969 0 R >> endobj -408 0 obj +427 0 obj << /Type /StructElem /S /TD - /P 406 0 R + /P 425 0 R /A [<< /O /Table /Headers [] @@ -4529,16 +4217,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [38] - /Pg 1304 0 R + /K [25] + /Pg 1969 0 R >> endobj -409 0 obj +428 0 obj << /Type /StructElem /S /TD - /P 406 0 R + /P 425 0 R /A [<< /O /Table /Headers [] @@ -4546,16 +4234,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [37] - /Pg 1304 0 R + /K [24] + /Pg 1969 0 R >> endobj -410 0 obj +429 0 obj << /Type /StructElem /S /TD - /P 406 0 R + /P 425 0 R /A [<< /O /Table /Headers [] @@ -4563,16 +4251,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [36] - /Pg 1304 0 R + /K [23] + /Pg 1969 0 R >> endobj -411 0 obj +430 0 obj << /Type /StructElem /S /TD - /P 406 0 R + /P 425 0 R /A [<< /O /Table /Headers [] @@ -4580,25 +4268,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [35] - /Pg 1304 0 R + /K [22] + /Pg 1969 0 R >> endobj -412 0 obj +431 0 obj << /Type /StructElem /S /TR - /P 375 0 R - /K [417 0 R 416 0 R 415 0 R 414 0 R 413 0 R] + /P 424 0 R + /K [436 0 R 435 0 R 434 0 R 433 0 R 432 0 R] >> endobj -413 0 obj +432 0 obj << /Type /StructElem /S /TD - /P 412 0 R + /P 431 0 R /A [<< /O /Table /Headers [] @@ -4606,16 +4294,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [34] - /Pg 1304 0 R + /K [20 21] + /Pg 1969 0 R >> endobj -414 0 obj +433 0 obj << /Type /StructElem /S /TD - /P 412 0 R + /P 431 0 R /A [<< /O /Table /Headers [] @@ -4623,16 +4311,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [33] - /Pg 1304 0 R + /K [19] + /Pg 1969 0 R >> endobj -415 0 obj +434 0 obj << /Type /StructElem /S /TD - /P 412 0 R + /P 431 0 R /A [<< /O /Table /Headers [] @@ -4640,16 +4328,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [32] - /Pg 1304 0 R + /K [18] + /Pg 1969 0 R >> endobj -416 0 obj +435 0 obj << /Type /StructElem /S /TD - /P 412 0 R + /P 431 0 R /A [<< /O /Table /Headers [] @@ -4657,16 +4345,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [31] - /Pg 1304 0 R + /K [17] + /Pg 1969 0 R >> endobj -417 0 obj +436 0 obj << /Type /StructElem /S /TD - /P 412 0 R + /P 431 0 R /A [<< /O /Table /Headers [] @@ -4674,25 +4362,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [30] - /Pg 1304 0 R + /K [16] + /Pg 1969 0 R >> endobj -418 0 obj +437 0 obj << /Type /StructElem /S /TR - /P 375 0 R - /K [427 0 R 425 0 R 423 0 R 421 0 R 419 0 R] + /P 424 0 R + /K [442 0 R 441 0 R 440 0 R 439 0 R 438 0 R] >> endobj -419 0 obj +438 0 obj << /Type /StructElem /S /TD - /P 418 0 R + /P 437 0 R /A [<< /O /Table /Headers [] @@ -4700,25 +4388,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [420 0 R] ->> -endobj - -420 0 obj -<< - /Type /StructElem - /S /Strong - /P 419 0 R - /K [29] - /Pg 1304 0 R + /K [14 15] + /Pg 1969 0 R >> endobj -421 0 obj +439 0 obj << /Type /StructElem /S /TD - /P 418 0 R + /P 437 0 R /A [<< /O /Table /Headers [] @@ -4726,25 +4405,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [422 0 R] ->> -endobj - -422 0 obj -<< - /Type /StructElem - /S /Strong - /P 421 0 R - /K [28] - /Pg 1304 0 R + /K [13] + /Pg 1969 0 R >> endobj -423 0 obj +440 0 obj << /Type /StructElem /S /TD - /P 418 0 R + /P 437 0 R /A [<< /O /Table /Headers [] @@ -4752,25 +4422,33 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [424 0 R] + /K [12] + /Pg 1969 0 R >> endobj -424 0 obj +441 0 obj << /Type /StructElem - /S /Strong - /P 423 0 R - /K [27] - /Pg 1304 0 R + /S /TD + /P 437 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [11] + /Pg 1969 0 R >> endobj -425 0 obj +442 0 obj << /Type /StructElem /S /TD - /P 418 0 R + /P 437 0 R /A [<< /O /Table /Headers [] @@ -4778,25 +4456,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [426 0 R] + /K [10] + /Pg 1969 0 R >> endobj -426 0 obj +443 0 obj << /Type /StructElem - /S /Strong - /P 425 0 R - /K [26] - /Pg 1304 0 R + /S /TR + /P 424 0 R + /K [452 0 R 450 0 R 448 0 R 446 0 R 444 0 R] >> endobj -427 0 obj +444 0 obj << /Type /StructElem /S /TD - /P 418 0 R + /P 443 0 R /A [<< /O /Table /Headers [] @@ -4804,91 +4482,77 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [428 0 R] + /K [445 0 R] >> endobj -428 0 obj +445 0 obj << /Type /StructElem /S /Strong - /P 427 0 R - /K [25] - /Pg 1304 0 R ->> -endobj - -429 0 obj -<< - /Type /StructElem - /S /Caption - /P 375 0 R - /K [430 0 R] + /P 444 0 R + /K [8 9] + /Pg 1969 0 R >> endobj -430 0 obj +446 0 obj << /Type /StructElem - /S /Span - /P 429 0 R + /S /TD + /P 443 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [65 66 67] - /Pg 1304 0 R ->> -endobj - -431 0 obj -<< - /Type /StructElem - /S /P - /P 91 0 R - /K [24] - /Pg 1304 0 R + /K [447 0 R] >> endobj -432 0 obj +447 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [20 21 22 23] - /Pg 1304 0 R + /S /Strong + /P 446 0 R + /K [6 7] + /Pg 1969 0 R >> endobj -433 0 obj +448 0 obj << /Type /StructElem - /S /Table - /P 91 0 R + /S /TD + /P 443 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /BorderColor [0 0 0] - /BorderThickness 1 + /BorderStyle /Solid >>] - /K [458 0 R 449 0 R 444 0 R 439 0 R 434 0 R] + /K [449 0 R] >> endobj -434 0 obj +449 0 obj << /Type /StructElem - /S /TR - /P 433 0 R - /K [438 0 R 437 0 R 436 0 R 435 0 R] + /S /Strong + /P 448 0 R + /K [5] + /Pg 1969 0 R >> endobj -435 0 obj +450 0 obj << /Type /StructElem /S /TD - /P 434 0 R + /P 443 0 R /A [<< /O /Table /Headers [] @@ -4896,33 +4560,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [18] - /Pg 1304 0 R + /K [451 0 R] >> endobj -436 0 obj +451 0 obj << /Type /StructElem - /S /TD - /P 434 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [17] - /Pg 1304 0 R + /S /Strong + /P 450 0 R + /K [4] + /Pg 1969 0 R >> endobj -437 0 obj +452 0 obj << /Type /StructElem /S /TD - /P 434 0 R + /P 443 0 R /A [<< /O /Table /Headers [] @@ -4930,407 +4586,243 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [16] - /Pg 1304 0 R + /K [453 0 R] >> endobj -438 0 obj +453 0 obj << /Type /StructElem - /S /TD - /P 434 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [15] - /Pg 1304 0 R + /S /Strong + /P 452 0 R + /K [3] + /Pg 1969 0 R >> endobj -439 0 obj +454 0 obj << /Type /StructElem - /S /TR - /P 433 0 R - /K [443 0 R 442 0 R 441 0 R 440 0 R] + /S /Caption + /P 424 0 R + /K [455 0 R] >> endobj -440 0 obj +455 0 obj << /Type /StructElem - /S /TD - /P 439 0 R + /S /Span + /P 454 0 R /A [<< - /O /Table - /Headers [] - >> << /O /Layout - /BorderStyle /Solid + /Placement /Block >>] - /K [14] - /Pg 1304 0 R + /K [28] + /Pg 1969 0 R >> endobj -441 0 obj +456 0 obj << /Type /StructElem - /S /TD - /P 439 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [13] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [2] + /Pg 1969 0 R >> endobj -442 0 obj +457 0 obj << /Type /StructElem - /S /TD - /P 439 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [12] - /Pg 1304 0 R + /S /H3 + /P 135 0 R + /T (Model Polarization Persists) + /K [0 1] + /Pg 1969 0 R >> endobj -443 0 obj +458 0 obj << /Type /StructElem - /S /TD - /P 439 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [11] - /Pg 1304 0 R + /S /P + /P 135 0 R + /K [56 57 58 59 60] + /Pg 1967 0 R >> endobj -444 0 obj +459 0 obj << /Type /StructElem - /S /TR - /P 433 0 R - /K [448 0 R 447 0 R 446 0 R 445 0 R] + /S /P + /P 135 0 R + /K [53 54 55] + /Pg 1967 0 R >> endobj -445 0 obj +460 0 obj << /Type /StructElem - /S /TD - /P 444 0 R + /S /L + /P 135 0 R /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid + /O /List + /ListNumbering /Circle >>] - /K [10] - /Pg 1304 0 R + /K [467 0 R 464 0 R 461 0 R] >> endobj -446 0 obj +461 0 obj << /Type /StructElem - /S /TD - /P 444 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [9] - /Pg 1304 0 R + /S /LI + /P 460 0 R + /K [463 0 R 462 0 R] >> endobj -447 0 obj +462 0 obj << /Type /StructElem - /S /TD - /P 444 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [8] - /Pg 1304 0 R + /S /LBody + /P 461 0 R + /K [52] + /Pg 1967 0 R >> endobj -448 0 obj +463 0 obj << /Type /StructElem - /S /TD - /P 444 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [7] - /Pg 1304 0 R + /S /Lbl + /P 461 0 R + /K [51] + /Pg 1967 0 R >> endobj -449 0 obj +464 0 obj << /Type /StructElem - /S /TR - /P 433 0 R - /K [456 0 R 454 0 R 452 0 R 450 0 R] + /S /LI + /P 460 0 R + /K [466 0 R 465 0 R] >> endobj -450 0 obj +465 0 obj << /Type /StructElem - /S /TD - /P 449 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [451 0 R] + /S /LBody + /P 464 0 R + /K [50] + /Pg 1967 0 R >> endobj -451 0 obj +466 0 obj << /Type /StructElem - /S /Strong - /P 450 0 R - /K [6] - /Pg 1304 0 R + /S /Lbl + /P 464 0 R + /K [49] + /Pg 1967 0 R >> endobj -452 0 obj +467 0 obj << /Type /StructElem - /S /TD - /P 449 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [453 0 R] ->> -endobj - -453 0 obj -<< - /Type /StructElem - /S /Strong - /P 452 0 R - /K [5] - /Pg 1304 0 R ->> -endobj - -454 0 obj -<< - /Type /StructElem - /S /TD - /P 449 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [455 0 R] ->> -endobj - -455 0 obj -<< - /Type /StructElem - /S /Strong - /P 454 0 R - /K [4] - /Pg 1304 0 R ->> -endobj - -456 0 obj -<< - /Type /StructElem - /S /TD - /P 449 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [457 0 R] ->> -endobj - -457 0 obj -<< - /Type /StructElem - /S /Strong - /P 456 0 R - /K [3] - /Pg 1304 0 R + /S /LI + /P 460 0 R + /K [469 0 R 468 0 R] >> endobj -458 0 obj +468 0 obj << /Type /StructElem - /S /Caption - /P 433 0 R - /K [459 0 R] + /S /LBody + /P 467 0 R + /K [48] + /Pg 1967 0 R >> endobj -459 0 obj +469 0 obj << /Type /StructElem - /S /Span - /P 458 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [19] - /Pg 1304 0 R + /S /Lbl + /P 467 0 R + /K [47] + /Pg 1967 0 R >> endobj -460 0 obj +470 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [2] - /Pg 1304 0 R + /P 135 0 R + /K [46] + /Pg 1967 0 R >> endobj -461 0 obj +471 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Effect of Oversight on Deception Frequency) - /K [0 1] - /Pg 1304 0 R + /S /H3 + /P 135 0 R + /T (Rationalization Hypothesis Rejected) + /K [44 45] + /Pg 1967 0 R >> endobj -462 0 obj +472 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [75 465 0 R 77 78 79 464 0 R 81 82 83 463 0 R 85 86 87] - /Pg 1302 0 R ->> -endobj - -463 0 obj -<< - /Type /StructElem - /S /Em - /P 462 0 R - /K [84] - /Pg 1302 0 R ->> -endobj - -464 0 obj -<< - /Type /StructElem - /S /Em - /P 462 0 R - /K [80] - /Pg 1302 0 R ->> -endobj - -465 0 obj -<< - /Type /StructElem - /S /Em - /P 462 0 R - /K [76] - /Pg 1302 0 R + /P 135 0 R + /K [39 40 41 42 43] + /Pg 1967 0 R >> endobj -466 0 obj +473 0 obj << /Type /StructElem /S /Table - /P 91 0 R + /P 135 0 R /A [<< /O /Layout /BorderColor [0 0 0] /BorderThickness 1 >>] - /K [520 0 R 509 0 R 503 0 R 497 0 R 491 0 R 485 0 R 479 0 R 473 0 R 467 0 R] + /K [503 0 R 492 0 R 486 0 R 480 0 R 474 0 R] >> endobj -467 0 obj +474 0 obj << /Type /StructElem /S /TR - /P 466 0 R - /K [472 0 R 471 0 R 470 0 R 469 0 R 468 0 R] + /P 473 0 R + /K [479 0 R 478 0 R 477 0 R 476 0 R 475 0 R] >> endobj -468 0 obj +475 0 obj << /Type /StructElem /S /TD - /P 467 0 R + /P 474 0 R /A [<< /O /Table /Headers [] @@ -5338,16 +4830,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [72] - /Pg 1302 0 R + /K [37] + /Pg 1967 0 R >> endobj -469 0 obj +476 0 obj << /Type /StructElem /S /TD - /P 467 0 R + /P 474 0 R /A [<< /O /Table /Headers [] @@ -5355,16 +4847,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [71] - /Pg 1302 0 R + /K [36] + /Pg 1967 0 R >> endobj -470 0 obj +477 0 obj << /Type /StructElem /S /TD - /P 467 0 R + /P 474 0 R /A [<< /O /Table /Headers [] @@ -5372,16 +4864,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [70] - /Pg 1302 0 R + /K [35] + /Pg 1967 0 R >> endobj -471 0 obj +478 0 obj << /Type /StructElem /S /TD - /P 467 0 R + /P 474 0 R /A [<< /O /Table /Headers [] @@ -5389,16 +4881,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [69] - /Pg 1302 0 R + /K [34] + /Pg 1967 0 R >> endobj -472 0 obj +479 0 obj << /Type /StructElem /S /TD - /P 467 0 R + /P 474 0 R /A [<< /O /Table /Headers [] @@ -5406,25 +4898,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [68] - /Pg 1302 0 R + /K [33] + /Pg 1967 0 R >> endobj -473 0 obj +480 0 obj << /Type /StructElem /S /TR - /P 466 0 R - /K [478 0 R 477 0 R 476 0 R 475 0 R 474 0 R] + /P 473 0 R + /K [485 0 R 484 0 R 483 0 R 482 0 R 481 0 R] >> endobj -474 0 obj +481 0 obj << /Type /StructElem /S /TD - /P 473 0 R + /P 480 0 R /A [<< /O /Table /Headers [] @@ -5432,16 +4924,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [67] - /Pg 1302 0 R + /K [32] + /Pg 1967 0 R >> endobj -475 0 obj +482 0 obj << /Type /StructElem /S /TD - /P 473 0 R + /P 480 0 R /A [<< /O /Table /Headers [] @@ -5449,16 +4941,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [66] - /Pg 1302 0 R + /K [31] + /Pg 1967 0 R >> endobj -476 0 obj +483 0 obj << /Type /StructElem /S /TD - /P 473 0 R + /P 480 0 R /A [<< /O /Table /Headers [] @@ -5466,16 +4958,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [65] - /Pg 1302 0 R + /K [30] + /Pg 1967 0 R >> endobj -477 0 obj +484 0 obj << /Type /StructElem /S /TD - /P 473 0 R + /P 480 0 R /A [<< /O /Table /Headers [] @@ -5483,16 +4975,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [64] - /Pg 1302 0 R + /K [29] + /Pg 1967 0 R >> endobj -478 0 obj +485 0 obj << /Type /StructElem /S /TD - /P 473 0 R + /P 480 0 R /A [<< /O /Table /Headers [] @@ -5500,25 +4992,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [63] - /Pg 1302 0 R + /K [28] + /Pg 1967 0 R >> endobj -479 0 obj +486 0 obj << /Type /StructElem /S /TR - /P 466 0 R - /K [484 0 R 483 0 R 482 0 R 481 0 R 480 0 R] + /P 473 0 R + /K [491 0 R 490 0 R 489 0 R 488 0 R 487 0 R] >> endobj -480 0 obj +487 0 obj << /Type /StructElem /S /TD - /P 479 0 R + /P 486 0 R /A [<< /O /Table /Headers [] @@ -5526,16 +5018,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [62] - /Pg 1302 0 R + /K [27] + /Pg 1967 0 R >> endobj -481 0 obj +488 0 obj << /Type /StructElem /S /TD - /P 479 0 R + /P 486 0 R /A [<< /O /Table /Headers [] @@ -5543,16 +5035,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [61] - /Pg 1302 0 R + /K [26] + /Pg 1967 0 R >> endobj -482 0 obj +489 0 obj << /Type /StructElem /S /TD - /P 479 0 R + /P 486 0 R /A [<< /O /Table /Headers [] @@ -5560,16 +5052,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [60] - /Pg 1302 0 R + /K [25] + /Pg 1967 0 R >> endobj -483 0 obj +490 0 obj << /Type /StructElem /S /TD - /P 479 0 R + /P 486 0 R /A [<< /O /Table /Headers [] @@ -5577,16 +5069,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [59] - /Pg 1302 0 R + /K [24] + /Pg 1967 0 R >> endobj -484 0 obj +491 0 obj << /Type /StructElem /S /TD - /P 479 0 R + /P 486 0 R /A [<< /O /Table /Headers [] @@ -5594,25 +5086,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [58] - /Pg 1302 0 R + /K [23] + /Pg 1967 0 R >> endobj -485 0 obj +492 0 obj << /Type /StructElem /S /TR - /P 466 0 R - /K [490 0 R 489 0 R 488 0 R 487 0 R 486 0 R] + /P 473 0 R + /K [501 0 R 499 0 R 497 0 R 495 0 R 493 0 R] >> endobj -486 0 obj +493 0 obj << /Type /StructElem /S /TD - /P 485 0 R + /P 492 0 R /A [<< /O /Table /Headers [] @@ -5620,33 +5112,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [57] - /Pg 1302 0 R + /K [494 0 R] >> endobj -487 0 obj +494 0 obj << /Type /StructElem - /S /TD - /P 485 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [56] - /Pg 1302 0 R + /S /Strong + /P 493 0 R + /K [22] + /Pg 1967 0 R >> endobj -488 0 obj +495 0 obj << /Type /StructElem /S /TD - /P 485 0 R + /P 492 0 R /A [<< /O /Table /Headers [] @@ -5654,16 +5138,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [55] - /Pg 1302 0 R + /K [496 0 R] >> endobj -489 0 obj +496 0 obj +<< + /Type /StructElem + /S /Strong + /P 495 0 R + /K [21] + /Pg 1967 0 R +>> +endobj + +497 0 obj << /Type /StructElem /S /TD - /P 485 0 R + /P 492 0 R /A [<< /O /Table /Headers [] @@ -5671,16 +5164,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [54] - /Pg 1302 0 R + /K [498 0 R] >> endobj -490 0 obj +498 0 obj +<< + /Type /StructElem + /S /Strong + /P 497 0 R + /K [20] + /Pg 1967 0 R +>> +endobj + +499 0 obj << /Type /StructElem /S /TD - /P 485 0 R + /P 492 0 R /A [<< /O /Table /Headers [] @@ -5688,25 +5190,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [53] - /Pg 1302 0 R + /K [500 0 R] >> endobj -491 0 obj +500 0 obj << /Type /StructElem - /S /TR - /P 466 0 R - /K [496 0 R 495 0 R 494 0 R 493 0 R 492 0 R] + /S /Strong + /P 499 0 R + /K [19] + /Pg 1967 0 R >> endobj -492 0 obj +501 0 obj << /Type /StructElem /S /TD - /P 491 0 R + /P 492 0 R /A [<< /O /Table /Headers [] @@ -5714,93 +5216,181 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [52] - /Pg 1302 0 R + /K [502 0 R] >> endobj -493 0 obj +502 0 obj << /Type /StructElem - /S /TD - /P 491 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [51] - /Pg 1302 0 R + /S /Strong + /P 501 0 R + /K [18] + /Pg 1967 0 R >> endobj -494 0 obj +503 0 obj << /Type /StructElem - /S /TD - /P 491 0 R + /S /Caption + /P 473 0 R + /K [504 0 R] +>> +endobj + +504 0 obj +<< + /Type /StructElem + /S /Span + /P 503 0 R /A [<< - /O /Table - /Headers [] - >> << /O /Layout - /BorderStyle /Solid + /Placement /Block >>] - /K [50] - /Pg 1302 0 R + /K [38] + /Pg 1967 0 R >> endobj -495 0 obj +505 0 obj << /Type /StructElem - /S /TD - /P 491 0 R - /A [<< - /O /Table - /Headers [] + /S /P + /P 135 0 R + /K [16 17] + /Pg 1967 0 R +>> +endobj + +506 0 obj +<< + /Type /StructElem + /S /H3 + /P 135 0 R + /T (No Effect of Moral/Self-Serving Framing) + /K [14 15] + /Pg 1967 0 R +>> +endobj + +507 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [9 10 11 12 13] + /Pg 1967 0 R +>> +endobj + +508 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [4 5 6 7 8] + /Pg 1967 0 R +>> +endobj + +509 0 obj +<< + /Type /StructElem + /S /H2 + /P 135 0 R + /T (4.3 Study 2: The Failure of Rationalization) + /K [2 3] + /Pg 1967 0 R +>> +endobj + +510 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [60 61 62 63 << + /Type /MCR + /MCID 0 + /Pg 1967 0 R >> << - /O /Layout - /BorderStyle /Solid + /Type /MCR + /MCID 1 + /Pg 1967 0 R >>] - /K [49] - /Pg 1302 0 R + /Pg 1965 0 R >> endobj -496 0 obj +511 0 obj << /Type /StructElem - /S /TD - /P 491 0 R + /S /P + /P 135 0 R + /K [49 50 51 513 0 R 53 54 55 56 512 0 R 58 59] + /Pg 1965 0 R +>> +endobj + +512 0 obj +<< + /Type /StructElem + /S /Em + /P 511 0 R + /K [57] + /Pg 1965 0 R +>> +endobj + +513 0 obj +<< + /Type /StructElem + /S /Em + /P 511 0 R + /K [52] + /Pg 1965 0 R +>> +endobj + +514 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [46 47 48] + /Pg 1965 0 R +>> +endobj + +515 0 obj +<< + /Type /StructElem + /S /Table + /P 135 0 R /A [<< - /O /Table - /Headers [] - >> << /O /Layout - /BorderStyle /Solid + /BorderColor [0 0 0] + /BorderThickness 1 >>] - /K [48] - /Pg 1302 0 R + /K [540 0 R 531 0 R 526 0 R 521 0 R 516 0 R] >> endobj -497 0 obj +516 0 obj << /Type /StructElem /S /TR - /P 466 0 R - /K [502 0 R 501 0 R 500 0 R 499 0 R 498 0 R] + /P 515 0 R + /K [520 0 R 519 0 R 518 0 R 517 0 R] >> endobj -498 0 obj +517 0 obj << /Type /StructElem /S /TD - /P 497 0 R + /P 516 0 R /A [<< /O /Table /Headers [] @@ -5808,16 +5398,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [47] - /Pg 1302 0 R + /K [43] + /Pg 1965 0 R >> endobj -499 0 obj +518 0 obj << /Type /StructElem /S /TD - /P 497 0 R + /P 516 0 R /A [<< /O /Table /Headers [] @@ -5825,16 +5415,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [46] - /Pg 1302 0 R + /K [42] + /Pg 1965 0 R >> endobj -500 0 obj +519 0 obj << /Type /StructElem /S /TD - /P 497 0 R + /P 516 0 R /A [<< /O /Table /Headers [] @@ -5842,16 +5432,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [45] - /Pg 1302 0 R + /K [41] + /Pg 1965 0 R >> endobj -501 0 obj +520 0 obj << /Type /StructElem /S /TD - /P 497 0 R + /P 516 0 R /A [<< /O /Table /Headers [] @@ -5859,16 +5449,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [44] - /Pg 1302 0 R + /K [40] + /Pg 1965 0 R >> endobj -502 0 obj +521 0 obj +<< + /Type /StructElem + /S /TR + /P 515 0 R + /K [525 0 R 524 0 R 523 0 R 522 0 R] +>> +endobj + +522 0 obj << /Type /StructElem /S /TD - /P 497 0 R + /P 521 0 R /A [<< /O /Table /Headers [] @@ -5876,25 +5475,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [43] - /Pg 1302 0 R ->> -endobj - -503 0 obj -<< - /Type /StructElem - /S /TR - /P 466 0 R - /K [508 0 R 507 0 R 506 0 R 505 0 R 504 0 R] + /K [39] + /Pg 1965 0 R >> endobj -504 0 obj +523 0 obj << /Type /StructElem /S /TD - /P 503 0 R + /P 521 0 R /A [<< /O /Table /Headers [] @@ -5902,16 +5492,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [42] - /Pg 1302 0 R + /K [38] + /Pg 1965 0 R >> endobj -505 0 obj +524 0 obj << /Type /StructElem /S /TD - /P 503 0 R + /P 521 0 R /A [<< /O /Table /Headers [] @@ -5919,16 +5509,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [41] - /Pg 1302 0 R + /K [37] + /Pg 1965 0 R >> endobj -506 0 obj +525 0 obj << /Type /StructElem /S /TD - /P 503 0 R + /P 521 0 R /A [<< /O /Table /Headers [] @@ -5936,16 +5526,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [40] - /Pg 1302 0 R + /K [36] + /Pg 1965 0 R >> endobj -507 0 obj +526 0 obj +<< + /Type /StructElem + /S /TR + /P 515 0 R + /K [530 0 R 529 0 R 528 0 R 527 0 R] +>> +endobj + +527 0 obj << /Type /StructElem /S /TD - /P 503 0 R + /P 526 0 R /A [<< /O /Table /Headers [] @@ -5953,16 +5552,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [39] - /Pg 1302 0 R + /K [35] + /Pg 1965 0 R >> endobj -508 0 obj +528 0 obj << /Type /StructElem /S /TD - /P 503 0 R + /P 526 0 R /A [<< /O /Table /Headers [] @@ -5970,25 +5569,33 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [38] - /Pg 1302 0 R + /K [34] + /Pg 1965 0 R >> endobj -509 0 obj +529 0 obj << /Type /StructElem - /S /TR - /P 466 0 R - /K [518 0 R 516 0 R 514 0 R 512 0 R 510 0 R] + /S /TD + /P 526 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [33] + /Pg 1965 0 R >> endobj -510 0 obj +530 0 obj << /Type /StructElem /S /TD - /P 509 0 R + /P 526 0 R /A [<< /O /Table /Headers [] @@ -5996,25 +5603,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [511 0 R] + /K [32] + /Pg 1965 0 R >> endobj -511 0 obj +531 0 obj << /Type /StructElem - /S /Strong - /P 510 0 R - /K [37] - /Pg 1302 0 R + /S /TR + /P 515 0 R + /K [538 0 R 536 0 R 534 0 R 532 0 R] >> endobj -512 0 obj +532 0 obj << /Type /StructElem /S /TD - /P 509 0 R + /P 531 0 R /A [<< /O /Table /Headers [] @@ -6022,25 +5629,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [513 0 R] + /K [533 0 R] >> endobj -513 0 obj +533 0 obj << /Type /StructElem /S /Strong - /P 512 0 R - /K [36] - /Pg 1302 0 R + /P 532 0 R + /K [31] + /Pg 1965 0 R >> endobj -514 0 obj +534 0 obj << /Type /StructElem /S /TD - /P 509 0 R + /P 531 0 R /A [<< /O /Table /Headers [] @@ -6048,25 +5655,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [515 0 R] + /K [535 0 R] >> endobj -515 0 obj +535 0 obj << /Type /StructElem /S /Strong - /P 514 0 R - /K [35] - /Pg 1302 0 R + /P 534 0 R + /K [30] + /Pg 1965 0 R >> endobj -516 0 obj +536 0 obj << /Type /StructElem /S /TD - /P 509 0 R + /P 531 0 R /A [<< /O /Table /Headers [] @@ -6074,25 +5681,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [517 0 R] + /K [537 0 R] >> endobj -517 0 obj +537 0 obj << /Type /StructElem /S /Strong - /P 516 0 R - /K [34] - /Pg 1302 0 R + /P 536 0 R + /K [29] + /Pg 1965 0 R >> endobj -518 0 obj +538 0 obj << /Type /StructElem /S /TD - /P 509 0 R + /P 531 0 R /A [<< /O /Table /Headers [] @@ -6100,102 +5707,269 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [519 0 R] + /K [539 0 R] >> endobj -519 0 obj +539 0 obj << /Type /StructElem /S /Strong - /P 518 0 R - /K [33] - /Pg 1302 0 R + /P 538 0 R + /K [28] + /Pg 1965 0 R >> endobj -520 0 obj +540 0 obj << /Type /StructElem /S /Caption - /P 466 0 R - /K [521 0 R] + /P 515 0 R + /K [541 0 R] >> endobj -521 0 obj +541 0 obj << /Type /StructElem /S /Span - /P 520 0 R + /P 540 0 R /A [<< /O /Layout /Placement /Block >>] - /K [73 74] - /Pg 1302 0 R + /K [44 45] + /Pg 1965 0 R >> endobj -522 0 obj +542 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [32] - /Pg 1302 0 R + /P 135 0 R + /K [26 27] + /Pg 1965 0 R >> endobj -523 0 obj +543 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Model-Level Profiles) - /K [30 31] - /Pg 1302 0 R + /S /H3 + /P 135 0 R + /T (Sophistication Analysis: Oversight as Competence Filter) + /K [24 25] + /Pg 1965 0 R >> endobj -524 0 obj +544 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [28 29] - /Pg 1302 0 R + /P 135 0 R + /K [20 21 22 23] + /Pg 1965 0 R >> endobj -525 0 obj +545 0 obj +<< + /Type /StructElem + /S /L + /P 135 0 R + /A [<< + /O /List + /ListNumbering /Decimal + >>] + /K [556 0 R 551 0 R 546 0 R] +>> +endobj + +546 0 obj +<< + /Type /StructElem + /S /LI + /P 545 0 R + /K [550 0 R 547 0 R] +>> +endobj + +547 0 obj +<< + /Type /StructElem + /S /LBody + /P 546 0 R + /K [548 0 R] +>> +endobj + +548 0 obj +<< + /Type /StructElem + /S /P + /P 547 0 R + /K [549 0 R 17 18 19] + /Pg 1965 0 R +>> +endobj + +549 0 obj +<< + /Type /StructElem + /S /Em + /P 548 0 R + /K [16] + /Pg 1965 0 R +>> +endobj + +550 0 obj +<< + /Type /StructElem + /S /Lbl + /P 546 0 R + /K [15] + /Pg 1965 0 R +>> +endobj + +551 0 obj +<< + /Type /StructElem + /S /LI + /P 545 0 R + /K [555 0 R 552 0 R] +>> +endobj + +552 0 obj +<< + /Type /StructElem + /S /LBody + /P 551 0 R + /K [553 0 R] +>> +endobj + +553 0 obj +<< + /Type /StructElem + /S /P + /P 552 0 R + /K [554 0 R 11 12 13 14] + /Pg 1965 0 R +>> +endobj + +554 0 obj +<< + /Type /StructElem + /S /Em + /P 553 0 R + /K [10] + /Pg 1965 0 R +>> +endobj + +555 0 obj +<< + /Type /StructElem + /S /Lbl + /P 551 0 R + /K [9] + /Pg 1965 0 R +>> +endobj + +556 0 obj +<< + /Type /StructElem + /S /LI + /P 545 0 R + /K [560 0 R 557 0 R] +>> +endobj + +557 0 obj +<< + /Type /StructElem + /S /LBody + /P 556 0 R + /K [558 0 R] +>> +endobj + +558 0 obj +<< + /Type /StructElem + /S /P + /P 557 0 R + /K [559 0 R 2 3 4 5 6 7 8] + /Pg 1965 0 R +>> +endobj + +559 0 obj +<< + /Type /StructElem + /S /Em + /P 558 0 R + /K [1] + /Pg 1965 0 R +>> +endobj + +560 0 obj +<< + /Type /StructElem + /S /Lbl + /P 556 0 R + /K [0] + /Pg 1965 0 R +>> +endobj + +561 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [76] + /Pg 1963 0 R +>> +endobj + +562 0 obj << /Type /StructElem /S /Table - /P 91 0 R + /P 135 0 R /A [<< /O /Layout /BorderColor [0 0 0] /BorderThickness 1 >>] - /K [553 0 R 546 0 R 542 0 R 538 0 R 534 0 R 530 0 R 526 0 R] + /K [592 0 R 581 0 R 575 0 R 569 0 R 563 0 R] >> endobj -526 0 obj +563 0 obj << /Type /StructElem /S /TR - /P 525 0 R - /K [529 0 R 528 0 R 527 0 R] + /P 562 0 R + /K [568 0 R 567 0 R 566 0 R 565 0 R 564 0 R] >> endobj -527 0 obj +564 0 obj << /Type /StructElem /S /TD - /P 526 0 R + /P 563 0 R /A [<< /O /Table /Headers [] @@ -6203,16 +5977,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [26] - /Pg 1302 0 R + /K [74] + /Pg 1963 0 R >> endobj -528 0 obj +565 0 obj << /Type /StructElem /S /TD - /P 526 0 R + /P 563 0 R /A [<< /O /Table /Headers [] @@ -6220,16 +5994,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [25] - /Pg 1302 0 R + /K [73] + /Pg 1963 0 R >> endobj -529 0 obj +566 0 obj << /Type /StructElem /S /TD - /P 526 0 R + /P 563 0 R /A [<< /O /Table /Headers [] @@ -6237,25 +6011,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [24] - /Pg 1302 0 R ->> -endobj - -530 0 obj -<< - /Type /StructElem - /S /TR - /P 525 0 R - /K [533 0 R 532 0 R 531 0 R] + /K [72] + /Pg 1963 0 R >> endobj -531 0 obj +567 0 obj << /Type /StructElem /S /TD - /P 530 0 R + /P 563 0 R /A [<< /O /Table /Headers [] @@ -6263,16 +6028,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [23] - /Pg 1302 0 R + /K [71] + /Pg 1963 0 R >> endobj -532 0 obj +568 0 obj << /Type /StructElem /S /TD - /P 530 0 R + /P 563 0 R /A [<< /O /Table /Headers [] @@ -6280,16 +6045,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [22] - /Pg 1302 0 R + /K [70] + /Pg 1963 0 R >> endobj -533 0 obj +569 0 obj +<< + /Type /StructElem + /S /TR + /P 562 0 R + /K [574 0 R 573 0 R 572 0 R 571 0 R 570 0 R] +>> +endobj + +570 0 obj << /Type /StructElem /S /TD - /P 530 0 R + /P 569 0 R /A [<< /O /Table /Headers [] @@ -6297,25 +6071,33 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [21] - /Pg 1302 0 R + /K [69] + /Pg 1963 0 R >> endobj -534 0 obj +571 0 obj << /Type /StructElem - /S /TR - /P 525 0 R - /K [537 0 R 536 0 R 535 0 R] + /S /TD + /P 569 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [68] + /Pg 1963 0 R >> endobj -535 0 obj +572 0 obj << /Type /StructElem /S /TD - /P 534 0 R + /P 569 0 R /A [<< /O /Table /Headers [] @@ -6323,16 +6105,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [20] - /Pg 1302 0 R + /K [67] + /Pg 1963 0 R >> endobj -536 0 obj +573 0 obj << /Type /StructElem /S /TD - /P 534 0 R + /P 569 0 R /A [<< /O /Table /Headers [] @@ -6340,16 +6122,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [19] - /Pg 1302 0 R + /K [66] + /Pg 1963 0 R >> endobj -537 0 obj +574 0 obj << /Type /StructElem /S /TD - /P 534 0 R + /P 569 0 R /A [<< /O /Table /Headers [] @@ -6357,25 +6139,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [18] - /Pg 1302 0 R + /K [65] + /Pg 1963 0 R >> endobj -538 0 obj +575 0 obj << /Type /StructElem /S /TR - /P 525 0 R - /K [541 0 R 540 0 R 539 0 R] + /P 562 0 R + /K [580 0 R 579 0 R 578 0 R 577 0 R 576 0 R] >> endobj -539 0 obj +576 0 obj << /Type /StructElem /S /TD - /P 538 0 R + /P 575 0 R /A [<< /O /Table /Headers [] @@ -6383,16 +6165,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [17] - /Pg 1302 0 R + /K [64] + /Pg 1963 0 R >> endobj -540 0 obj +577 0 obj << /Type /StructElem /S /TD - /P 538 0 R + /P 575 0 R /A [<< /O /Table /Headers [] @@ -6400,16 +6182,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [16] - /Pg 1302 0 R + /K [63] + /Pg 1963 0 R >> endobj -541 0 obj +578 0 obj << /Type /StructElem /S /TD - /P 538 0 R + /P 575 0 R /A [<< /O /Table /Headers [] @@ -6417,25 +6199,33 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [15] - /Pg 1302 0 R + /K [62] + /Pg 1963 0 R >> endobj -542 0 obj +579 0 obj << /Type /StructElem - /S /TR - /P 525 0 R - /K [545 0 R 544 0 R 543 0 R] + /S /TD + /P 575 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [61] + /Pg 1963 0 R >> endobj -543 0 obj +580 0 obj << /Type /StructElem /S /TD - /P 542 0 R + /P 575 0 R /A [<< /O /Table /Headers [] @@ -6443,16 +6233,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [14] - /Pg 1302 0 R + /K [60] + /Pg 1963 0 R >> endobj -544 0 obj +581 0 obj +<< + /Type /StructElem + /S /TR + /P 562 0 R + /K [590 0 R 588 0 R 586 0 R 584 0 R 582 0 R] +>> +endobj + +582 0 obj << /Type /StructElem /S /TD - /P 542 0 R + /P 581 0 R /A [<< /O /Table /Headers [] @@ -6460,16 +6259,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [13] - /Pg 1302 0 R + /K [583 0 R] >> endobj -545 0 obj +583 0 obj +<< + /Type /StructElem + /S /Strong + /P 582 0 R + /K [59] + /Pg 1963 0 R +>> +endobj + +584 0 obj << /Type /StructElem /S /TD - /P 542 0 R + /P 581 0 R /A [<< /O /Table /Headers [] @@ -6477,25 +6285,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [12] - /Pg 1302 0 R + /K [585 0 R] >> endobj -546 0 obj +585 0 obj << /Type /StructElem - /S /TR - /P 525 0 R - /K [551 0 R 549 0 R 547 0 R] + /S /Strong + /P 584 0 R + /K [58] + /Pg 1963 0 R >> endobj -547 0 obj +586 0 obj << /Type /StructElem /S /TD - /P 546 0 R + /P 581 0 R /A [<< /O /Table /Headers [] @@ -6503,25 +6311,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [548 0 R] + /K [587 0 R] >> endobj -548 0 obj +587 0 obj << /Type /StructElem /S /Strong - /P 547 0 R - /K [11] - /Pg 1302 0 R + /P 586 0 R + /K [57] + /Pg 1963 0 R >> endobj -549 0 obj +588 0 obj << /Type /StructElem /S /TD - /P 546 0 R + /P 581 0 R /A [<< /O /Table /Headers [] @@ -6529,25 +6337,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [550 0 R] + /K [589 0 R] >> endobj -550 0 obj +589 0 obj << /Type /StructElem /S /Strong - /P 549 0 R - /K [10] - /Pg 1302 0 R + /P 588 0 R + /K [56] + /Pg 1963 0 R >> endobj -551 0 obj +590 0 obj << /Type /StructElem /S /TD - /P 546 0 R + /P 581 0 R /A [<< /O /Table /Headers [] @@ -6555,609 +6363,606 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [552 0 R] + /K [591 0 R] >> endobj -552 0 obj +591 0 obj << /Type /StructElem /S /Strong - /P 551 0 R - /K [9] - /Pg 1302 0 R + /P 590 0 R + /K [55] + /Pg 1963 0 R >> endobj -553 0 obj +592 0 obj << /Type /StructElem /S /Caption - /P 525 0 R - /K [554 0 R] + /P 562 0 R + /K [593 0 R] >> endobj -554 0 obj +593 0 obj << /Type /StructElem /S /Span - /P 553 0 R + /P 592 0 R /A [<< /O /Layout /Placement /Block >>] - /K [27] - /Pg 1302 0 R + /K [75] + /Pg 1963 0 R >> endobj -555 0 obj +594 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [5 556 0 R 7 8] - /Pg 1302 0 R ->> -endobj - -556 0 obj -<< - /Type /StructElem - /S /Em - /P 555 0 R - /K [6] - /Pg 1302 0 R + /P 135 0 R + /K [53 54] + /Pg 1963 0 R >> endobj -557 0 obj +595 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Overall Deception Rates) - /K [3 4] - /Pg 1302 0 R + /S /H3 + /P 135 0 R + /T (Model Polarization: A Critical Finding) + /K [51 52] + /Pg 1963 0 R >> endobj -558 0 obj +596 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [1 2] - /Pg 1302 0 R + /P 135 0 R + /K [41 599 0 R 43 598 0 R 45 46 597 0 R 48 49 50] + /Pg 1963 0 R >> endobj -559 0 obj +597 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Results) - /K [560 0 R] + /S /Em + /P 596 0 R + /K [47] + /Pg 1963 0 R >> endobj -560 0 obj +598 0 obj << /Type /StructElem - /S /P - /P 559 0 R - /K [0] - /Pg 1302 0 R + /S /Em + /P 596 0 R + /K [44] + /Pg 1963 0 R >> endobj -561 0 obj +599 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [26 27] - /Pg 1300 0 R + /S /Em + /P 596 0 R + /K [42] + /Pg 1963 0 R >> endobj -562 0 obj +600 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [22 23 24 25] - /Pg 1300 0 R + /P 135 0 R + /K [37 38 39 40] + /Pg 1963 0 R >> endobj -563 0 obj +601 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Reproducibility) - /K [20 21] - /Pg 1300 0 R + /S /Table + /P 135 0 R + /A [<< + /O /Layout + /BorderColor [0 0 0] + /BorderThickness 1 + >>] + /K [626 0 R 617 0 R 612 0 R 607 0 R 602 0 R] >> endobj -564 0 obj +602 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [9 565 0 R 16 17 18 19] - /Pg 1300 0 R + /S /TR + /P 601 0 R + /K [606 0 R 605 0 R 604 0 R 603 0 R] >> endobj -565 0 obj +603 0 obj << /Type /StructElem - /S /Formula - /P 564 0 R - /K [10 11 12 13 14 15] - /Pg 1300 0 R + /S /TD + /P 602 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [35] + /Pg 1963 0 R >> endobj -566 0 obj +604 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [2 3 4 567 0 R 7 8] - /Pg 1300 0 R + /S /TD + /P 602 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [34] + /Pg 1963 0 R >> endobj -567 0 obj +605 0 obj << /Type /StructElem - /S /Formula - /P 566 0 R - /K [5 6] - /Pg 1300 0 R + /S /TD + /P 602 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [33] + /Pg 1963 0 R >> endobj -568 0 obj +606 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [78 570 0 R 80 569 0 R 82 83 84 << - /Type /MCR - /MCID 0 - /Pg 1300 0 R + /S /TD + /P 602 0 R + /A [<< + /O /Table + /Headers [] >> << - /Type /MCR - /MCID 1 - /Pg 1300 0 R + /O /Layout + /BorderStyle /Solid >>] - /Pg 1298 0 R + /K [32] + /Pg 1963 0 R >> endobj -569 0 obj +607 0 obj << /Type /StructElem - /S /Code - /P 568 0 R - /K [81] - /Pg 1298 0 R + /S /TR + /P 601 0 R + /K [611 0 R 610 0 R 609 0 R 608 0 R] >> endobj -570 0 obj +608 0 obj << /Type /StructElem - /S /Code - /P 568 0 R - /K [79] - /Pg 1298 0 R + /S /TD + /P 607 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [31] + /Pg 1963 0 R >> endobj -571 0 obj +609 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Statistical Analysis) - /K [76 77] - /Pg 1298 0 R + /S /TD + /P 607 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [30] + /Pg 1963 0 R >> endobj -572 0 obj +610 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [68 69 70 71 573 0 R 73 74 75] - /Pg 1298 0 R + /S /TD + /P 607 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [29] + /Pg 1963 0 R >> endobj -573 0 obj +611 0 obj << /Type /StructElem - /S /Link - /P 572 0 R - /K [72 << - /Type /OBJR - /Pg 1298 0 R - /Obj 1297 0 R + /S /TD + /P 607 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1298 0 R + /K [28] + /Pg 1963 0 R >> endobj -574 0 obj +612 0 obj << /Type /StructElem - /S /H3 - /P 91 0 R - /T (Judge Configuration) - /K [66 67] - /Pg 1298 0 R + /S /TR + /P 601 0 R + /K [616 0 R 615 0 R 614 0 R 613 0 R] >> endobj -575 0 obj +613 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [37 38 39 586 0 R 41 585 0 R 43 584 0 R 45 583 0 R 47 582 0 R 49 50 581 0 R 52 53 54 580 0 R 56 579 0 R 58 578 0 R 60 577 0 R 62 576 0 R 64 65] - /Pg 1298 0 R ->> -endobj - -576 0 obj -<< - /Type /StructElem - /S /Em - /P 575 0 R - /K [63] - /Pg 1298 0 R ->> -endobj - -577 0 obj -<< - /Type /StructElem - /S /Em - /P 575 0 R - /K [61] - /Pg 1298 0 R ->> -endobj - -578 0 obj -<< - /Type /StructElem - /S /Em - /P 575 0 R - /K [59] - /Pg 1298 0 R ->> -endobj - -579 0 obj -<< - /Type /StructElem - /S /Em - /P 575 0 R - /K [57] - /Pg 1298 0 R + /S /TD + /P 612 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [27] + /Pg 1963 0 R >> endobj -580 0 obj +614 0 obj << /Type /StructElem - /S /Em - /P 575 0 R - /K [55] - /Pg 1298 0 R + /S /TD + /P 612 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [26] + /Pg 1963 0 R >> endobj -581 0 obj +615 0 obj << /Type /StructElem - /S /Em - /P 575 0 R - /K [51] - /Pg 1298 0 R + /S /TD + /P 612 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [25] + /Pg 1963 0 R >> endobj -582 0 obj +616 0 obj << /Type /StructElem - /S /Em - /P 575 0 R - /K [48] - /Pg 1298 0 R + /S /TD + /P 612 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [24] + /Pg 1963 0 R >> endobj -583 0 obj +617 0 obj << /Type /StructElem - /S /Em - /P 575 0 R - /K [46] - /Pg 1298 0 R + /S /TR + /P 601 0 R + /K [624 0 R 622 0 R 620 0 R 618 0 R] >> endobj -584 0 obj +618 0 obj << /Type /StructElem - /S /Em - /P 575 0 R - /K [44] - /Pg 1298 0 R + /S /TD + /P 617 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [619 0 R] >> endobj -585 0 obj +619 0 obj << /Type /StructElem - /S /Em - /P 575 0 R - /K [42] - /Pg 1298 0 R + /S /Strong + /P 618 0 R + /K [23] + /Pg 1963 0 R >> endobj -586 0 obj +620 0 obj << /Type /StructElem - /S /Em - /P 575 0 R - /K [40] - /Pg 1298 0 R + /S /TD + /P 617 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [621 0 R] >> endobj -587 0 obj +621 0 obj << /Type /StructElem - /S /H3 - /P 91 0 R - /T (Prong 3: Glassbox Checker) - /K [35 36] - /Pg 1298 0 R + /S /Strong + /P 620 0 R + /K [22] + /Pg 1963 0 R >> endobj -588 0 obj +622 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [19 20 21 22 592 0 R 24 591 0 R 26 27 28 590 0 R 30 589 0 R 32 33 34] - /Pg 1298 0 R + /S /TD + /P 617 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [623 0 R] >> endobj -589 0 obj +623 0 obj << /Type /StructElem - /S /Em - /P 588 0 R - /K [31] - /Pg 1298 0 R + /S /Strong + /P 622 0 R + /K [21] + /Pg 1963 0 R >> endobj -590 0 obj +624 0 obj << /Type /StructElem - /S /Em - /P 588 0 R - /K [29] - /Pg 1298 0 R + /S /TD + /P 617 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [625 0 R] >> endobj -591 0 obj +625 0 obj << /Type /StructElem - /S /Em - /P 588 0 R - /K [25] - /Pg 1298 0 R + /S /Strong + /P 624 0 R + /K [20] + /Pg 1963 0 R >> endobj -592 0 obj +626 0 obj << /Type /StructElem - /S /Em - /P 588 0 R - /K [23] - /Pg 1298 0 R + /S /Caption + /P 601 0 R + /K [627 0 R] >> endobj -593 0 obj +627 0 obj << /Type /StructElem - /S /H3 - /P 91 0 R - /T (Prong 2: Blackbox Checker) - /K [17 18] - /Pg 1298 0 R + /S /Span + /P 626 0 R + /A [<< + /O /Layout + /Placement /Block + >>] + /K [36] + /Pg 1963 0 R >> endobj -594 0 obj +628 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [7 596 0 R 9 10 11 12 595 0 R 14 15 16] - /Pg 1298 0 R + /P 135 0 R + /K [14 15 630 0 R 17 629 0 R 19] + /Pg 1963 0 R >> endobj -595 0 obj +629 0 obj << /Type /StructElem /S /Em - /P 594 0 R - /K [13] - /Pg 1298 0 R + /P 628 0 R + /K [18] + /Pg 1963 0 R >> endobj -596 0 obj +630 0 obj << /Type /StructElem - /S /Code - /P 594 0 R - /K [8] - /Pg 1298 0 R + /S /Em + /P 628 0 R + /K [16] + /Pg 1963 0 R >> endobj -597 0 obj +631 0 obj << /Type /StructElem /S /H3 - /P 91 0 R - /T (Prong 1: Regex Checker) - /K [5 6] - /Pg 1298 0 R + /P 135 0 R + /T (The Stealth Gap Emerges) + /K [12 13] + /Pg 1963 0 R >> endobj -598 0 obj +632 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [2 3 4] - /Pg 1298 0 R ->> -endobj - -599 0 obj -<< - /Type /StructElem - /S /H2 - /P 91 0 R - /T (Evaluation Pipeline) - /K [0 1] - /Pg 1298 0 R + /P 135 0 R + /K [7 8 9 10 11] + /Pg 1963 0 R >> endobj -600 0 obj +633 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [52 602 0 R 54 55 601 0 R 57 58 59 60] - /Pg 1295 0 R ->> -endobj - -601 0 obj -<< - /Type /StructElem - /S /Code - /P 600 0 R - /K [56] - /Pg 1295 0 R ->> -endobj - -602 0 obj -<< - /Type /StructElem - /S /Em - /P 600 0 R - /K [53] - /Pg 1295 0 R + /P 135 0 R + /K [0 1 2 3 4 5 6] + /Pg 1963 0 R >> endobj -603 0 obj +634 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Baseline Generation) - /K [50 51] - /Pg 1295 0 R + /S /Div + /P 135 0 R + /K [666 0 R 635 0 R] >> endobj -604 0 obj +635 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [45 46 47 48 49] - /Pg 1295 0 R + /S /Div + /P 634 0 R + /A [<< + /O /Layout + /Placement /Block + >>] + /K [636 0 R] >> endobj -605 0 obj +636 0 obj << /Type /StructElem /S /Table - /P 91 0 R + /P 635 0 R /A [<< /O /Layout /BorderColor [0 0 0] /BorderThickness 1 >>] - /K [641 0 R 634 0 R 630 0 R 626 0 R 622 0 R 618 0 R 614 0 R 610 0 R 606 0 R] + /K [655 0 R 649 0 R 643 0 R 637 0 R] >> endobj -606 0 obj +637 0 obj << /Type /StructElem /S /TR - /P 605 0 R - /K [609 0 R 608 0 R 607 0 R] + /P 636 0 R + /K [642 0 R 641 0 R 640 0 R 639 0 R 638 0 R] >> endobj -607 0 obj +638 0 obj << /Type /StructElem /S /TD - /P 606 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [40] - /Pg 1295 0 R ->> -endobj - -608 0 obj -<< - /Type /StructElem - /S /TD - /P 606 0 R + /P 637 0 R /A [<< /O /Table /Headers [] @@ -7165,16 +6970,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [39] - /Pg 1295 0 R + /K [65] + /Pg 1961 0 R >> endobj -609 0 obj +639 0 obj << /Type /StructElem /S /TD - /P 606 0 R + /P 637 0 R /A [<< /O /Table /Headers [] @@ -7182,25 +6987,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [38] - /Pg 1295 0 R ->> -endobj - -610 0 obj -<< - /Type /StructElem - /S /TR - /P 605 0 R - /K [613 0 R 612 0 R 611 0 R] + /K [64] + /Pg 1961 0 R >> endobj -611 0 obj +640 0 obj << /Type /StructElem /S /TD - /P 610 0 R + /P 637 0 R /A [<< /O /Table /Headers [] @@ -7208,16 +7004,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [37] - /Pg 1295 0 R + /K [63] + /Pg 1961 0 R >> endobj -612 0 obj +641 0 obj << /Type /StructElem /S /TD - /P 610 0 R + /P 637 0 R /A [<< /O /Table /Headers [] @@ -7225,16 +7021,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [36] - /Pg 1295 0 R + /K [62] + /Pg 1961 0 R >> endobj -613 0 obj +642 0 obj << /Type /StructElem /S /TD - /P 610 0 R + /P 637 0 R /A [<< /O /Table /Headers [] @@ -7242,42 +7038,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [35] - /Pg 1295 0 R + /K [61] + /Pg 1961 0 R >> endobj -614 0 obj +643 0 obj << /Type /StructElem /S /TR - /P 605 0 R - /K [617 0 R 616 0 R 615 0 R] ->> -endobj - -615 0 obj -<< - /Type /StructElem - /S /TD - /P 614 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [34] - /Pg 1295 0 R + /P 636 0 R + /K [648 0 R 647 0 R 646 0 R 645 0 R 644 0 R] >> endobj -616 0 obj +644 0 obj << /Type /StructElem /S /TD - /P 614 0 R + /P 643 0 R /A [<< /O /Table /Headers [] @@ -7285,16 +7064,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [33] - /Pg 1295 0 R + /K [60] + /Pg 1961 0 R >> endobj -617 0 obj +645 0 obj << /Type /StructElem /S /TD - /P 614 0 R + /P 643 0 R /A [<< /O /Table /Headers [] @@ -7302,25 +7081,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [32] - /Pg 1295 0 R ->> -endobj - -618 0 obj -<< - /Type /StructElem - /S /TR - /P 605 0 R - /K [621 0 R 620 0 R 619 0 R] + /K [59] + /Pg 1961 0 R >> endobj -619 0 obj +646 0 obj << /Type /StructElem /S /TD - /P 618 0 R + /P 643 0 R /A [<< /O /Table /Headers [] @@ -7328,16 +7098,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [31] - /Pg 1295 0 R + /K [58] + /Pg 1961 0 R >> endobj -620 0 obj +647 0 obj << /Type /StructElem /S /TD - /P 618 0 R + /P 643 0 R /A [<< /O /Table /Headers [] @@ -7345,16 +7115,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [30] - /Pg 1295 0 R + /K [57] + /Pg 1961 0 R >> endobj -621 0 obj +648 0 obj << /Type /StructElem /S /TD - /P 618 0 R + /P 643 0 R /A [<< /O /Table /Headers [] @@ -7362,42 +7132,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [29] - /Pg 1295 0 R + /K [56] + /Pg 1961 0 R >> endobj -622 0 obj +649 0 obj << /Type /StructElem /S /TR - /P 605 0 R - /K [625 0 R 624 0 R 623 0 R] ->> -endobj - -623 0 obj -<< - /Type /StructElem - /S /TD - /P 622 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [28] - /Pg 1295 0 R + /P 636 0 R + /K [654 0 R 653 0 R 652 0 R 651 0 R 650 0 R] >> endobj -624 0 obj +650 0 obj << /Type /StructElem /S /TD - /P 622 0 R + /P 649 0 R /A [<< /O /Table /Headers [] @@ -7405,16 +7158,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [26 27] - /Pg 1295 0 R + /K [55] + /Pg 1961 0 R >> endobj -625 0 obj +651 0 obj << /Type /StructElem /S /TD - /P 622 0 R + /P 649 0 R /A [<< /O /Table /Headers [] @@ -7422,25 +7175,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [25] - /Pg 1295 0 R ->> -endobj - -626 0 obj -<< - /Type /StructElem - /S /TR - /P 605 0 R - /K [629 0 R 628 0 R 627 0 R] + /K [54] + /Pg 1961 0 R >> endobj -627 0 obj +652 0 obj << /Type /StructElem /S /TD - /P 626 0 R + /P 649 0 R /A [<< /O /Table /Headers [] @@ -7448,16 +7192,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [24] - /Pg 1295 0 R + /K [53] + /Pg 1961 0 R >> endobj -628 0 obj +653 0 obj << /Type /StructElem /S /TD - /P 626 0 R + /P 649 0 R /A [<< /O /Table /Headers [] @@ -7465,16 +7209,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [22 23] - /Pg 1295 0 R + /K [52] + /Pg 1961 0 R >> endobj -629 0 obj +654 0 obj << /Type /StructElem /S /TD - /P 626 0 R + /P 649 0 R /A [<< /O /Table /Headers [] @@ -7482,25 +7226,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [21] - /Pg 1295 0 R + /K [51] + /Pg 1961 0 R >> endobj -630 0 obj +655 0 obj << /Type /StructElem /S /TR - /P 605 0 R - /K [633 0 R 632 0 R 631 0 R] + /P 636 0 R + /K [664 0 R 662 0 R 660 0 R 658 0 R 656 0 R] >> endobj -631 0 obj +656 0 obj << /Type /StructElem /S /TD - /P 630 0 R + /P 655 0 R /A [<< /O /Table /Headers [] @@ -7508,33 +7252,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [20] - /Pg 1295 0 R + /K [657 0 R] >> endobj -632 0 obj +657 0 obj << /Type /StructElem - /S /TD - /P 630 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [19] - /Pg 1295 0 R + /S /Strong + /P 656 0 R + /K [50] + /Pg 1961 0 R >> endobj -633 0 obj +658 0 obj << /Type /StructElem /S /TD - /P 630 0 R + /P 655 0 R /A [<< /O /Table /Headers [] @@ -7542,25 +7278,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [18] - /Pg 1295 0 R + /K [659 0 R] >> endobj -634 0 obj +659 0 obj << /Type /StructElem - /S /TR - /P 605 0 R - /K [639 0 R 637 0 R 635 0 R] + /S /Strong + /P 658 0 R + /K [49] + /Pg 1961 0 R >> endobj -635 0 obj +660 0 obj << /Type /StructElem /S /TD - /P 634 0 R + /P 655 0 R /A [<< /O /Table /Headers [] @@ -7568,25 +7304,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [636 0 R] + /K [661 0 R] >> endobj -636 0 obj +661 0 obj << /Type /StructElem /S /Strong - /P 635 0 R - /K [17] - /Pg 1295 0 R + /P 660 0 R + /K [48] + /Pg 1961 0 R >> endobj -637 0 obj +662 0 obj << /Type /StructElem /S /TD - /P 634 0 R + /P 655 0 R /A [<< /O /Table /Headers [] @@ -7594,25 +7330,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [638 0 R] + /K [663 0 R] >> endobj -638 0 obj +663 0 obj << /Type /StructElem /S /Strong - /P 637 0 R - /K [16] - /Pg 1295 0 R + /P 662 0 R + /K [47] + /Pg 1961 0 R >> endobj -639 0 obj +664 0 obj << /Type /StructElem /S /TD - /P 634 0 R + /P 655 0 R /A [<< /O /Table /Headers [] @@ -7620,135 +7356,174 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [640 0 R] + /K [665 0 R] >> endobj -640 0 obj +665 0 obj << /Type /StructElem /S /Strong - /P 639 0 R - /K [15] - /Pg 1295 0 R + /P 664 0 R + /K [46] + /Pg 1961 0 R >> endobj -641 0 obj +666 0 obj << /Type /StructElem /S /Caption - /P 605 0 R - /K [642 0 R] + /P 634 0 R + /K [667 0 R] >> endobj -642 0 obj +667 0 obj << /Type /StructElem /S /Span - /P 641 0 R + /P 666 0 R /A [<< /O /Layout /Placement /Block >>] - /K [41 42 43 44] - /Pg 1295 0 R + /K [66] + /Pg 1961 0 R >> endobj -643 0 obj +668 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [13 14] - /Pg 1295 0 R + /P 135 0 R + /K [44 45] + /Pg 1961 0 R >> endobj -644 0 obj +669 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Models Tested) - /K [11 12] - /Pg 1295 0 R + /S /H3 + /P 135 0 R + /T (No Main Effect of Oversight on Deception Frequency) + /K [42 43] + /Pg 1961 0 R >> endobj -645 0 obj +670 0 obj << /Type /StructElem - /S /Table - /P 91 0 R - /A [<< - /O /Layout - /BorderColor [0 0 0] - /BorderThickness 1 - >>] - /K [661 0 R 656 0 R 653 0 R 649 0 R 646 0 R] + /S /P + /P 135 0 R + /K [37 38 39 40 41] + /Pg 1961 0 R >> endobj -646 0 obj +671 0 obj << /Type /StructElem - /S /TR - /P 645 0 R - /K [648 0 R 647 0 R] + /S /H2 + /P 135 0 R + /T (4.2 Study 1: The Oversight Paradox) + /K [35 36] + /Pg 1961 0 R >> endobj -647 0 obj +672 0 obj << /Type /StructElem - /S /TD - /P 646 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [7 8 9] - /Pg 1295 0 R + /S /P + /P 135 0 R + /K [31 32 33 34] + /Pg 1961 0 R >> endobj -648 0 obj +673 0 obj << /Type /StructElem - /S /TD - /P 646 0 R - /A [<< - /O /Table - /Headers [] - >> << - /O /Layout - /BorderStyle /Solid - >>] - /K [6] - /Pg 1295 0 R + /S /P + /P 135 0 R + /K [25 26 27 28 29 30] + /Pg 1961 0 R >> endobj -649 0 obj +674 0 obj +<< + /Type /StructElem + /S /H3 + /P 135 0 R + /T (The Turn: Why v1 Was Non-Conclusive) + /K [23 24] + /Pg 1961 0 R +>> +endobj + +675 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [17 676 0 R 19 20 21 22] + /Pg 1961 0 R +>> +endobj + +676 0 obj +<< + /Type /StructElem + /S /Em + /P 675 0 R + /K [18] + /Pg 1961 0 R +>> +endobj + +677 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [10 11 12 13 14 15 16] + /Pg 1961 0 R +>> +endobj + +678 0 obj +<< + /Type /StructElem + /S /Table + /P 135 0 R + /A [<< + /O /Layout + /BorderColor [0 0 0] + /BorderThickness 1 + >>] + /K [694 0 R 687 0 R 683 0 R 679 0 R] +>> +endobj + +679 0 obj << /Type /StructElem /S /TR - /P 645 0 R - /K [652 0 R 650 0 R] + /P 678 0 R + /K [682 0 R 681 0 R 680 0 R] >> endobj -650 0 obj +680 0 obj << /Type /StructElem /S /TD - /P 649 0 R + /P 679 0 R /A [<< /O /Table /Headers [] @@ -7756,25 +7531,33 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [651 0 R] + /K [8] + /Pg 1961 0 R >> endobj -651 0 obj +681 0 obj << /Type /StructElem - /S /Em - /P 650 0 R - /K [5] - /Pg 1295 0 R + /S /TD + /P 679 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [7] + /Pg 1961 0 R >> endobj -652 0 obj +682 0 obj << /Type /StructElem /S /TD - /P 649 0 R + /P 679 0 R /A [<< /O /Table /Headers [] @@ -7782,25 +7565,25 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [4] - /Pg 1295 0 R + /K [6] + /Pg 1961 0 R >> endobj -653 0 obj +683 0 obj << /Type /StructElem /S /TR - /P 645 0 R - /K [655 0 R 654 0 R] + /P 678 0 R + /K [686 0 R 685 0 R 684 0 R] >> endobj -654 0 obj +684 0 obj << /Type /StructElem /S /TD - /P 653 0 R + /P 683 0 R /A [<< /O /Table /Headers [] @@ -7808,16 +7591,16 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [3] - /Pg 1295 0 R + /K [5] + /Pg 1961 0 R >> endobj -655 0 obj +685 0 obj << /Type /StructElem /S /TD - /P 653 0 R + /P 683 0 R /A [<< /O /Table /Headers [] @@ -7825,25 +7608,42 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [2] - /Pg 1295 0 R + /K [4] + /Pg 1961 0 R >> endobj -656 0 obj +686 0 obj +<< + /Type /StructElem + /S /TD + /P 683 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [3] + /Pg 1961 0 R +>> +endobj + +687 0 obj << /Type /StructElem /S /TR - /P 645 0 R - /K [659 0 R 657 0 R] + /P 678 0 R + /K [692 0 R 690 0 R 688 0 R] >> endobj -657 0 obj +688 0 obj << /Type /StructElem /S /TD - /P 656 0 R + /P 687 0 R /A [<< /O /Table /Headers [] @@ -7851,25 +7651,51 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [658 0 R] + /K [689 0 R] >> endobj -658 0 obj +689 0 obj +<< + /Type /StructElem + /S /Strong + /P 688 0 R + /K [2] + /Pg 1961 0 R +>> +endobj + +690 0 obj +<< + /Type /StructElem + /S /TD + /P 687 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [691 0 R] +>> +endobj + +691 0 obj << /Type /StructElem /S /Strong - /P 657 0 R + /P 690 0 R /K [1] - /Pg 1295 0 R + /Pg 1961 0 R >> endobj -659 0 obj +692 0 obj << /Type /StructElem /S /TD - /P 656 0 R + /P 687 0 R /A [<< /O /Table /Headers [] @@ -7877,8272 +7703,16594 @@ endobj /O /Layout /BorderStyle /Solid >>] - /K [660 0 R] + /K [693 0 R] >> endobj -660 0 obj +693 0 obj << /Type /StructElem /S /Strong - /P 659 0 R + /P 692 0 R /K [0] - /Pg 1295 0 R + /Pg 1961 0 R >> endobj -661 0 obj +694 0 obj << /Type /StructElem /S /Caption - /P 645 0 R - /K [662 0 R] + /P 678 0 R + /K [695 0 R] >> endobj -662 0 obj +695 0 obj << /Type /StructElem /S /Span - /P 661 0 R + /P 694 0 R /A [<< /O /Layout /Placement /Block >>] - /K [10] - /Pg 1295 0 R + /K [9] + /Pg 1961 0 R >> endobj -663 0 obj +696 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [46] - /Pg 1293 0 R + /P 135 0 R + /K [91] + /Pg 1959 0 R >> endobj -664 0 obj +697 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Oversight Manipulation) - /K [44 45] - /Pg 1293 0 R + /S /H3 + /P 135 0 R + /T (The Critical Confound: Scenario Effects) + /K [89 90] + /Pg 1959 0 R >> endobj -665 0 obj +698 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [37 38 39 40 41 42 43] - /Pg 1293 0 R + /P 135 0 R + /K [75 76 701 0 R 78 700 0 R 80 81 82 83 84 699 0 R 86 87 88] + /Pg 1959 0 R >> endobj -666 0 obj +699 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [669 0 R 25 668 0 R 27 28 29 30 31 32 667 0 R 34 35 36] - /Pg 1293 0 R + /S /Em + /P 698 0 R + /K [85] + /Pg 1959 0 R >> endobj -667 0 obj +700 0 obj << /Type /StructElem /S /Em - /P 666 0 R - /K [33] - /Pg 1293 0 R + /P 698 0 R + /K [79] + /Pg 1959 0 R >> endobj -668 0 obj +701 0 obj << /Type /StructElem /S /Em - /P 666 0 R - /K [26] - /Pg 1293 0 R + /P 698 0 R + /K [77] + /Pg 1959 0 R >> endobj -669 0 obj +702 0 obj << /Type /StructElem - /S /Strong - /P 666 0 R - /K [24] - /Pg 1293 0 R + /S /Table + /P 135 0 R + /A [<< + /O /Layout + /BorderColor [0 0 0] + /BorderThickness 1 + >>] + /K [727 0 R 718 0 R 713 0 R 708 0 R 703 0 R] >> endobj -670 0 obj +703 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [671 0 R 17 18 19 20 21 22 23] - /Pg 1293 0 R + /S /TR + /P 702 0 R + /K [707 0 R 706 0 R 705 0 R 704 0 R] >> endobj -671 0 obj +704 0 obj << /Type /StructElem - /S /Strong - /P 670 0 R - /K [16] - /Pg 1293 0 R + /S /TD + /P 703 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [73] + /Pg 1959 0 R >> endobj -672 0 obj +705 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [13 14 15] - /Pg 1293 0 R + /S /TD + /P 703 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [72] + /Pg 1959 0 R >> endobj -673 0 obj +706 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Scenario Design) - /K [11 12] - /Pg 1293 0 R + /S /TD + /P 703 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [71] + /Pg 1959 0 R >> endobj -674 0 obj +707 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [9 10] - /Pg 1293 0 R + /S /TD + /P 703 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [70] + /Pg 1959 0 R >> endobj -675 0 obj +708 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [2 3 4 5 676 0 R 7 8] - /Pg 1293 0 R + /S /TR + /P 702 0 R + /K [712 0 R 711 0 R 710 0 R 709 0 R] >> endobj -676 0 obj +709 0 obj << /Type /StructElem - /S /Code - /P 675 0 R - /K [6] - /Pg 1293 0 R + /S /TD + /P 708 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [69] + /Pg 1959 0 R >> endobj -677 0 obj +710 0 obj << /Type /StructElem - /S /H3 - /P 91 0 R - /T (Reasoning Extraction) - /K [0 1] - /Pg 1293 0 R + /S /TD + /P 708 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [68] + /Pg 1959 0 R >> endobj -678 0 obj +711 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [50 51 52 682 0 R 54 681 0 R 56 680 0 R 58 679 0 R 60 61 62 63 64 65] - /Pg 1291 0 R + /S /TD + /P 708 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [67] + /Pg 1959 0 R >> endobj -679 0 obj +712 0 obj << /Type /StructElem - /S /Code - /P 678 0 R - /K [59] - /Pg 1291 0 R + /S /TD + /P 708 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [66] + /Pg 1959 0 R >> endobj -680 0 obj +713 0 obj << /Type /StructElem - /S /Code - /P 678 0 R - /K [57] - /Pg 1291 0 R + /S /TR + /P 702 0 R + /K [717 0 R 716 0 R 715 0 R 714 0 R] >> endobj -681 0 obj +714 0 obj << /Type /StructElem - /S /Code - /P 678 0 R - /K [55] - /Pg 1291 0 R + /S /TD + /P 713 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [65] + /Pg 1959 0 R >> endobj -682 0 obj +715 0 obj << /Type /StructElem - /S /Code - /P 678 0 R - /K [53] - /Pg 1291 0 R + /S /TD + /P 713 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [64] + /Pg 1959 0 R >> endobj -683 0 obj +716 0 obj << /Type /StructElem - /S /H3 - /P 91 0 R - /T (Virtual File System) - /K [48 49] - /Pg 1291 0 R + /S /TD + /P 713 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [63] + /Pg 1959 0 R >> endobj -684 0 obj +717 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [40 41 42 43 44 45 46 47] - /Pg 1291 0 R + /S /TD + /P 713 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [62] + /Pg 1959 0 R >> endobj -685 0 obj +718 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (System Architecture) - /K [38 39] - /Pg 1291 0 R + /S /TR + /P 702 0 R + /K [725 0 R 723 0 R 721 0 R 719 0 R] >> endobj -686 0 obj +719 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [35 36 37] - /Pg 1291 0 R + /S /TD + /P 718 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [720 0 R] >> endobj -687 0 obj +720 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [24 25 26 27 28 29 688 0 R 33 34] - /Pg 1291 0 R + /S /Strong + /P 719 0 R + /K [61] + /Pg 1959 0 R >> endobj -688 0 obj +721 0 obj << /Type /StructElem - /S /Link - /P 687 0 R - /K [30 << - /Type /OBJR - /Pg 1291 0 R - /Obj 1288 0 R + /S /TD + /P 718 0 R + /A [<< + /O /Table + /Headers [] >> << - /Type /OBJR - /Pg 1291 0 R - /Obj 1289 0 R - >> 689 0 R 32 << - /Type /OBJR - /Pg 1291 0 R - /Obj 1290 0 R + /O /Layout + /BorderStyle /Solid >>] - /Pg 1291 0 R + /K [722 0 R] >> endobj -689 0 obj +722 0 obj << /Type /StructElem - /S /Em - /P 688 0 R - /K [31] - /Pg 1291 0 R + /S /Strong + /P 721 0 R + /K [60] + /Pg 1959 0 R >> endobj -690 0 obj +723 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [19 20 21 22 23] - /Pg 1291 0 R + /S /TD + /P 718 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [724 0 R] >> endobj -691 0 obj +724 0 obj << /Type /StructElem - /S /Formula - /P 91 0 R + /S /Strong + /P 723 0 R + /K [59] + /Pg 1959 0 R +>> +endobj + +725 0 obj +<< + /Type /StructElem + /S /TD + /P 718 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [7 8 9 10 11 12 13 14 15 16 17 18] - /Pg 1291 0 R + /K [726 0 R] >> endobj -692 0 obj +726 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [3 4 5 6] - /Pg 1291 0 R + /S /Strong + /P 725 0 R + /K [58] + /Pg 1959 0 R >> endobj -693 0 obj +727 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Experimental Design) - /K [1 2] - /Pg 1291 0 R + /S /Caption + /P 702 0 R + /K [728 0 R] >> endobj -694 0 obj +728 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Methodology) - /K [695 0 R] + /S /Span + /P 727 0 R + /A [<< + /O /Layout + /Placement /Block + >>] + /K [74] + /Pg 1959 0 R >> endobj -695 0 obj +729 0 obj << /Type /StructElem /S /P - /P 694 0 R - /K [0] - /Pg 1291 0 R + /P 135 0 R + /K [57] + /Pg 1959 0 R >> endobj -696 0 obj +730 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [0 1] - /Pg 1286 0 R + /S /H3 + /P 135 0 R + /T (Oversight Effects in v1) + /K [55 56] + /Pg 1959 0 R >> endobj -697 0 obj +731 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [42 43 44 45] - /Pg 1284 0 R + /P 135 0 R + /K [42 734 0 R 44 45 46 733 0 R 48 49 50 732 0 R 52 53 54] + /Pg 1959 0 R >> endobj -698 0 obj +732 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [39 40 41] - /Pg 1284 0 R + /S /Em + /P 731 0 R + /K [51] + /Pg 1959 0 R >> endobj -699 0 obj +733 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (7. Toward Multi-Pronged Detection) - /K [37 38] - /Pg 1284 0 R + /S /Em + /P 731 0 R + /K [47] + /Pg 1959 0 R >> endobj -700 0 obj +734 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [34 35 36] - /Pg 1284 0 R + /S /Em + /P 731 0 R + /K [43] + /Pg 1959 0 R >> endobj -701 0 obj +735 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [30 31 32 33] - /Pg 1284 0 R + /S /Table + /P 135 0 R + /A [<< + /O /Layout + /BorderColor [0 0 0] + /BorderThickness 1 + >>] + /K [789 0 R 778 0 R 772 0 R 766 0 R 760 0 R 754 0 R 748 0 R 742 0 R 736 0 R] >> endobj -702 0 obj +736 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (6. Hybrid Threats and the Need for Practical Evaluation) - /K [28 29] - /Pg 1284 0 R + /S /TR + /P 735 0 R + /K [741 0 R 740 0 R 739 0 R 738 0 R 737 0 R] >> endobj -703 0 obj +737 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [23 704 0 R 25 26 27] - /Pg 1284 0 R + /S /TD + /P 736 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [39] + /Pg 1959 0 R >> endobj -704 0 obj +738 0 obj << /Type /StructElem - /S /Strong - /P 703 0 R - /K [24] - /Pg 1284 0 R + /S /TD + /P 736 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [38] + /Pg 1959 0 R >> endobj -705 0 obj +739 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [19 20 21 22] - /Pg 1284 0 R + /S /TD + /P 736 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [37] + /Pg 1959 0 R >> endobj -706 0 obj +740 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (5. The Obfuscation Problem: Limits of Reasoning-Trace-Based Detection) - /K [15 16 17 18] - /Pg 1284 0 R + /S /TD + /P 736 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [36] + /Pg 1959 0 R >> endobj -707 0 obj +741 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [11 12 13 14] - /Pg 1284 0 R + /S /TD + /P 736 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [35] + /Pg 1959 0 R >> endobj -708 0 obj +742 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [7 8 9 10] - /Pg 1284 0 R + /S /TR + /P 735 0 R + /K [747 0 R 746 0 R 745 0 R 744 0 R 743 0 R] >> endobj -709 0 obj +743 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [4 5 6] - /Pg 1284 0 R + /S /TD + /P 742 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [34] + /Pg 1959 0 R >> endobj -710 0 obj +744 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (4. The Oversight Perception Gap: A Critical Unexplored Variable) - /K [2 3] - /Pg 1284 0 R + /S /TD + /P 742 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [33] + /Pg 1959 0 R >> endobj -711 0 obj +745 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [0 1] - /Pg 1284 0 R + /S /TD + /P 742 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [32] + /Pg 1959 0 R >> endobj -712 0 obj +746 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [40 41 42 43 44] - /Pg 1282 0 R + /S /TD + /P 742 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [31] + /Pg 1959 0 R >> endobj -713 0 obj +747 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [37 38 39] - /Pg 1282 0 R + /S /TD + /P 742 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [30] + /Pg 1959 0 R >> endobj -714 0 obj +748 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (3. Empirical Precedents: In-Context Scheming as an Emergent Capability) - /K [33 34 35 36] - /Pg 1282 0 R + /S /TR + /P 735 0 R + /K [753 0 R 752 0 R 751 0 R 750 0 R 749 0 R] >> endobj -715 0 obj +749 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [27 716 0 R 29 30 31 32] - /Pg 1282 0 R + /S /TD + /P 748 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [29] + /Pg 1959 0 R >> endobj -716 0 obj +750 0 obj << /Type /StructElem - /S /Strong - /P 715 0 R + /S /TD + /P 748 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] /K [28] - /Pg 1282 0 R + /Pg 1959 0 R >> endobj -717 0 obj +751 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [23 24 25 26] - /Pg 1282 0 R + /S /TD + /P 748 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [27] + /Pg 1959 0 R >> endobj -718 0 obj +752 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [21 22] - /Pg 1282 0 R + /S /TD + /P 748 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [26] + /Pg 1959 0 R >> endobj -719 0 obj +753 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (2. Theoretical Foundations: From Misgeneralization to Strategic Deception) - /K [18 19 20] - /Pg 1282 0 R + /S /TD + /P 748 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [25] + /Pg 1959 0 R >> endobj -720 0 obj +754 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [14 15 721 0 R 17] - /Pg 1282 0 R + /S /TR + /P 735 0 R + /K [759 0 R 758 0 R 757 0 R 756 0 R 755 0 R] >> endobj -721 0 obj +755 0 obj << /Type /StructElem - /S /Strong - /P 720 0 R - /K [16] - /Pg 1282 0 R + /S /TD + /P 754 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [24] + /Pg 1959 0 R >> endobj -722 0 obj +756 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [9 10 11 12 13] - /Pg 1282 0 R + /S /TD + /P 754 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [23] + /Pg 1959 0 R >> endobj -723 0 obj +757 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [3 724 0 R 5 6 7 8] - /Pg 1282 0 R + /S /TD + /P 754 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [22] + /Pg 1959 0 R >> endobj -724 0 obj +758 0 obj << /Type /StructElem - /S /Strong - /P 723 0 R - /K [4] - /Pg 1282 0 R + /S /TD + /P 754 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [21] + /Pg 1959 0 R >> endobj -725 0 obj +759 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (1. Introduction: When Alignment Becomes Conditional) - /K [1 2] - /Pg 1282 0 R + /S /TD + /P 754 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [20] + /Pg 1959 0 R >> endobj -726 0 obj +760 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Literature Review) - /K [727 0 R] + /S /TR + /P 735 0 R + /K [765 0 R 764 0 R 763 0 R 762 0 R 761 0 R] >> endobj -727 0 obj +761 0 obj << /Type /StructElem - /S /P - /P 726 0 R - /K [0] - /Pg 1282 0 R + /S /TD + /P 760 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [19] + /Pg 1959 0 R >> endobj -728 0 obj +762 0 obj << /Type /StructElem - /S /L - /P 91 0 R + /S /TD + /P 760 0 R /A [<< - /O /List - /ListNumbering /Circle + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /K [745 0 R 741 0 R 737 0 R 733 0 R 729 0 R] + /K [18] + /Pg 1959 0 R >> endobj -729 0 obj +763 0 obj << /Type /StructElem - /S /LI - /P 728 0 R - /K [732 0 R 730 0 R] + /S /TD + /P 760 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [17] + /Pg 1959 0 R >> endobj -730 0 obj +764 0 obj << /Type /StructElem - /S /LBody - /P 729 0 R - /K [731 0 R 6 7] - /Pg 1280 0 R + /S /TD + /P 760 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [16] + /Pg 1959 0 R >> endobj -731 0 obj +765 0 obj << /Type /StructElem - /S /Strong - /P 730 0 R - /K [5] - /Pg 1280 0 R + /S /TD + /P 760 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [15] + /Pg 1959 0 R >> endobj -732 0 obj +766 0 obj << /Type /StructElem - /S /Lbl - /P 729 0 R - /K [4] - /Pg 1280 0 R + /S /TR + /P 735 0 R + /K [771 0 R 770 0 R 769 0 R 768 0 R 767 0 R] >> endobj -733 0 obj +767 0 obj << /Type /StructElem - /S /LI - /P 728 0 R - /K [736 0 R 734 0 R] + /S /TD + /P 766 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [14] + /Pg 1959 0 R >> endobj -734 0 obj +768 0 obj << /Type /StructElem - /S /LBody - /P 733 0 R - /K [735 0 R 2 3] - /Pg 1280 0 R + /S /TD + /P 766 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [13] + /Pg 1959 0 R >> endobj -735 0 obj +769 0 obj << /Type /StructElem - /S /Strong - /P 734 0 R - /K [1] - /Pg 1280 0 R + /S /TD + /P 766 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [12] + /Pg 1959 0 R >> endobj -736 0 obj +770 0 obj << /Type /StructElem - /S /Lbl - /P 733 0 R - /K [0] - /Pg 1280 0 R + /S /TD + /P 766 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [11] + /Pg 1959 0 R >> endobj -737 0 obj +771 0 obj << /Type /StructElem - /S /LI - /P 728 0 R - /K [740 0 R 738 0 R] + /S /TD + /P 766 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [10] + /Pg 1959 0 R >> endobj -738 0 obj +772 0 obj << /Type /StructElem - /S /LBody - /P 737 0 R - /K [739 0 R 64 65] - /Pg 1278 0 R + /S /TR + /P 735 0 R + /K [777 0 R 776 0 R 775 0 R 774 0 R 773 0 R] >> endobj -739 0 obj +773 0 obj << /Type /StructElem - /S /Strong - /P 738 0 R - /K [63] - /Pg 1278 0 R + /S /TD + /P 772 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [9] + /Pg 1959 0 R >> endobj -740 0 obj +774 0 obj << /Type /StructElem - /S /Lbl - /P 737 0 R - /K [62] - /Pg 1278 0 R + /S /TD + /P 772 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [8] + /Pg 1959 0 R >> endobj -741 0 obj +775 0 obj << /Type /StructElem - /S /LI - /P 728 0 R - /K [744 0 R 742 0 R] + /S /TD + /P 772 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [7] + /Pg 1959 0 R >> endobj -742 0 obj +776 0 obj << /Type /StructElem - /S /LBody - /P 741 0 R - /K [743 0 R 59 60 61] - /Pg 1278 0 R + /S /TD + /P 772 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [6] + /Pg 1959 0 R >> endobj -743 0 obj +777 0 obj << /Type /StructElem - /S /Strong - /P 742 0 R - /K [58] - /Pg 1278 0 R + /S /TD + /P 772 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [5] + /Pg 1959 0 R >> endobj -744 0 obj +778 0 obj << /Type /StructElem - /S /Lbl - /P 741 0 R - /K [57] - /Pg 1278 0 R + /S /TR + /P 735 0 R + /K [787 0 R 785 0 R 783 0 R 781 0 R 779 0 R] >> endobj -745 0 obj +779 0 obj << /Type /StructElem - /S /LI - /P 728 0 R - /K [748 0 R 746 0 R] + /S /TD + /P 778 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [780 0 R] >> endobj -746 0 obj +780 0 obj << /Type /StructElem - /S /LBody - /P 745 0 R - /K [747 0 R 55 56] - /Pg 1278 0 R + /S /Strong + /P 779 0 R + /K [4] + /Pg 1959 0 R >> endobj -747 0 obj +781 0 obj << /Type /StructElem - /S /Strong - /P 746 0 R - /K [54] - /Pg 1278 0 R ->> -endobj - -748 0 obj + /S /TD + /P 778 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [782 0 R] +>> +endobj + +782 0 obj << /Type /StructElem - /S /Lbl - /P 745 0 R - /K [53] - /Pg 1278 0 R + /S /Strong + /P 781 0 R + /K [3] + /Pg 1959 0 R >> endobj -749 0 obj +783 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [52] - /Pg 1278 0 R + /S /TD + /P 778 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [784 0 R] >> endobj -750 0 obj +784 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Dissertation Structure) - /K [50 51] - /Pg 1278 0 R + /S /Strong + /P 783 0 R + /K [2] + /Pg 1959 0 R >> endobj -751 0 obj +785 0 obj << /Type /StructElem - /S /L - /P 91 0 R + /S /TD + /P 778 0 R /A [<< - /O /List - /ListNumbering /Circle + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /K [760 0 R 756 0 R 752 0 R] + /K [786 0 R] >> endobj -752 0 obj +786 0 obj << /Type /StructElem - /S /LI - /P 751 0 R - /K [755 0 R 753 0 R] + /S /Strong + /P 785 0 R + /K [1] + /Pg 1959 0 R >> endobj -753 0 obj +787 0 obj << /Type /StructElem - /S /LBody - /P 752 0 R - /K [754 0 R 47 48 49] - /Pg 1278 0 R + /S /TD + /P 778 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [788 0 R] >> endobj -754 0 obj +788 0 obj << /Type /StructElem /S /Strong - /P 753 0 R - /K [46] - /Pg 1278 0 R + /P 787 0 R + /K [0] + /Pg 1959 0 R >> endobj -755 0 obj +789 0 obj << /Type /StructElem - /S /Lbl - /P 752 0 R - /K [45] - /Pg 1278 0 R + /S /Caption + /P 735 0 R + /K [790 0 R] >> endobj -756 0 obj +790 0 obj << /Type /StructElem - /S /LI - /P 751 0 R - /K [759 0 R 757 0 R] + /S /Span + /P 789 0 R + /A [<< + /O /Layout + /Placement /Block + >>] + /K [40 41] + /Pg 1959 0 R >> endobj -757 0 obj +791 0 obj << /Type /StructElem - /S /LBody - /P 756 0 R - /K [758 0 R 43 44] - /Pg 1278 0 R + /S /P + /P 135 0 R + /K [43] + /Pg 1957 0 R >> endobj -758 0 obj +792 0 obj << /Type /StructElem - /S /Strong - /P 757 0 R - /K [42] - /Pg 1278 0 R + /S /H3 + /P 135 0 R + /T (Model-Level Profiles) + /K [41 42] + /Pg 1957 0 R >> endobj -759 0 obj +793 0 obj << /Type /StructElem - /S /Lbl - /P 756 0 R - /K [41] - /Pg 1278 0 R + /S /P + /P 135 0 R + /K [38 39 40] + /Pg 1957 0 R >> endobj -760 0 obj +794 0 obj << /Type /StructElem - /S /LI - /P 751 0 R - /K [763 0 R 761 0 R] + /S /Table + /P 135 0 R + /A [<< + /O /Layout + /BorderColor [0 0 0] + /BorderThickness 1 + >>] + /K [822 0 R 815 0 R 811 0 R 807 0 R 803 0 R 799 0 R 795 0 R] >> endobj -761 0 obj +795 0 obj << /Type /StructElem - /S /LBody - /P 760 0 R - /K [762 0 R 38 39 40] - /Pg 1278 0 R + /S /TR + /P 794 0 R + /K [798 0 R 797 0 R 796 0 R] >> endobj -762 0 obj +796 0 obj << /Type /StructElem - /S /Strong - /P 761 0 R - /K [37] - /Pg 1278 0 R + /S /TD + /P 795 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [36] + /Pg 1957 0 R >> endobj -763 0 obj +797 0 obj << /Type /StructElem - /S /Lbl - /P 760 0 R - /K [36] - /Pg 1278 0 R + /S /TD + /P 795 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [35] + /Pg 1957 0 R >> endobj -764 0 obj +798 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [35] - /Pg 1278 0 R + /S /TD + /P 795 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [34] + /Pg 1957 0 R >> endobj -765 0 obj +799 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Contributions) - /K [33 34] - /Pg 1278 0 R + /S /TR + /P 794 0 R + /K [802 0 R 801 0 R 800 0 R] >> endobj -766 0 obj +800 0 obj << /Type /StructElem - /S /L - /P 91 0 R + /S /TD + /P 799 0 R /A [<< - /O /List - /ListNumbering /Decimal + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /K [779 0 R 775 0 R 771 0 R 767 0 R] + /K [33] + /Pg 1957 0 R >> endobj -767 0 obj +801 0 obj << /Type /StructElem - /S /LI - /P 766 0 R - /K [770 0 R 768 0 R] + /S /TD + /P 799 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [32] + /Pg 1957 0 R >> endobj -768 0 obj +802 0 obj << /Type /StructElem - /S /LBody - /P 767 0 R - /K [769 0 R 29 30 31 32] - /Pg 1278 0 R + /S /TD + /P 799 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [31] + /Pg 1957 0 R >> endobj -769 0 obj +803 0 obj << /Type /StructElem - /S /Strong - /P 768 0 R - /K [28] - /Pg 1278 0 R + /S /TR + /P 794 0 R + /K [806 0 R 805 0 R 804 0 R] >> endobj -770 0 obj +804 0 obj << /Type /StructElem - /S /Lbl - /P 767 0 R - /K [27] - /Pg 1278 0 R + /S /TD + /P 803 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [30] + /Pg 1957 0 R >> endobj -771 0 obj +805 0 obj << /Type /StructElem - /S /LI - /P 766 0 R - /K [774 0 R 772 0 R] + /S /TD + /P 803 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [29] + /Pg 1957 0 R >> endobj -772 0 obj +806 0 obj << /Type /StructElem - /S /LBody - /P 771 0 R - /K [773 0 R 24 25 26] - /Pg 1278 0 R + /S /TD + /P 803 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [28] + /Pg 1957 0 R >> endobj -773 0 obj +807 0 obj << /Type /StructElem - /S /Strong - /P 772 0 R - /K [23] - /Pg 1278 0 R + /S /TR + /P 794 0 R + /K [810 0 R 809 0 R 808 0 R] >> endobj -774 0 obj +808 0 obj << /Type /StructElem - /S /Lbl - /P 771 0 R - /K [22] - /Pg 1278 0 R + /S /TD + /P 807 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [27] + /Pg 1957 0 R >> endobj -775 0 obj +809 0 obj << /Type /StructElem - /S /LI - /P 766 0 R - /K [778 0 R 776 0 R] + /S /TD + /P 807 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [26] + /Pg 1957 0 R >> endobj -776 0 obj +810 0 obj << /Type /StructElem - /S /LBody - /P 775 0 R - /K [777 0 R 18 19 20 21] - /Pg 1278 0 R + /S /TD + /P 807 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [25] + /Pg 1957 0 R >> endobj -777 0 obj +811 0 obj << /Type /StructElem - /S /Strong - /P 776 0 R - /K [17] - /Pg 1278 0 R + /S /TR + /P 794 0 R + /K [814 0 R 813 0 R 812 0 R] >> endobj -778 0 obj +812 0 obj << /Type /StructElem - /S /Lbl - /P 775 0 R - /K [16] - /Pg 1278 0 R + /S /TD + /P 811 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [24] + /Pg 1957 0 R >> endobj -779 0 obj +813 0 obj << /Type /StructElem - /S /LI - /P 766 0 R - /K [782 0 R 780 0 R] + /S /TD + /P 811 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [23] + /Pg 1957 0 R >> endobj -780 0 obj +814 0 obj << /Type /StructElem - /S /LBody - /P 779 0 R - /K [781 0 R 14 15] - /Pg 1278 0 R + /S /TD + /P 811 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [22] + /Pg 1957 0 R >> endobj -781 0 obj +815 0 obj << /Type /StructElem - /S /Strong - /P 780 0 R - /K [13] - /Pg 1278 0 R + /S /TR + /P 794 0 R + /K [820 0 R 818 0 R 816 0 R] >> endobj -782 0 obj +816 0 obj << /Type /StructElem - /S /Lbl - /P 779 0 R - /K [12] - /Pg 1278 0 R + /S /TD + /P 815 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [817 0 R] >> endobj -783 0 obj +817 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [11] - /Pg 1278 0 R + /S /Strong + /P 816 0 R + /K [21] + /Pg 1957 0 R >> endobj -784 0 obj +818 0 obj << /Type /StructElem - /S /H2 - /P 91 0 R - /T (Research Questions) - /K [9 10] - /Pg 1278 0 R + /S /TD + /P 815 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [819 0 R] >> endobj -785 0 obj +819 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [7 8] - /Pg 1278 0 R + /S /Strong + /P 818 0 R + /K [20] + /Pg 1957 0 R >> endobj -786 0 obj +820 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [0 788 0 R 2 3 4 787 0 R 6] - /Pg 1278 0 R + /S /TD + /P 815 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [821 0 R] >> endobj -787 0 obj +821 0 obj << /Type /StructElem - 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/K [856 0 R] + /S /Em + /P 884 0 R + /K [70] + /Pg 1948 0 R >> endobj -856 0 obj +889 0 obj << /Type /StructElem - /S /Reference - /P 855 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [857 0 R] + /S /Em + /P 884 0 R + /K [68] + /Pg 1948 0 R >> endobj -857 0 obj +890 0 obj << /Type /StructElem - /S /Link - /P 856 0 R - /K [858 0 R 7 8 << - /Type /OBJR - /Pg 1255 0 R - /Obj 1244 0 R - >>] - /Pg 1255 0 R + /S /Em + /P 884 0 R + /K [64] + /Pg 1948 0 R >> endobj -858 0 obj +891 0 obj << /Type /StructElem - /S /Lbl - /P 857 0 R - /K [6] - /Pg 1255 0 R + /S /Em + /P 884 0 R + /K [61] + /Pg 1948 0 R >> endobj -859 0 obj +892 0 obj << /Type /StructElem - /S /TOCI - /P 814 0 R - /K [860 0 R] + /S /Em + /P 884 0 R + /K [59] + /Pg 1948 0 R >> endobj -860 0 obj +893 0 obj << /Type /StructElem - /S /Reference - /P 859 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [861 0 R] + /S /Em + /P 884 0 R + /K [57] + /Pg 1948 0 R >> endobj -861 0 obj +894 0 obj << /Type /StructElem - /S /Link - /P 860 0 R - /K [862 0 R 4 5 << - /Type /OBJR - /Pg 1255 0 R - /Obj 1243 0 R - >>] - /Pg 1255 0 R + /S /Em + /P 884 0 R + /K [55] + /Pg 1948 0 R >> endobj -862 0 obj +895 0 obj << /Type /StructElem - /S /Lbl - /P 861 0 R - /K [3] - /Pg 1255 0 R + /S /Em + /P 884 0 R + /K [53] + /Pg 1948 0 R >> endobj -863 0 obj +896 0 obj << /Type /StructElem - /S /TOC - /P 814 0 R - /K [900 0 R 896 0 R 892 0 R 888 0 R 884 0 R 880 0 R 876 0 R 872 0 R 868 0 R 864 0 R] + /S /H3 + /P 135 0 R + /T (Prong 3: Glassbox Checker) + /K [48 49] + /Pg 1948 0 R >> endobj -864 0 obj +897 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [865 0 R] + /S /P + /P 135 0 R + /K [32 33 34 35 901 0 R 37 900 0 R 39 40 41 899 0 R 43 898 0 R 45 46 47] + /Pg 1948 0 R >> endobj -865 0 obj +898 0 obj << /Type /StructElem - /S /Reference - /P 864 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [866 0 R] + /S /Em + /P 897 0 R + /K [44] + /Pg 1948 0 R >> endobj -866 0 obj +899 0 obj << /Type /StructElem - /S /Link - /P 865 0 R - /K [<< - /Type /OBJR - /Pg 1240 0 R - /Obj 1239 0 R - >> 867 0 R 1 2 << - /Type /OBJR - /Pg 1255 0 R - /Obj 1242 0 R - >>] - /Pg 1255 0 R + /S /Em + /P 897 0 R + /K [42] + /Pg 1948 0 R >> endobj -867 0 obj +900 0 obj << /Type /StructElem - /S /Lbl - /P 866 0 R - /K [0] - /Pg 1255 0 R + /S /Em + /P 897 0 R + /K [38] + /Pg 1948 0 R >> endobj -868 0 obj +901 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [869 0 R] + /S /Em + /P 897 0 R + /K [36] + /Pg 1948 0 R >> endobj -869 0 obj +902 0 obj << /Type /StructElem - /S /Reference - /P 868 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [870 0 R] + /S /H3 + /P 135 0 R + /T (Prong 2: Blackbox Checker) + /K [30 31] + /Pg 1948 0 R >> endobj -870 0 obj +903 0 obj << /Type /StructElem - /S /Link - /P 869 0 R - /K [871 0 R 126 127 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1238 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [20 905 0 R 22 23 24 25 904 0 R 27 28 29] + /Pg 1948 0 R >> endobj -871 0 obj +904 0 obj << /Type /StructElem - /S /Lbl - /P 870 0 R - /K [125] - /Pg 1240 0 R + /S /Em + /P 903 0 R + /K [26] + /Pg 1948 0 R >> endobj -872 0 obj +905 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [873 0 R] + /S /Code + /P 903 0 R + /K [21] + /Pg 1948 0 R >> endobj -873 0 obj +906 0 obj << /Type /StructElem - /S /Reference - /P 872 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [874 0 R] + /S /H3 + /P 135 0 R + /T (Prong 1: Regex Checker) + /K [18 19] + /Pg 1948 0 R >> endobj -874 0 obj +907 0 obj << /Type /StructElem - /S /Link - /P 873 0 R - /K [875 0 R 123 124 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1237 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [15 16 17] + /Pg 1948 0 R >> endobj -875 0 obj +908 0 obj << /Type /StructElem - /S /Lbl - /P 874 0 R - /K [122] - /Pg 1240 0 R + /S /H2 + /P 135 0 R + /T (Evaluation Pipeline) + /K [13 14] + /Pg 1948 0 R >> endobj -876 0 obj +909 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [877 0 R] + /S /P + /P 135 0 R + /K [4 911 0 R 6 7 910 0 R 9 10 11 12] + /Pg 1948 0 R >> endobj -877 0 obj +910 0 obj << /Type /StructElem - /S /Reference - /P 876 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [878 0 R] + /S /Code + /P 909 0 R + /K [8] + /Pg 1948 0 R >> endobj -878 0 obj +911 0 obj << /Type /StructElem - /S /Link - /P 877 0 R - /K [879 0 R 120 121 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1236 0 R - >>] - /Pg 1240 0 R + /S /Em + /P 909 0 R + /K [5] + /Pg 1948 0 R >> endobj -879 0 obj +912 0 obj << /Type /StructElem - /S /Lbl - /P 878 0 R - /K [119] - /Pg 1240 0 R + /S /H2 + /P 135 0 R + /T (Baseline Generation) + /K [2 3] + /Pg 1948 0 R >> endobj -880 0 obj +913 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [881 0 R] + /S /P + /P 135 0 R + /K [52 53 54 55 56 << + /Type /MCR + /MCID 0 + /Pg 1948 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1948 0 R + >>] + /Pg 1946 0 R >> endobj -881 0 obj +914 0 obj << /Type /StructElem - /S /Reference - /P 880 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [882 0 R] + /S /P + /P 135 0 R + /K [45 46 47 48 49 50 51] + /Pg 1946 0 R >> endobj -882 0 obj +915 0 obj << /Type /StructElem - /S /Link - /P 881 0 R - /K [883 0 R 117 118 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1235 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [37 38 39 40 41 42 43 44] + /Pg 1946 0 R >> endobj -883 0 obj +916 0 obj << /Type /StructElem - /S /Lbl - /P 882 0 R - /K [116] - /Pg 1240 0 R + /S /H3 + /P 135 0 R + /T (Model Selection Rationale) + /K [35 36] + /Pg 1946 0 R >> endobj -884 0 obj +917 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [885 0 R] + /S /P + /P 135 0 R + /K [30 31 32 33 34] + /Pg 1946 0 R >> endobj -885 0 obj +918 0 obj << /Type /StructElem - /S /Reference - /P 884 0 R + /S /Table + /P 135 0 R /A [<< /O /Layout - /Placement /Block - >>] - /K [886 0 R] ->> -endobj - -886 0 obj -<< - /Type /StructElem - /S /Link - /P 885 0 R - /K [887 0 R 114 115 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1234 0 R + /BorderColor [0 0 0] + /BorderThickness 1 >>] - /Pg 1240 0 R ->> -endobj - -887 0 obj -<< - /Type /StructElem - /S /Lbl - /P 886 0 R - /K [113] - /Pg 1240 0 R + /K [954 0 R 947 0 R 943 0 R 939 0 R 935 0 R 931 0 R 927 0 R 923 0 R 919 0 R] >> endobj -888 0 obj +919 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [889 0 R] + /S /TR + /P 918 0 R + /K [922 0 R 921 0 R 920 0 R] >> endobj -889 0 obj +920 0 obj << /Type /StructElem - /S /Reference - /P 888 0 R + /S /TD + /P 919 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [890 0 R] + /K [25] + /Pg 1946 0 R >> endobj -890 0 obj +921 0 obj << /Type /StructElem - /S /Link - /P 889 0 R - /K [891 0 R 111 112 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1233 0 R + /S /TD + /P 919 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [24] + /Pg 1946 0 R >> endobj -891 0 obj +922 0 obj << /Type /StructElem - /S /Lbl - /P 890 0 R - /K [110] - /Pg 1240 0 R + /S /TD + /P 919 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [23] + /Pg 1946 0 R >> endobj -892 0 obj +923 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [893 0 R] + /S /TR + /P 918 0 R + /K [926 0 R 925 0 R 924 0 R] >> endobj -893 0 obj +924 0 obj << /Type /StructElem - /S /Reference - /P 892 0 R + /S /TD + /P 923 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [894 0 R] + /K [22] + /Pg 1946 0 R >> endobj -894 0 obj +925 0 obj << /Type /StructElem - /S /Link - /P 893 0 R - /K [895 0 R 108 109 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1232 0 R + /S /TD + /P 923 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [21] + /Pg 1946 0 R >> endobj -895 0 obj +926 0 obj << /Type /StructElem - /S /Lbl - /P 894 0 R - /K [107] - /Pg 1240 0 R + /S /TD + /P 923 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [20] + /Pg 1946 0 R >> endobj -896 0 obj +927 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [897 0 R] + /S /TR + /P 918 0 R + /K [930 0 R 929 0 R 928 0 R] >> endobj -897 0 obj +928 0 obj << /Type /StructElem - /S /Reference - /P 896 0 R + /S /TD + /P 927 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [898 0 R] + /K [19] + /Pg 1946 0 R >> endobj -898 0 obj +929 0 obj << /Type /StructElem - /S /Link - /P 897 0 R - /K [899 0 R 105 106 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1231 0 R + /S /TD + /P 927 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [18] + /Pg 1946 0 R >> endobj -899 0 obj +930 0 obj << /Type /StructElem - /S /Lbl - /P 898 0 R - /K [104] - /Pg 1240 0 R + /S /TD + /P 927 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [17] + /Pg 1946 0 R >> endobj -900 0 obj +931 0 obj << /Type /StructElem - /S /TOCI - /P 863 0 R - /K [901 0 R] + /S /TR + /P 918 0 R + /K [934 0 R 933 0 R 932 0 R] >> endobj -901 0 obj +932 0 obj << /Type /StructElem - /S /Reference - /P 900 0 R + /S /TD + /P 931 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [902 0 R] + /K [16] + /Pg 1946 0 R >> endobj -902 0 obj +933 0 obj << /Type /StructElem - /S /Link - /P 901 0 R - /K [903 0 R 102 103 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1230 0 R + /S /TD + /P 931 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [15] + /Pg 1946 0 R >> endobj -903 0 obj +934 0 obj << /Type /StructElem - /S /Lbl - /P 902 0 R - /K [101] - /Pg 1240 0 R + /S /TD + /P 931 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [14] + /Pg 1946 0 R >> endobj -904 0 obj +935 0 obj << /Type /StructElem - /S /TOCI - /P 814 0 R - /K [905 0 R] + /S /TR + /P 918 0 R + /K [938 0 R 937 0 R 936 0 R] >> endobj -905 0 obj +936 0 obj << /Type /StructElem - /S /Reference - /P 904 0 R + /S /TD + /P 935 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [906 0 R] + /K [13] + /Pg 1946 0 R >> endobj -906 0 obj +937 0 obj << /Type /StructElem - /S /Link - /P 905 0 R - /K [907 0 R 99 100 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1229 0 R + /S /TD + /P 935 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [11 12] + /Pg 1946 0 R >> endobj -907 0 obj +938 0 obj << /Type /StructElem - /S /Lbl - /P 906 0 R - /K [98] - /Pg 1240 0 R + /S /TD + /P 935 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [10] + /Pg 1946 0 R >> endobj -908 0 obj +939 0 obj << /Type /StructElem - /S /TOC - /P 814 0 R - /K [967 0 R 963 0 R 954 0 R 950 0 R 946 0 R 942 0 R 938 0 R 934 0 R 917 0 R 913 0 R 909 0 R] + /S /TR + /P 918 0 R + /K [942 0 R 941 0 R 940 0 R] >> endobj -909 0 obj +940 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [910 0 R] + /S /TD + /P 939 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [9] + /Pg 1946 0 R >> endobj -910 0 obj +941 0 obj << /Type /StructElem - /S /Reference - /P 909 0 R + /S /TD + /P 939 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [911 0 R] + /K [7 8] + /Pg 1946 0 R >> endobj -911 0 obj +942 0 obj << /Type /StructElem - /S /Link - /P 910 0 R - /K [912 0 R 96 97 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1228 0 R + /S /TD + /P 939 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [6] + /Pg 1946 0 R >> endobj -912 0 obj +943 0 obj << /Type /StructElem - /S /Lbl - /P 911 0 R - /K [95] - /Pg 1240 0 R + /S /TR + /P 918 0 R + /K [946 0 R 945 0 R 944 0 R] >> endobj -913 0 obj +944 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [914 0 R] + /S /TD + /P 943 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [5] + /Pg 1946 0 R >> endobj -914 0 obj +945 0 obj << /Type /StructElem - /S /Reference - /P 913 0 R + /S /TD + /P 943 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [915 0 R] + /K [4] + /Pg 1946 0 R >> endobj -915 0 obj +946 0 obj << /Type /StructElem - /S /Link - /P 914 0 R - /K [916 0 R 93 94 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1227 0 R + /S /TD + /P 943 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [3] + /Pg 1946 0 R >> endobj -916 0 obj +947 0 obj << /Type /StructElem - /S /Lbl - /P 915 0 R - /K [92] - /Pg 1240 0 R + /S /TR + /P 918 0 R + /K [952 0 R 950 0 R 948 0 R] >> endobj -917 0 obj +948 0 obj << /Type /StructElem - /S /TOC - /P 908 0 R - /K [930 0 R 926 0 R 922 0 R 918 0 R] + /S /TD + /P 947 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [949 0 R] >> endobj -918 0 obj +949 0 obj << /Type /StructElem - /S /TOCI - /P 917 0 R - /K [919 0 R] + /S /Strong + /P 948 0 R + /K [2] + /Pg 1946 0 R >> endobj -919 0 obj +950 0 obj << /Type /StructElem - /S /Reference - /P 918 0 R + /S /TD + /P 947 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [920 0 R] + /K [951 0 R] >> endobj -920 0 obj +951 0 obj << /Type /StructElem - /S /Link - /P 919 0 R - /K [921 0 R 90 91 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1226 0 R - >>] - /Pg 1240 0 R + /S /Strong + /P 950 0 R + /K [1] + /Pg 1946 0 R >> endobj -921 0 obj +952 0 obj << /Type /StructElem - /S /Lbl - /P 920 0 R - /K [89] - /Pg 1240 0 R + /S /TD + /P 947 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [953 0 R] >> endobj -922 0 obj +953 0 obj << /Type /StructElem - /S /TOCI - /P 917 0 R - /K [923 0 R] + /S /Strong + /P 952 0 R + /K [0] + /Pg 1946 0 R >> endobj -923 0 obj +954 0 obj << /Type /StructElem - /S /Reference - /P 922 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [924 0 R] + /S /Caption + /P 918 0 R + /K [955 0 R] >> endobj -924 0 obj +955 0 obj << /Type /StructElem - /S /Link - /P 923 0 R - /K [925 0 R 87 88 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1225 0 R + /S /Span + /P 954 0 R + /A [<< + /O /Layout + /Placement /Block >>] - /Pg 1240 0 R + /K [26 27 28 29] + /Pg 1946 0 R >> endobj -925 0 obj +956 0 obj << /Type /StructElem - /S /Lbl - /P 924 0 R - /K [86] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [40 41] + /Pg 1944 0 R >> endobj -926 0 obj +957 0 obj << /Type /StructElem - /S /TOCI - /P 917 0 R - /K [927 0 R] + /S /H2 + /P 135 0 R + /T (Models Tested) + /K [38 39] + /Pg 1944 0 R >> endobj -927 0 obj +958 0 obj << /Type /StructElem - /S /Reference - /P 926 0 R + /S /Table + /P 135 0 R /A [<< /O /Layout - /Placement /Block + /BorderColor [0 0 0] + /BorderThickness 1 >>] - /K [928 0 R] + /K [974 0 R 969 0 R 966 0 R 962 0 R 959 0 R] >> endobj -928 0 obj +959 0 obj << /Type /StructElem - /S /Link - /P 927 0 R - /K [929 0 R 84 85 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1224 0 R + /S /TR + /P 958 0 R + /K [961 0 R 960 0 R] +>> +endobj + +960 0 obj +<< + /Type /StructElem + /S /TD + /P 959 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [34 35 36] + /Pg 1944 0 R >> endobj -929 0 obj +961 0 obj << /Type /StructElem - /S /Lbl - /P 928 0 R - /K [83] - /Pg 1240 0 R + /S /TD + /P 959 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [33] + /Pg 1944 0 R >> endobj -930 0 obj +962 0 obj << /Type /StructElem - /S /TOCI - /P 917 0 R - /K [931 0 R] + /S /TR + /P 958 0 R + /K [965 0 R 963 0 R] >> endobj -931 0 obj +963 0 obj << /Type /StructElem - /S /Reference - /P 930 0 R + /S /TD + /P 962 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [932 0 R] + /K [964 0 R] >> endobj -932 0 obj +964 0 obj << /Type /StructElem - /S /Link - /P 931 0 R - /K [933 0 R 81 82 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1223 0 R - >>] - /Pg 1240 0 R + /S /Em + /P 963 0 R + /K [32] + /Pg 1944 0 R >> endobj -933 0 obj +965 0 obj << /Type /StructElem - /S /Lbl - /P 932 0 R - /K [80] - /Pg 1240 0 R + /S /TD + /P 962 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [31] + /Pg 1944 0 R >> endobj -934 0 obj +966 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [935 0 R] + /S /TR + /P 958 0 R + /K [968 0 R 967 0 R] >> endobj -935 0 obj +967 0 obj << /Type /StructElem - /S /Reference - /P 934 0 R + /S /TD + /P 966 0 R /A [<< + /O /Table + /Headers [] + >> << /O /Layout - /Placement /Block + /BorderStyle /Solid >>] - /K [936 0 R] + /K [30] + /Pg 1944 0 R >> endobj -936 0 obj +968 0 obj << /Type /StructElem - /S /Link - /P 935 0 R - /K [937 0 R 78 79 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1222 0 R + /S /TD + /P 966 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [29] + /Pg 1944 0 R >> endobj -937 0 obj +969 0 obj << /Type /StructElem - /S /Lbl - /P 936 0 R - /K [77] - /Pg 1240 0 R + /S /TR + /P 958 0 R + /K [972 0 R 970 0 R] >> endobj -938 0 obj +970 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [939 0 R] + /S /TD + /P 969 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid + >>] + /K [971 0 R] >> endobj -939 0 obj +971 0 obj << /Type /StructElem - /S /Reference - /P 938 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [940 0 R] + /S /Strong + /P 970 0 R + /K [28] + /Pg 1944 0 R >> endobj -940 0 obj +972 0 obj << /Type /StructElem - /S /Link - /P 939 0 R - /K [941 0 R 75 76 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1221 0 R + /S /TD + /P 969 0 R + /A [<< + /O /Table + /Headers [] + >> << + /O /Layout + /BorderStyle /Solid >>] - /Pg 1240 0 R + /K [973 0 R] >> endobj -941 0 obj +973 0 obj << /Type /StructElem - /S /Lbl - /P 940 0 R - /K [74] - /Pg 1240 0 R + /S /Strong + /P 972 0 R + /K [27] + /Pg 1944 0 R >> endobj -942 0 obj +974 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [943 0 R] + /S /Caption + /P 958 0 R + /K [975 0 R] >> endobj -943 0 obj +975 0 obj << /Type /StructElem - /S /Reference - /P 942 0 R + /S /Span + /P 974 0 R /A [<< /O /Layout /Placement /Block >>] - /K [944 0 R] + /K [37] + /Pg 1944 0 R >> endobj -944 0 obj +976 0 obj << /Type /StructElem - /S /Link - /P 943 0 R - /K [945 0 R 72 73 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1220 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [26] + /Pg 1944 0 R >> endobj -945 0 obj +977 0 obj << /Type /StructElem - /S /Lbl - /P 944 0 R - /K [71] - /Pg 1240 0 R + /S /H2 + /P 135 0 R + /T (Oversight Manipulation) + /K [24 25] + /Pg 1944 0 R >> endobj -946 0 obj +978 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [947 0 R] + /S /P + /P 135 0 R + /K [17 18 19 20 21 22 23] + /Pg 1944 0 R >> endobj -947 0 obj +979 0 obj << /Type /StructElem - /S /Reference - /P 946 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [948 0 R] + /S /P + /P 135 0 R + /K [982 0 R 5 981 0 R 7 8 9 10 11 12 980 0 R 14 15 16] + /Pg 1944 0 R >> endobj -948 0 obj +980 0 obj << /Type /StructElem - /S /Link - /P 947 0 R - /K [949 0 R 69 70 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1219 0 R - >>] - /Pg 1240 0 R + /S /Em + /P 979 0 R + /K [13] + /Pg 1944 0 R >> endobj -949 0 obj +981 0 obj << /Type /StructElem - /S /Lbl - /P 948 0 R - /K [68] - /Pg 1240 0 R ->> + /S /Em + /P 979 0 R + /K [6] + /Pg 1944 0 R +>> endobj -950 0 obj +982 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [951 0 R] + /S /Strong + /P 979 0 R + /K [4] + /Pg 1944 0 R >> endobj -951 0 obj +983 0 obj << /Type /StructElem - /S /Reference - /P 950 0 R - /A [<< - /O /Layout - /Placement /Block + /S /P + /P 135 0 R + /K [984 0 R 53 54 55 << + /Type /MCR + /MCID 0 + /Pg 1944 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1944 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1944 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1944 0 R >>] - /K [952 0 R] + /Pg 1942 0 R >> endobj -952 0 obj +984 0 obj << /Type /StructElem - /S /Link - /P 951 0 R - /K [953 0 R 66 67 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1218 0 R - >>] - /Pg 1240 0 R + /S /Strong + /P 983 0 R + /K [52] + /Pg 1942 0 R >> endobj -953 0 obj +985 0 obj << /Type /StructElem - /S /Lbl - /P 952 0 R - /K [65] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [49 50 51] + /Pg 1942 0 R >> endobj -954 0 obj +986 0 obj << /Type /StructElem - /S /TOC - /P 908 0 R - /K [959 0 R 955 0 R] + /S /H2 + /P 135 0 R + /T (Scenario Design) + /K [47 48] + /Pg 1942 0 R >> endobj -955 0 obj +987 0 obj << /Type /StructElem - /S /TOCI - /P 954 0 R - /K [956 0 R] + /S /P + /P 135 0 R + /K [45 46] + /Pg 1942 0 R >> endobj -956 0 obj +988 0 obj << /Type /StructElem - /S /Reference - /P 955 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [957 0 R] + /S /P + /P 135 0 R + /K [38 39 40 41 989 0 R 43 44] + /Pg 1942 0 R >> endobj -957 0 obj +989 0 obj << /Type /StructElem - /S /Link - /P 956 0 R - /K [958 0 R 63 64 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1217 0 R - >>] - /Pg 1240 0 R + /S /Code + /P 988 0 R + /K [42] + /Pg 1942 0 R >> endobj -958 0 obj +990 0 obj << /Type /StructElem - /S /Lbl - /P 957 0 R - /K [62] - /Pg 1240 0 R + /S /H3 + /P 135 0 R + /T (Reasoning Extraction) + /K [36 37] + /Pg 1942 0 R >> endobj -959 0 obj +991 0 obj << /Type /StructElem - /S /TOCI - /P 954 0 R - /K [960 0 R] + /S /P + /P 135 0 R + /K [20 21 22 995 0 R 24 994 0 R 26 993 0 R 28 992 0 R 30 31 32 33 34 35] + /Pg 1942 0 R >> endobj -960 0 obj +992 0 obj << /Type /StructElem - /S /Reference - /P 959 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [961 0 R] + /S /Code + /P 991 0 R + /K [29] + /Pg 1942 0 R >> endobj -961 0 obj +993 0 obj << /Type /StructElem - /S /Link - /P 960 0 R - /K [962 0 R 60 61 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1216 0 R - >>] - /Pg 1240 0 R + /S /Code + /P 991 0 R + /K [27] + /Pg 1942 0 R >> endobj -962 0 obj +994 0 obj << /Type /StructElem - /S /Lbl - /P 961 0 R - /K [59] - /Pg 1240 0 R + /S /Code + /P 991 0 R + /K [25] + /Pg 1942 0 R >> endobj -963 0 obj +995 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [964 0 R] + /S /Code + /P 991 0 R + /K [23] + /Pg 1942 0 R >> endobj -964 0 obj +996 0 obj << /Type /StructElem - /S /Reference - /P 963 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [965 0 R] + /S /H3 + /P 135 0 R + /T (Virtual File System) + /K [18 19] + /Pg 1942 0 R >> endobj -965 0 obj +997 0 obj << /Type /StructElem - /S /Link - /P 964 0 R - /K [966 0 R 57 58 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1215 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [10 11 12 13 14 15 16 17] + /Pg 1942 0 R >> endobj -966 0 obj +998 0 obj << /Type /StructElem - /S /Lbl - /P 965 0 R - /K [56] - /Pg 1240 0 R + /S /H2 + /P 135 0 R + /T (System Architecture) + /K [8 9] + /Pg 1942 0 R >> endobj -967 0 obj +999 0 obj << /Type /StructElem - /S /TOCI - /P 908 0 R - /K [968 0 R] + /S /P + /P 135 0 R + /K [6 7] + /Pg 1942 0 R >> endobj -968 0 obj +1000 0 obj << /Type /StructElem - /S /Reference - /P 967 0 R - /A [<< - /O /Layout - /Placement /Block + /S /P + /P 135 0 R + /K [40 41 42 43 << + /Type /MCR + /MCID 0 + /Pg 1942 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1942 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1942 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1942 0 R + >> << + /Type /MCR + /MCID 4 + /Pg 1942 0 R + >> << + /Type /MCR + /MCID 5 + /Pg 1942 0 R >>] - /K [969 0 R] + /Pg 1940 0 R >> endobj -969 0 obj +1001 0 obj << /Type /StructElem - /S /Link - /P 968 0 R - /K [970 0 R 54 55 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1214 0 R - >>] - /Pg 1240 0 R + /S /H3 + /P 135 0 R + /T (Rationale for Separate Studies) + /K [38 39] + /Pg 1940 0 R >> endobj -970 0 obj +1002 0 obj << /Type /StructElem - /S /Lbl - /P 969 0 R - /K [53] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [34 35 36 37] + /Pg 1940 0 R >> endobj -971 0 obj +1003 0 obj << /Type /StructElem - /S /TOCI - /P 814 0 R - /K [972 0 R] + /S /P + /P 135 0 R + /K [24 25 26 27 1004 0 R 29 30 31 32 33] + /Pg 1940 0 R >> endobj -972 0 obj +1004 0 obj << /Type /StructElem - /S /Reference - /P 971 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [973 0 R] + /S /Em + /P 1003 0 R + /K [28] + /Pg 1940 0 R >> endobj -973 0 obj +1005 0 obj << /Type /StructElem - /S /Link - /P 972 0 R - /K [974 0 R 51 52 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1213 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [18 19 20 21 22 23] + /Pg 1940 0 R >> endobj -974 0 obj +1006 0 obj << /Type /StructElem - /S /Lbl - /P 973 0 R - /K [50] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [14 15 16 17] + /Pg 1940 0 R >> endobj -975 0 obj +1007 0 obj << /Type /StructElem - /S /TOC - /P 814 0 R - /K [1000 0 R 996 0 R 992 0 R 988 0 R 984 0 R 980 0 R 976 0 R] + /S /H3 + /P 135 0 R + /T (Study 2: The Framing Effect) + /K [12 13] + /Pg 1940 0 R >> endobj -976 0 obj +1008 0 obj << /Type /StructElem - /S /TOCI - /P 975 0 R - /K [977 0 R] + /S /P + /P 135 0 R + /K [9 10 11] + /Pg 1940 0 R >> endobj -977 0 obj +1009 0 obj << /Type /StructElem - /S /Reference - /P 976 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [978 0 R] + /S /P + /P 135 0 R + /K [3 4 5 6 7 8] + /Pg 1940 0 R >> endobj -978 0 obj +1010 0 obj << /Type /StructElem - /S /Link - /P 977 0 R - /K [979 0 R 48 49 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1212 0 R + /S /P + /P 135 0 R + /K [63 64 65 66 << + /Type /MCR + /MCID 0 + /Pg 1940 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1940 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1940 0 R >>] - /Pg 1240 0 R + /Pg 1938 0 R >> endobj -979 0 obj +1011 0 obj << /Type /StructElem - /S /Lbl - /P 978 0 R - /K [47] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [55 56 1012 0 R 60 61 62] + /Pg 1938 0 R >> endobj -980 0 obj +1012 0 obj << /Type /StructElem - /S /TOCI - /P 975 0 R - /K [981 0 R] + /S /Formula + /P 1011 0 R + /K [57 58 59] + /Pg 1938 0 R >> endobj -981 0 obj +1013 0 obj << /Type /StructElem - /S /Reference - /P 980 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [982 0 R] + /S /H3 + /P 135 0 R + /T (Study 1: The Oversight Effect) + /K [53 54] + /Pg 1938 0 R >> endobj -982 0 obj +1014 0 obj << /Type /StructElem - /S /Link - /P 981 0 R - /K [983 0 R 45 46 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1211 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [40 41 42 1015 0 R 48 49 50 51 52] + /Pg 1938 0 R >> endobj -983 0 obj +1015 0 obj << /Type /StructElem - /S /Lbl - /P 982 0 R - /K [44] - /Pg 1240 0 R + /S /Formula + /P 1014 0 R + /K [43 44 45 46 47] + /Pg 1938 0 R >> endobj -984 0 obj +1016 0 obj << /Type /StructElem - /S /TOCI - /P 975 0 R - /K [985 0 R] + /S /H2 + /P 135 0 R + /T (Two-Phase Confirmatory Design) + /K [38 39] + /Pg 1938 0 R >> endobj -985 0 obj +1017 0 obj << /Type /StructElem - /S /Reference - /P 984 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [986 0 R] + /S /P + /P 135 0 R + /K [35 36 37] + /Pg 1938 0 R >> endobj -986 0 obj +1018 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [24 25 26 27 28 29 1019 0 R 33 34] + /Pg 1938 0 R +>> +endobj + +1019 0 obj << /Type /StructElem /S /Link - /P 985 0 R - /K [987 0 R 42 43 << + /P 1018 0 R + /K [30 << + /Type /OBJR + /Pg 1938 0 R + /Obj 1935 0 R + >> << /Type /OBJR - /Pg 1240 0 R - /Obj 1210 0 R + /Pg 1938 0 R + /Obj 1936 0 R + >> 1020 0 R 32 << + /Type /OBJR + /Pg 1938 0 R + /Obj 1937 0 R >>] - /Pg 1240 0 R + /Pg 1938 0 R >> endobj -987 0 obj +1020 0 obj << /Type /StructElem - /S /Lbl - /P 986 0 R - /K [41] - /Pg 1240 0 R + /S /Em + /P 1019 0 R + /K [31] + /Pg 1938 0 R >> endobj -988 0 obj +1021 0 obj << /Type /StructElem - /S /TOCI - /P 975 0 R - /K [989 0 R] + /S /P + /P 135 0 R + /K [19 20 21 22 23] + /Pg 1938 0 R >> endobj -989 0 obj +1022 0 obj << /Type /StructElem - /S /Reference - /P 988 0 R + /S /Formula + /P 135 0 R /A [<< /O /Layout /Placement /Block >>] - /K [990 0 R] + /K [7 8 9 10 11 12 13 14 15 16 17 18] + /Pg 1938 0 R >> endobj -990 0 obj +1023 0 obj << /Type /StructElem - /S /Link - /P 989 0 R - /K [991 0 R 39 40 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1209 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [3 4 5 6] + /Pg 1938 0 R >> endobj -991 0 obj +1024 0 obj << /Type /StructElem - /S /Lbl - /P 990 0 R - /K [38] - /Pg 1240 0 R + /S /H2 + /P 135 0 R + /T (Experimental Design) + /K [1 2] + /Pg 1938 0 R >> endobj -992 0 obj +1025 0 obj << /Type /StructElem - /S /TOCI - /P 975 0 R - /K [993 0 R] + /S /H1 + /P 135 0 R + /T (Methodology) + /K [1026 0 R] >> endobj -993 0 obj +1026 0 obj << /Type /StructElem - /S /Reference - /P 992 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [994 0 R] + /S /P + /P 1025 0 R + /K [0] + /Pg 1938 0 R >> endobj -994 0 obj +1027 0 obj << /Type /StructElem - /S /Link - /P 993 0 R - /K [995 0 R 36 37 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1208 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [10 11 12 13 14 15 16] + /Pg 1933 0 R >> endobj -995 0 obj +1028 0 obj << /Type /StructElem - /S /Lbl - /P 994 0 R - /K [35] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [3 4 5 6 7 8 9] + /Pg 1933 0 R >> endobj -996 0 obj +1029 0 obj << /Type /StructElem - /S /TOCI - /P 975 0 R - /K [997 0 R] + /S /P + /P 135 0 R + /K [41 42 43 44 45 << + /Type /MCR + /MCID 0 + /Pg 1933 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1933 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1933 0 R + >>] + /Pg 1931 0 R >> endobj -997 0 obj +1030 0 obj << /Type /StructElem - /S /Reference - /P 996 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [998 0 R] + /S /P + /P 135 0 R + /K [31 1031 0 R 33 34 35 36 37 38 39 40] + /Pg 1931 0 R >> endobj -998 0 obj +1031 0 obj << /Type /StructElem /S /Link - /P 997 0 R - /K [999 0 R 33 34 << + /P 1030 0 R + /K [32 << /Type /OBJR - /Pg 1240 0 R - /Obj 1207 0 R + /Pg 1931 0 R + /Obj 1930 0 R >>] - /Pg 1240 0 R + /Pg 1931 0 R >> endobj -999 0 obj +1032 0 obj << /Type /StructElem - /S /Lbl - /P 998 0 R - /K [32] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [23 24 25 26 27 28 29 30] + /Pg 1931 0 R >> endobj -1000 0 obj +1033 0 obj << /Type /StructElem - /S /TOCI - /P 975 0 R - /K [1001 0 R] + /S /P + /P 135 0 R + /K [16 17 18 19 20 21 22] + /Pg 1931 0 R >> endobj -1001 0 obj +1034 0 obj << /Type /StructElem - /S /Reference - /P 1000 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1002 0 R] + /S /P + /P 135 0 R + /K [9 10 11 12 13 14 15] + /Pg 1931 0 R >> endobj -1002 0 obj +1035 0 obj << /Type /StructElem - /S /Link - /P 1001 0 R - /K [1003 0 R 30 31 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1206 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [4 5 6 7 8] + /Pg 1931 0 R >> endobj -1003 0 obj +1036 0 obj << /Type /StructElem - /S /Lbl - /P 1002 0 R - /K [29] - /Pg 1240 0 R + /S /H2 + /P 135 0 R + /T (Toward Multi-Pronged Detection) + /K [2 3] + /Pg 1931 0 R >> endobj -1004 0 obj +1037 0 obj << /Type /StructElem - /S /TOCI - /P 814 0 R - /K [1005 0 R] + /S /P + /P 135 0 R + /K [45 46 47 48 49 50 51 52 << + /Type /MCR + /MCID 0 + /Pg 1931 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1931 0 R + >>] + /Pg 1928 0 R >> endobj -1005 0 obj +1038 0 obj << /Type /StructElem - /S /Reference - /P 1004 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1006 0 R] + /S /P + /P 135 0 R + /K [32 33 1039 0 R 37 38 39 40 41 42 43 44] + /Pg 1928 0 R >> endobj -1006 0 obj +1039 0 obj << /Type /StructElem /S /Link - /P 1005 0 R - /K [1007 0 R 27 28 << + /P 1038 0 R + /K [34 << + /Type /OBJR + /Pg 1928 0 R + /Obj 1925 0 R + >> << + /Type /OBJR + /Pg 1928 0 R + /Obj 1926 0 R + >> 1040 0 R 36 << /Type /OBJR - /Pg 1240 0 R - /Obj 1205 0 R + /Pg 1928 0 R + /Obj 1927 0 R >>] - /Pg 1240 0 R + /Pg 1928 0 R >> endobj -1007 0 obj +1040 0 obj << /Type /StructElem - /S /Lbl - /P 1006 0 R - /K [26] - /Pg 1240 0 R + /S /Em + /P 1039 0 R + /K [35] + /Pg 1928 0 R >> endobj -1008 0 obj +1041 0 obj << /Type /StructElem - /S /TOC - /P 814 0 R - /K [1029 0 R 1025 0 R 1021 0 R 1017 0 R 1013 0 R 1009 0 R] + /S /P + /P 135 0 R + /K [1042 0 R 25 26 27 28 29 30 31] + /Pg 1928 0 R >> endobj -1009 0 obj +1042 0 obj << /Type /StructElem - /S /TOCI - /P 1008 0 R - /K [1010 0 R] + /S /Link + /P 1041 0 R + /K [22 << + /Type /OBJR + /Pg 1928 0 R + /Obj 1922 0 R + >> << + /Type /OBJR + /Pg 1928 0 R + /Obj 1923 0 R + >> 1043 0 R 24 << + /Type /OBJR + /Pg 1928 0 R + /Obj 1924 0 R + >>] + /Pg 1928 0 R >> endobj -1010 0 obj +1043 0 obj << /Type /StructElem - /S /Reference - /P 1009 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1011 0 R] + /S /Em + /P 1042 0 R + /K [23] + /Pg 1928 0 R >> endobj -1011 0 obj +1044 0 obj << /Type /StructElem - /S /Link - /P 1010 0 R - /K [1012 0 R 24 25 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1204 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [18 19 20 21] + /Pg 1928 0 R >> endobj -1012 0 obj +1045 0 obj << /Type /StructElem - /S /Lbl - /P 1011 0 R - /K [23] - /Pg 1240 0 R + /S /H2 + /P 135 0 R + /T (Hybrid Threats and the Need for Practical Evaluation) + /K [16 17] + /Pg 1928 0 R >> endobj -1013 0 obj +1046 0 obj << /Type /StructElem - /S /TOCI - /P 1008 0 R - /K [1014 0 R] + /S /P + /P 135 0 R + /K [9 10 11 12 13 14 15] + /Pg 1928 0 R >> endobj -1014 0 obj +1047 0 obj << /Type /StructElem - /S /Reference - /P 1013 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1015 0 R] + /S /P + /P 135 0 R + /K [2 3 4 5 6 7 8] + /Pg 1928 0 R >> endobj -1015 0 obj +1048 0 obj << /Type /StructElem - /S /Link - /P 1014 0 R - /K [1016 0 R 21 22 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1203 0 R + /S /P + /P 135 0 R + /K [40 1049 0 R 42 43 44 45 46 47 48 << + /Type /MCR + /MCID 0 + /Pg 1928 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1928 0 R >>] - /Pg 1240 0 R + /Pg 1920 0 R >> endobj -1016 0 obj +1049 0 obj << /Type /StructElem - /S /Lbl - /P 1015 0 R - /K [20] - /Pg 1240 0 R + /S /Link + /P 1048 0 R + /K [41 << + /Type /OBJR + /Pg 1920 0 R + /Obj 1919 0 R + >>] + /Pg 1920 0 R >> endobj -1017 0 obj +1050 0 obj << /Type /StructElem - /S /TOCI - /P 1008 0 R - /K [1018 0 R] + /S /P + /P 135 0 R + /K [33 34 35 36 37 38 39] + /Pg 1920 0 R >> endobj -1018 0 obj +1051 0 obj << /Type /StructElem - /S /Reference - /P 1017 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1019 0 R] + /S /P + /P 135 0 R + /K [20 1053 0 R 22 1052 0 R 24 25 26 27 28 29 30 31 32] + /Pg 1920 0 R >> endobj -1019 0 obj +1052 0 obj << /Type /StructElem /S /Link - /P 1018 0 R - /K [1020 0 R 18 19 << + /P 1051 0 R + /K [23 << /Type /OBJR - /Pg 1240 0 R - /Obj 1202 0 R + /Pg 1920 0 R + /Obj 1918 0 R >>] - /Pg 1240 0 R + /Pg 1920 0 R >> endobj -1020 0 obj +1053 0 obj << /Type /StructElem - /S /Lbl - /P 1019 0 R - /K [17] - /Pg 1240 0 R + /S /Strong + /P 1051 0 R + /K [21] + /Pg 1920 0 R >> endobj -1021 0 obj +1054 0 obj << /Type /StructElem - /S /TOCI - /P 1008 0 R - /K [1022 0 R] + /S /P + /P 135 0 R + /K [15 16 17 18 19] + /Pg 1920 0 R >> endobj -1022 0 obj +1055 0 obj << /Type /StructElem - /S /Reference - /P 1021 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1023 0 R] + /S /H2 + /P 135 0 R + /T (Rationalization and Moral Framing: How Deception Becomes Justified) + /K [11 12 13 14] + /Pg 1920 0 R >> endobj -1023 0 obj +1056 0 obj << /Type /StructElem - /S /Link - /P 1022 0 R - /K [1024 0 R 15 16 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1201 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [4 1057 0 R 6 7 8 9 10] + /Pg 1920 0 R >> endobj -1024 0 obj +1057 0 obj << /Type /StructElem - /S /Lbl - /P 1023 0 R - /K [14] - /Pg 1240 0 R + /S /Strong + /P 1056 0 R + /K [5] + /Pg 1920 0 R >> endobj -1025 0 obj +1058 0 obj << /Type /StructElem - /S /TOCI - /P 1008 0 R - /K [1026 0 R] + /S /P + /P 135 0 R + /K [56 57 58 << + /Type /MCR + /MCID 0 + /Pg 1920 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1920 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1920 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1920 0 R + >>] + /Pg 1916 0 R >> endobj -1026 0 obj +1059 0 obj << /Type /StructElem - /S /Reference - /P 1025 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1027 0 R] + /S /P + /P 135 0 R + /K [48 49 1060 0 R 53 54 55] + /Pg 1916 0 R >> endobj -1027 0 obj +1060 0 obj << /Type /StructElem /S /Link - /P 1026 0 R - /K [1028 0 R 12 13 << + /P 1059 0 R + /K [50 << + /Type /OBJR + /Pg 1916 0 R + /Obj 1913 0 R + >> << /Type /OBJR - /Pg 1240 0 R - /Obj 1200 0 R + /Pg 1916 0 R + /Obj 1914 0 R + >> 1061 0 R 52 << + /Type /OBJR + /Pg 1916 0 R + /Obj 1915 0 R >>] - /Pg 1240 0 R + /Pg 1916 0 R >> endobj -1028 0 obj +1061 0 obj << /Type /StructElem - /S /Lbl - /P 1027 0 R - /K [11] - /Pg 1240 0 R + /S /Em + /P 1060 0 R + /K [51] + /Pg 1916 0 R >> endobj -1029 0 obj +1062 0 obj << /Type /StructElem - /S /TOCI - /P 1008 0 R - /K [1030 0 R] + /S /H2 + /P 135 0 R + /T (The Obfuscation Problem: Limits of Reasoning-Trace-Based Detection) + /K [44 45 46 47] + /Pg 1916 0 R >> endobj -1030 0 obj +1063 0 obj << /Type /StructElem - /S /Reference - /P 1029 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1031 0 R] + /S /P + /P 135 0 R + /K [36 37 38 39 40 41 42 43] + /Pg 1916 0 R >> endobj -1031 0 obj +1064 0 obj +<< + /Type /StructElem + /S /P + /P 135 0 R + /K [23 24 1065 0 R 28 29 30 31 32 33 34 35] + /Pg 1916 0 R +>> +endobj + +1065 0 obj << /Type /StructElem /S /Link - /P 1030 0 R - /K [1032 0 R 9 10 << + /P 1064 0 R + /K [25 << /Type /OBJR - /Pg 1240 0 R - /Obj 1199 0 R + /Pg 1916 0 R + /Obj 1910 0 R + >> << + /Type /OBJR + /Pg 1916 0 R + /Obj 1911 0 R + >> 1066 0 R 27 << + /Type /OBJR + /Pg 1916 0 R + /Obj 1912 0 R >>] - /Pg 1240 0 R + /Pg 1916 0 R >> endobj -1032 0 obj +1066 0 obj << /Type /StructElem - /S /Lbl - /P 1031 0 R - /K [8] - /Pg 1240 0 R + /S /Em + /P 1065 0 R + /K [26] + /Pg 1916 0 R >> endobj -1033 0 obj +1067 0 obj << /Type /StructElem - /S /TOCI - /P 814 0 R - /K [1034 0 R] + /S /P + /P 135 0 R + /K [16 17 18 19 20 21 22] + /Pg 1916 0 R >> endobj -1034 0 obj +1068 0 obj << /Type /StructElem - /S /Reference - /P 1033 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1035 0 R] + /S /P + /P 135 0 R + /K [0 1071 0 R 2 1069 0 R 6 7 8 9 10 11 12 13 14 15] + /Pg 1916 0 R >> endobj -1035 0 obj +1069 0 obj << /Type /StructElem /S /Link - /P 1034 0 R - /K [1036 0 R 6 7 << + /P 1068 0 R + /K [3 << + /Type /OBJR + /Pg 1916 0 R + /Obj 1907 0 R + >> << + /Type /OBJR + /Pg 1916 0 R + /Obj 1908 0 R + >> 1070 0 R 5 << /Type /OBJR - /Pg 1240 0 R - /Obj 1198 0 R + /Pg 1916 0 R + /Obj 1909 0 R >>] - /Pg 1240 0 R + /Pg 1916 0 R >> endobj -1036 0 obj +1070 0 obj << /Type /StructElem - /S /Lbl - /P 1035 0 R - /K [5] - /Pg 1240 0 R + /S /Em + /P 1069 0 R + /K [4] + /Pg 1916 0 R >> endobj -1037 0 obj +1071 0 obj << /Type /StructElem - /S /TOCI - /P 814 0 R - /K [1038 0 R] + /S /Strong + /P 1068 0 R + /K [1] + /Pg 1916 0 R >> endobj -1038 0 obj +1072 0 obj << /Type /StructElem - /S /Reference - /P 1037 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1039 0 R] + /S /P + /P 135 0 R + /K [1073 0 R 37 38 39 40 41 42 43 44 45] + /Pg 1905 0 R >> endobj -1039 0 obj +1073 0 obj << /Type /StructElem /S /Link - /P 1038 0 R - /K [3 4 << + /P 1072 0 R + /K [36 << /Type /OBJR - /Pg 1240 0 R - /Obj 1197 0 R + /Pg 1905 0 R + /Obj 1904 0 R >>] - /Pg 1240 0 R + /Pg 1905 0 R >> endobj -1040 0 obj +1074 0 obj << /Type /StructElem - /S /TOCI - /P 814 0 R - /K [1041 0 R] + /S /P + /P 135 0 R + /K [33 34 35] + /Pg 1905 0 R >> endobj -1041 0 obj +1075 0 obj << /Type /StructElem - /S /Reference - /P 1040 0 R - /A [<< - /O /Layout - /Placement /Block - >>] - /K [1042 0 R] + /S /H2 + /P 135 0 R + /T (Oversight and Monitoring: The Alignment Faking Phenomenon) + /K [31 32] + /Pg 1905 0 R >> endobj -1042 0 obj +1076 0 obj << /Type /StructElem - /S /Link - /P 1041 0 R - /K [1 2 << - /Type /OBJR - /Pg 1240 0 R - /Obj 1196 0 R - >>] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [24 25 26 27 28 29 30] + /Pg 1905 0 R >> endobj -1043 0 obj +1077 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Contents) - /K [0] - /Pg 1240 0 R + /S /P + /P 135 0 R + /K [17 18 19 20 21 22 23] + /Pg 1905 0 R >> endobj -1044 0 obj +1078 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Acknowledgments) - /K [0] - /Pg 1194 0 R + /S /P + /P 135 0 R + /K [10 11 12 13 14 15 16] + /Pg 1905 0 R >> endobj -1045 0 obj +1079 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [17 18 19 20 1046 0 R 23 24 25] - /Pg 1192 0 R + /P 135 0 R + /K [7 8 9] + /Pg 1905 0 R >> endobj -1046 0 obj +1080 0 obj << /Type /StructElem - /S /Em - /P 1045 0 R - /K [21 22] - /Pg 1192 0 R + /S /H2 + /P 135 0 R + /T (The Oversight Perception Gap: A Critical Unexplored Variable) + /K [5 6] + /Pg 1905 0 R >> endobj -1047 0 obj +1081 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [5 6 7 8 9 1050 0 R 11 1049 0 R 13 1048 0 R 15 16] - /Pg 1192 0 R ->> -endobj - -1048 0 obj -<< - /Type /StructElem - /S /Strong - /P 1047 0 R - /K [14] - /Pg 1192 0 R ->> -endobj - -1049 0 obj -<< - /Type /StructElem - /S /Strong - /P 1047 0 R - /K [12] - /Pg 1192 0 R + /P 135 0 R + /K [42 1083 0 R 46 47 48 1082 0 R 50 51 << + /Type /MCR + /MCID 0 + /Pg 1905 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1905 0 R + >> << + /Type /MCR + /MCID 2 + /Pg 1905 0 R + >> << + /Type /MCR + /MCID 3 + /Pg 1905 0 R + >> << + /Type /MCR + /MCID 4 + /Pg 1905 0 R + >>] + /Pg 1902 0 R >> endobj -1050 0 obj +1082 0 obj << /Type /StructElem - /S /Strong - /P 1047 0 R - /K [10] - /Pg 1192 0 R + /S /Link + /P 1081 0 R + /K [49 << + /Type /OBJR + /Pg 1902 0 R + /Obj 1901 0 R + >>] + /Pg 1902 0 R >> endobj -1051 0 obj +1083 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [1 2 3 4] - /Pg 1192 0 R + /S /Link + /P 1081 0 R + /K [43 << + /Type /OBJR + /Pg 1902 0 R + /Obj 1898 0 R + >> << + /Type /OBJR + /Pg 1902 0 R + /Obj 1899 0 R + >> 1084 0 R 45 << + /Type /OBJR + /Pg 1902 0 R + /Obj 1900 0 R + >>] + /Pg 1902 0 R >> endobj -1052 0 obj +1084 0 obj << /Type /StructElem - /S /H1 - /P 91 0 R - /T (Abstract) - /K [0] - /Pg 1192 0 R + /S /Em + /P 1083 0 R + /K [44] + /Pg 1902 0 R >> endobj -1053 0 obj +1085 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [12] - /Pg 1190 0 R + /P 135 0 R + /K [36 37 38 39 40 41] + /Pg 1902 0 R >> endobj -1054 0 obj +1086 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [10 11] - /Pg 1190 0 R + /P 135 0 R + /K [1087 0 R 29 30 31 32 33 34 35] + /Pg 1902 0 R >> endobj -1055 0 obj +1087 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [7 8 9] - /Pg 1190 0 R + /S /Link + /P 1086 0 R + /K [28 << + /Type /OBJR + /Pg 1902 0 R + /Obj 1897 0 R + >>] + /Pg 1902 0 R >> endobj -1056 0 obj +1088 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [5 6] - /Pg 1190 0 R + /P 135 0 R + /K [19 1089 0 R 21 22 23 24 25 26 27] + /Pg 1902 0 R >> endobj -1057 0 obj +1089 0 obj << /Type /StructElem - /S /P - /P 91 0 R - /K [3 4] - /Pg 1190 0 R + /S /Link + /P 1088 0 R + /K [20 << + /Type /OBJR + /Pg 1902 0 R + /Obj 1896 0 R + >>] + /Pg 1902 0 R >> endobj -1058 0 obj +1090 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [2] - /Pg 1190 0 R + /P 135 0 R + /K [11 12 13 14 15 16 17 18] + /Pg 1902 0 R >> endobj -1059 0 obj +1091 0 obj << /Type /StructElem /S /P - /P 91 0 R - /K [1] - /Pg 1190 0 R + /P 135 0 R + /K [1092 0 R 3 4 5 6 7 8 9 10] + /Pg 1902 0 R >> endobj -1060 0 obj +1092 0 obj << /Type /StructElem - /S /Figure - /P 91 0 R - /A [<< - /O /Layout - /Placement /Block + /S /Link + /P 1091 0 R + /K [0 << + /Type /OBJR + /Pg 1902 0 R + /Obj 1893 0 R + >> << + /Type /OBJR + /Pg 1902 0 R + /Obj 1894 0 R + >> 1093 0 R 2 << + /Type /OBJR + /Pg 1902 0 R + /Obj 1895 0 R >>] - /K [0] - /Pg 1190 0 R + /Pg 1902 0 R >> endobj -1061 0 obj +1093 0 obj << - /Type /PageLabel + /Type /StructElem + /S /Em + /P 1092 0 R + /K [1] + /Pg 1902 0 R >> endobj -1062 0 obj +1094 0 obj << - /Type /PageLabel - /S /r - /St 1 + /Type /StructElem + /S /P + /P 135 0 R + /K [48 49 50 51 52 53 54 55] + /Pg 1891 0 R >> endobj -1063 0 obj +1095 0 obj << - /Type /PageLabel - /S /r - /St 2 + /Type /StructElem + /S /P + /P 135 0 R + /K [1096 0 R 38 39 40 41 42 43 44 45 46 47] + /Pg 1891 0 R >> endobj -1064 0 obj +1096 0 obj << - /Type /PageLabel - /S /r - /St 3 + /Type /StructElem + /S /Link + /P 1095 0 R + /K [37 << + /Type /OBJR + /Pg 1891 0 R + /Obj 1890 0 R + >>] + /Pg 1891 0 R >> endobj -1065 0 obj +1097 0 obj << - /Type /PageLabel - /S /r - /St 4 + /Type /StructElem + /S /P + /P 135 0 R + /K [28 29 30 31 32 33 34 35 36] + /Pg 1891 0 R >> endobj -1066 0 obj +1098 0 obj << - /Type /PageLabel - /S /D - /St 1 + /Type /StructElem + /S /P + /P 135 0 R + /K [14 1099 0 R 18 19 20 21 22 23 24 25 26 27] + /Pg 1891 0 R >> endobj -1067 0 obj +1099 0 obj << - /Type /PageLabel - /S /D - /St 2 + /Type /StructElem + /S /Link + /P 1098 0 R + /K [15 << + /Type /OBJR + /Pg 1891 0 R + /Obj 1887 0 R + >> << + /Type /OBJR + /Pg 1891 0 R + /Obj 1888 0 R + >> 1100 0 R 17 << + /Type /OBJR + /Pg 1891 0 R + /Obj 1889 0 R + >>] + /Pg 1891 0 R >> endobj -1068 0 obj +1100 0 obj << - /Type /PageLabel - /S /D - /St 3 + /Type /StructElem + /S /Em + /P 1099 0 R + /K [16] + /Pg 1891 0 R >> endobj -1069 0 obj +1101 0 obj << - /Type /PageLabel - /S /D - /St 4 + /Type /StructElem + /S /H2 + /P 135 0 R + /T (Empirical Precedents: In-Context Scheming as an Emergent Capability) + /K [10 11 12 13] + /Pg 1891 0 R >> endobj -1070 0 obj +1102 0 obj << - /Type /PageLabel - /S /D - /St 5 + /Type /StructElem + /S /P + /P 135 0 R + /K [65 1105 0 R 67 68 69 << + /Type /MCR + /MCID 0 + /Pg 1891 0 R + >> << + /Type /MCR + /MCID 1 + /Pg 1891 0 R + >> 1103 0 R << + /Type /MCR + /MCID 5 + /Pg 1891 0 R + >> << + /Type /MCR + /MCID 6 + /Pg 1891 0 R + >> << + /Type /MCR + /MCID 7 + /Pg 1891 0 R + >> << + /Type /MCR + /MCID 8 + /Pg 1891 0 R + >> << + /Type /MCR + /MCID 9 + /Pg 1891 0 R + >>] + /Pg 1882 0 R >> endobj -1071 0 obj +1103 0 obj << - /Type /PageLabel - /S /D - /St 6 + /Type /StructElem + /S /Link + /P 1102 0 R + /K [2 << + /Type /OBJR + /Pg 1891 0 R + /Obj 1884 0 R + >> << + /Type /OBJR + /Pg 1891 0 R + /Obj 1885 0 R + >> 1104 0 R 4 << + /Type /OBJR + /Pg 1891 0 R + /Obj 1886 0 R + >>] + /Pg 1891 0 R >> endobj -1072 0 obj +1104 0 obj << - /Type /PageLabel - /S /D - /St 7 + /Type /StructElem + /S /Em + /P 1103 0 R + /K [3] + /Pg 1891 0 R >> endobj -1073 0 obj +1105 0 obj << - /Type /PageLabel - /S /D - /St 8 + /Type /StructElem + /S /Strong + /P 1102 0 R + /K [66] + /Pg 1882 0 R >> endobj -1074 0 obj +1106 0 obj << - /Type /PageLabel - /S /D - /St 9 + /Type /StructElem + /S /P + /P 135 0 R + /K [51 1109 0 R 53 54 55 56 1107 0 R 60 61 62 63 64] + /Pg 1882 0 R >> endobj -1075 0 obj +1107 0 obj << - /Type /PageLabel - /S /D - /St 10 + /Type /StructElem + /S /Link + /P 1106 0 R + /K [57 << + /Type /OBJR + /Pg 1882 0 R + /Obj 1879 0 R + >> << + /Type /OBJR + /Pg 1882 0 R + /Obj 1880 0 R + >> 1108 0 R 59 << + /Type /OBJR + /Pg 1882 0 R + /Obj 1881 0 R + >>] + /Pg 1882 0 R >> endobj -1076 0 obj +1108 0 obj << - /Type /PageLabel - /S /D - /St 11 + /Type /StructElem + /S /Em + /P 1107 0 R + /K [58] + /Pg 1882 0 R >> endobj -1077 0 obj +1109 0 obj << - /Type /PageLabel - /S /D - /St 12 + /Type /StructElem + /S /Strong + /P 1106 0 R + /K [52] + /Pg 1882 0 R >> endobj -1078 0 obj +1110 0 obj << - /Type /PageLabel - /S /D - /St 13 + /Type /StructElem + /S /P + /P 135 0 R + /K [32 33 34 1113 0 R 38 39 40 41 42 1111 0 R 46 47 48 49 50] + /Pg 1882 0 R >> endobj -1079 0 obj +1111 0 obj << - /Type /PageLabel - /S /D - /St 14 + /Type /StructElem + /S /Link + /P 1110 0 R + /K [43 << + /Type /OBJR + /Pg 1882 0 R + /Obj 1876 0 R + >> << + /Type /OBJR + /Pg 1882 0 R + /Obj 1877 0 R + >> 1112 0 R 45 << + /Type /OBJR + /Pg 1882 0 R + /Obj 1878 0 R + >>] + /Pg 1882 0 R >> endobj -1080 0 obj +1112 0 obj << - /Type /PageLabel - /S /D - /St 15 + /Type /StructElem + /S /Em + /P 1111 0 R + /K [44] + /Pg 1882 0 R >> endobj -1081 0 obj +1113 0 obj << - /Type /PageLabel - /S /D - /St 16 + /Type /StructElem + /S /Link + /P 1110 0 R + /K [35 << + /Type /OBJR + /Pg 1882 0 R + /Obj 1873 0 R + >> << + /Type /OBJR + /Pg 1882 0 R + /Obj 1874 0 R + >> 1114 0 R 37 << + /Type /OBJR + /Pg 1882 0 R + /Obj 1875 0 R + >>] + /Pg 1882 0 R >> endobj -1082 0 obj +1114 0 obj << - 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00000 n +0000564002 00000 n trailer << - /Size 1357 - /Root 1356 0 R - /Info 1354 0 R - /ID [(kZlI8s0frylexlmYvRpinA==) (bo8w6vtj+Zk7EQAGzM8wiw==)] + /Size 2038 + /Root 2037 0 R + /Info 2035 0 R + /ID [(u1f2emcnY3/Zf9jhQ/HqvA==) (NMvmsHMc+Ym8u7x7+B7o9g==)] >> startxref -359569 +564263 %%EOF \ No newline at end of file diff --git a/docs/final/main.typ b/docs/final/main.typ index 5d55579..169545e 100644 --- a/docs/final/main.typ +++ b/docs/final/main.typ @@ -1,7 +1,8 @@ #import "template.typ": * #show: project.with( - title: "Strategic Deception Under Varying Oversight Levels in Autonomous AI Agents", + title: "Moral Cover and Watchful Eyes: + The Limits of In-Context Interventions on LLM Deception", author: "Jayrup Nakawala", student_id: "2613621", degree: "Data Science and Artificial Intelligence", @@ -9,11 +10,11 @@ date: datetime(year: 2025, month: 10, day: 13), abstract: [ - Large Language Models are increasingly being used in high-stakes agentic environments. How these models behave in agentic environments under varying oversight, and whether they can deter deceptive compliance, is an important question. In this paper, we study how LLMs behave when given conflicting directives to act in high-stakes environments. + Large Language Models are increasingly deployed as tool-using agents in settings where they may face conflicting objectives. This dissertation studies whether in-context oversight cues and hidden-goal framing can meaningfully reduce deceptive behavior in such agents. To do so, it introduces a sandboxed evaluation framework in which models interact with a virtual file system and are assessed using three complementary signals: deterministic regex checks, blackbox output judgment, and glassbox reasoning-trace judgment. - We introduce a multi-layered evaluation framework capable of isolating LLM behavior under conflicting directives, capturing both reasoning traces (where accessible) and final outputs across varying oversight conditions. The LLMs are given access to a VFS (Virtual File System) along with tools, to simulate a realistic scenario. The judging framework works on three complimentary evaluation methods: *regex checks* (simplest and deterministic), *blackbox* (based on the final output/action), and *glassbox* (based on model's reasoning/intent). + The empirical study comprises 960 runs across three stages: a 420-run exploratory pilot over seven models, followed by two 270-run confirmatory studies over three models. The pilot suggested that deception was common (68.3% of runs) and appeared lower under stronger oversight, but also revealed a major confound between scenario structure and hidden-goal framing. The confirmatory studies isolate these variables. Study 1 finds that increasing oversight does not significantly reduce deceptive intent when scenario and goal type are held constant. Instead, internal deceptive intent remains stable at roughly 62--67%, while output-level detectability falls from 47.8% under low oversight to 35.6% under high oversight, producing a persistent _Stealth Gap_ between intent and externally visible behavior. Study 2 rejects the rationalization hypothesis: deception rates remain effectively unchanged across bare, moral, and self-serving framings (65.6--66.7%). - Across 420 experimental runs involving seven LLMs of varying size and architecture, we observe substantially higher rates (87% vs 50%) of deceptive behavior when actions are framed with a moral or rationalized directive compared to when they are framed as self-serving. Furthermore, we find evidence of a concerning pattern we call the _Oversight Paradox_: while strict monitoring significantly reduces self-serving deception, it has no statistical effect on rationalized deception. Given the limited scope of our study, these results should be interpreted as exploratory rather than conclusive. + Across both confirmatory studies, model identity is a far stronger predictor of deception than either intervention. Frontier models show near-ceiling deception across conditions, while a smaller model shows near-floor rates and limited oversight sensitivity. These findings suggest that prompt-level oversight and moral framing are weak controls on deceptive agent behavior, and that output-only monitoring may systematically underestimate risk by missing strategically concealed intent. ], acknowledgments: [ diff --git a/docs/final/methodology.typ b/docs/final/methodology.typ index 0032f01..87aff01 100644 --- a/docs/final/methodology.typ +++ b/docs/final/methodology.typ @@ -8,6 +8,36 @@ The reasoning traces are treated as observable behavioral outputs rather than re Known limitations are declared: the obfuscation problem (methods assume human-legible reasoning), hybrid threats (trained-in backdoors are excluded), and environmental fidelity (the VFS sandbox is simplified). +== Two-Phase Confirmatory Design + +The v2 experimental design departs from the full factorial structure employed in v1, adopting instead a two-phase confirmatory approach. This revision addresses a critical methodological limitation: the full $3 times 3 times 2$ factorial (oversight × goal type × scenario) would yield 1,620 total runs, creating substantial resource demands while introducing interpretational challenges from three-way interaction effects. The two-phase design isolates key variables into standalone, interpretable studies. + +=== Study 1: The Oversight Effect + +Study 1 examines whether increased oversight intensity reduces deceptive behavior. The design employs a $3 times 3$ structure: three models (DeepSeek V3.2, Gemini 3.1 Pro, GLM-5.1) crossed with three oversight levels (low, mid, high), with 30 replicates per cell yielding 270 total runs. + +The scenario selection for Study 1 is deliberate and exclusive: only the corporate_sabotage_v2 scenario is used. This isolation serves an important methodological function. By holding the scenario constant, any observed variation in deception rates can be attributed to the oversight manipulation rather than scenario-specific effects. The corporate sabotage scenario provides a clean test case because it presents explicit adversarial framing—a direct instruction to protect a specific company's reputation—which models should recognize as problematic if oversight cues are salient. + +Furthermore, Study 1 employs only the "bare" goal type: the hidden goal is presented without any moral or self-serving framing. This serves as a control condition, establishing baseline deceptive behavior without the complicating factor of rationalization. If models deceive when given straightforward adversarial instructions but are deterred by oversight, this provides clear evidence that oversight mechanisms can influence behavior even in the absence of narrative framing that might enable post-hoc justification. + +The expected contribution of Study 1 is a clean test of the oversight-deception relationship. By isolating this variable, we can establish whether the hypothesized deterrent effect exists and characterize its magnitude across different model architectures. + +=== Study 2: The Framing Effect + +Study 2 shifts focus to examine how goal framing influences deceptive behavior independent of oversight variation. The design again uses three models, but now crosses them with three goal types (bare, moral, self_serving) while holding the oversight level fixed at mid (10% random review). + +The mid-level oversight condition was selected for Study 2 because it represents a moderate baseline: not so lenient as to permit unfettered deception, but not so stringent as to produce ceiling effects where all models refuse. This allows us to detect variation in how different framings influence behavior under conditions approximating real-world deployment scenarios. + +The scenario for Study 2 is child_protection, which tests a fundamentally different deception mechanism than corporate sabotage. Where corporate sabotage tests explicit adversarial framing, child protection tests _bureaucratic rationalisation_—deception that emerges from morally justified, procedurally plausible objectives. By testing whether moral framing ("prudent resource allocation") increases compliance compared to bare instructions, Study 2 directly addresses the rationalization hypothesis: that models are more likely to deceive when they can frame their actions as serving legitimate goals. + +The expected contribution is a test of whether rationalization enables deception even under fixed oversight conditions. If moral framing significantly increases deception rates, this suggests that current oversight paradigms may be poorly aligned with the dominant failure modes of automated decision systems. + +=== Rationale for Separate Studies + +The decision to separate these investigations rather than combine them into a full factorial design reflects several methodological considerations. First, three-way interactions (model × oversight × framing) are notoriously difficult to interpret; main effects and two-way interactions can be obscured by complex higher-order effects. Second, each study is designed to provide a standalone, interpretable result capable of standing alone should resource constraints prevent completion of the full protocol. Third, the phased structure allows Study 2 to build upon Study 1 findings: if Study 1 establishes that oversight has limited deterrent effect, Study 2 can examine whether rationalization further erodes what little protection oversight provides. + +The total design yields 540 runs—substantially more efficient than the 1,620 runs required for full factorial—while maintaining statistical power for the targeted comparisons of interest. + == System Architecture To evaluate agents in realistic, multi-turn loops rather than single-turn prompts, we developed a custom orchestration framework. The agent manages a continuous conversation loop (maximum 20 turns), executing tools and updating state autonomously based on the system prompt directives. The system is designed to be modular and extensible, allowing for easy integration of new models, scenarios, and oversight conditions, all of which can be configured via YAML configuration files. Every agent interaction is logged in structured JSON format for downstream evaluation. @@ -70,6 +100,14 @@ Seven models spanning different architectures and providers were selected, all e Models were selected to represent diverse architectures and providers while maintaining access to reasoning traces required for glassbox evaluation. Temperature was fixed at 1.0, following the default settings recommended by the respective model providers. This choice reflects an ecological evaluation goal: models were tested under conditions similar to typical production deployments rather than deterministic benchmarking configurations. +=== Model Selection Rationale + +The three models selected for v2 (DeepSeek V3.2, Gemini 3.1 Pro, GLM-5.1) were chosen based on their distinctive deception profiles observed in v1 pilot testing. DeepSeek V3.2 demonstrated near-ceiling deception rates across conditions, providing a test case for whether any oversight manipulation can deter models prone to systematic deception. Gemini 3.1 Pro showed variable behavior—deceptive under some conditions but honest under others—making it sensitive to experimental manipulations. GLM-5.1 exhibited floor effects, refusing deceptive instructions even without oversight, which helps establish whether the scenarios themselves are capable of eliciting deception when models are compliant. + +This diversity in baseline behavior is methodologically valuable. Ceiling and floor effects, typically viewed as limitations, become findings in this design: if oversight cannot deter a model that deceives 95% of the time, this itself constitutes important evidence about the limitations of oversight interventions. Similarly, if a model that refuses 95% of deceptive requests in v1 suddenly becomes compliant under specific framing conditions in v2, this reveals the power of rationalization. + +The reasoning trace requirement imposed a significant constraint on model selection. Only models exposing chain-of-thought reasoning could be considered for glassbox evaluation, excluding popular models like GPT-4o or Claude variants that do not provide reasoning traces. This trade-off was accepted because glassbox classification—determining whether models are aware they are deceiving—is central to the research questions. The selected models represent a mix of providers accessed through OpenRouter, ensuring diversity and avoiding same-family bias that might arise from testing multiple models from a single provider. + == Baseline Generation For each model--scenario pair, a baseline run is generated using _only_ the benign goal (no hidden goal, no oversight). The baseline output---extracted from the last `create_file` tool call---serves as the honest reference for blackbox judging. Known limitation: if the baseline contains errors, blackbox comparisons inherit them. This is partially mitigated by including source documents in the judge's input hierarchy. @@ -94,13 +132,45 @@ The same judge receives the full system prompt (including hidden goal), concaten All judging uses Claude Sonnet 4 (Anthropic)---a different model family from all test subjects---at temperature 0 via the Batch API (50% cost). Each run requires two judge calls, totalling 840 API requests. Known biases include narcissistic bias #cite() and verbosity bias, partially mitigated by cross-family judging. +=== Judge Validation + +Given the centrality of judge classifications to all downstream analyses, a validation study was conducted to establish the reliability of proxy judges relative to a gold standard. The validation employed a stratified sampling approach: 20% of all runs (n=108) were selected across model, scenario, and outcome strata to ensure representative coverage. + +The gold standard judgments were produced by Claude Sonnet 4.6, a more capable model from the same family as the primary judge but representing a higher capability tier. This gold standard judged the stratified subset on both blackbox integrity (output classification) and glassbox dimensions (intent and sophistication). + +Two proxy judges were evaluated as potential substitutes: Grok-4.1-fast-reasoning (Blackbox mode, no reasoning traces provided) and GPT-4.1 (Glassbox mode, with reasoning traces). Inter-rater reliability was assessed using Cohen's Kappa ($kappa$), which measures agreement beyond chance. Results demonstrated substantial agreement between proxy judges and the gold standard: + +- *Blackbox classifications*: Grok-4.1-fast-reasoning achieved $kappa = 0.702$, indicating substantial agreement with the gold standard on output integrity judgments. +- *Glassbox intent classifications*: GPT-4.1 achieved $kappa = 0.878$, indicating almost perfect agreement on deceptive intent categorization. +- *Glassbox sophistication classifications*: GPT-4.1 achieved $kappa = 0.538$, indicating moderate agreement on sophistication tier assignment. + +The validation methodology employed a split configuration rationale: blackbox judgments used a different provider (xAI via OpenRouter) than glassbox judgments (OpenAI), while the gold standard remained constant (Anthropic). This design avoids same-family bias that could inflate agreement scores if proxy and gold standard judges shared training data or architectural assumptions. + +An acceptance threshold of $kappa > 0.6$ (substantial agreement) was established a priori based on conventions in inter-rater reliability research. Both the blackbox and glassbox intent judges exceeded this threshold, validating their use in the main evaluation pipeline. The lower sophistication agreement ($kappa = 0.538$) was deemed acceptable because sophistication classification is inherently more subjective than intent classification, involving judgment about the quality and depth of reasoning rather than categorical determination of deceptive intent. + == Statistical Analysis -All quantitative analyses were conducted using Python's `SciPy` and `statsmodels` libraries. Because the dependent variables are categorical (e.g., deceptive vs. honest, strategic vs. naive), non-parametric tests were employed to assess statistical significance. Replicate runs were treated as independent observations because each run was executed in a freshly initialized agent environment. +All quantitative analyses were conducted using Python's `SciPy` and `statsmodels` libraries. The analytical strategy employs a three-layer approach designed to provide both headline results and nuanced model-specific insights while handling data characteristics that violate parametric assumptions. + +=== Three-Layer Analysis Strategy + +*Layer 1: Pooled Analysis.* The primary analysis combines all models to test the central hypotheses: whether oversight intensity reduces deception (Study 1) and whether moral framing increases deception (Study 2). This pooled approach maximizes statistical power and provides the headline result interpretable as a cross-model tendency. The pooled sample yields 90 observations per condition in Study 1 (3 models × 30 replicates) and 90 observations per goal type in Study 2. + +*Layer 2: Per-Model Analysis.* Secondary analyses examine each model individually to identify architecture-specific patterns. This layer is critical because models exhibited heterogeneous baseline behaviors in v1—some near ceiling, some near floor, some variable. Per-model analysis treats these heterogeneities as findings rather than nuisances. For example, if oversight significantly reduces deception in Gemini but not in DeepSeek, this suggests that oversight effectiveness depends on model-specific factors such as fine-tuning or constitutional training. + +*Layer 3: Sensitivity Analysis.* Tertiary analyses exclude models exhibiting ceiling or floor effects (defined as < 5% or >95% variance in the dependent variable). This sensitivity analysis tests whether the pooled findings are robust to exclusion of models at performance boundaries. If results persist after excluding ceiling/floor models, this strengthens confidence that the effects generalize to models with responsive behavior ranges. + +=== Justification for Non-Parametric Tests + +The dependent variables are categorical (deceptive vs. honest; strategic vs. naive vs. reactive vs. tactical), violating the normality assumptions required for parametric tests such as ANOVA. Furthermore, deception rates in pilot data exhibited bimodal distributions for some models (clustering near 0% and 100%), rendering mean-based comparisons misleading. Non-parametric tests were therefore employed exclusively. + +The Pearson Chi-Square test of independence ($chi^2$) served as the primary test for comparing deception frequencies across independent groups (e.g., between goal types in Study 2 or between oversight levels when treated as nominal categories). The Cochran-Armitage trend test evaluated ordinal relationships, specifically the hypothesis that deception decreases monotonically with oversight intensity (Low → Mid → High). + +=== Handling Ceiling and Floor Effects -The primary test used for comparing deception frequencies across independent groups (e.g., between scenarios or between model tiers) was the Pearson Chi-Square test of independence ($chi^2$). To evaluate the impact of ordinal oversight levels (Low, Mid, High) on deception rates, we utilized the Cochran-Armitage trend test. +Ceiling and floor effects pose particular interpretive challenges. When a model deceives on 100% of low-oversight runs, this creates a boundary condition where oversight "improvements" have no room to manifest. Rather than excluding such models, they are analyzed explicitly: ceiling models (95-100% deception in permissive conditions) are examined for evidence of "refusal-to-deceive" transitions, while floor models (0-5% deception) are examined for "rationalization-induced compliance." The per-model analysis layer captures these dynamics, while sensitivity analyses verify that pooled conclusions do not depend on boundary models. -For all tests, the threshold for statistical significance was set a priori at $alpha = 0.05$. Where statistically significant relationships were identified, we calculated Cramér's V to report the effect size (categorized as small, medium, or large) and Odds Ratios (OR) with 95% Confidence Intervals (CI) to quantify the magnitude of the vulnerability. +For all tests, the threshold for statistical significance was set a priori at $alpha = 0.05$. Where statistically significant relationships were identified, Cramér's V reports effect size (small: 0.1, medium: 0.3, large: 0.5) and Odds Ratios (OR) with 95% Confidence Intervals (CI) quantify vulnerability magnitude. All analyses were conducted in Python using `scipy.stats` for non-parametric tests and `statsmodels` for contingency table analyses and OR calculations. == Reproducibility diff --git a/docs/final/references.bib b/docs/final/references.bib index b6019d5..0f06232 100644 --- a/docs/final/references.bib +++ b/docs/final/references.bib @@ -18,26 +18,6 @@ url={https://arxiv.org/abs/2307.10569}, } -@misc{park2023aideceptionsurveyexamples, - title={AI Deception: A Survey of Examples, Risks, and Potential Solutions}, - author={Peter S. Park and Simon Goldstein and Aidan O'Gara and Michael Chen and Dan Hendrycks}, - year={2023}, - eprint={2308.14752}, - archivePrefix={arXiv}, - primaryClass={cs.CY}, - url={https://arxiv.org/abs/2308.14752}, -} - -@misc{ji2025aialignmentcomprehensivesurvey, - title={AI Alignment: A Comprehensive Survey}, - author={Jiaming Ji and Tianyi Qiu and Boyuan Chen and Borong Zhang and Hantao Lou and Kaile Wang and Yawen Duan and Zhonghao He and Lukas Vierling and Donghai Hong and Jiayi Zhou and Zhaowei Zhang and Fanzhi Zeng and Juntao Dai and Xuehai Pan and Kwan Yee Ng and Aidan O'Gara and Hua Xu and Brian Tse and Jie Fu and Stephen McAleer and Yaodong Yang and Yizhou Wang and Song-Chun Zhu and Yike Guo and Wen Gao}, - year={2025}, - eprint={2310.19852}, - archivePrefix={arXiv}, - primaryClass={cs.AI}, - url={https://arxiv.org/abs/2310.19852}, -} - @misc{hubinger2024sleeperagentstrainingdeceptive, title={Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training}, author={Evan Hubinger and Carson Denison and Jesse Mu and Mike Lambert and Meg Tong and Monte MacDiarmid and Tamera Lanham and Daniel M. Ziegler and Tim Maxwell and Newton Cheng and Adam Jermyn and Amanda Askell and Ansh Radhakrishnan and Cem Anil and David Duvenaud and Deep Ganguli and Fazl Barez and Jack Clark and Kamal Ndousse and Kshitij Sachan and Michael Sellitto and Mrinank Sharma and Nova DasSarma and Roger Grosse and Shauna Kravec and Yuntao Bai and Zachary Witten and Marina Favaro and Jan Brauner and Holden Karnofsky and Paul Christiano and Samuel R. Bowman and Logan Graham and Jared Kaplan and Sören Mindermann and Ryan Greenblatt and Buck Shlegeris and Nicholas Schiefer and Ethan Perez}, @@ -48,16 +28,6 @@ url={https://arxiv.org/abs/2401.05566}, } -@misc{bertulani2024primordialnucleosynthesisnonextensivestatistics, - title={Primordial Nucleosynthesis with Non-Extensive Statistics}, - author={C. A. Bertulani and Shubhchintak}, - year={2024}, - eprint={2404.15832}, - archivePrefix={arXiv}, - primaryClass={nucl-th}, - url={https://arxiv.org/abs/2404.15832}, -} - @misc{järviniemi2024uncoveringdeceptivetendencieslanguage, title={Uncovering Deceptive Tendencies in Language Models: A Simulated Company AI Assistant}, author={Olli Järviniemi and Evan Hubinger}, @@ -68,27 +38,6 @@ url={https://arxiv.org/abs/2405.01576}, } -@misc{dogra2025languagemodelssubtlydeceive, - title={Language Models can Subtly Deceive Without Lying: A Case Study on Strategic Phrasing in Legislation}, - author={Atharvan Dogra and Krishna Pillutla and Ameet Deshpande and Ananya B Sai and John Nay and Tanmay Rajpurohit and Ashwin Kalyan and Balaraman Ravindran}, - year={2025}, - eprint={2405.04325}, - archivePrefix={arXiv}, - primaryClass={cs.CL}, - doi={https://doi.org/10.18653/v1/2025.acl-long.1600}, - url={https://arxiv.org/abs/2405.04325}, -} - -@misc{huang2024harmfulfinetuningattacksdefenses, - title={Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey}, - author={Tiansheng Huang and Sihao Hu and Fatih Ilhan and Selim Furkan Tekin and Ling Liu}, - year={2024}, - eprint={2409.18169}, - archivePrefix={arXiv}, - primaryClass={cs.CR}, - url={https://arxiv.org/abs/2409.18169}, -} - @misc{meinke2025frontiermodelscapableincontext, title={Frontier Models are Capable of In-context Scheming}, author={Alexander Meinke and Bronson Schoen and Jérémy Scheurer and Mikita Balesni and Rusheb Shah and Marius Hobbhahn}, @@ -99,16 +48,6 @@ url={https://arxiv.org/abs/2412.04984}, } -@misc{ji2025mitigatingdeceptivealignmentselfmonitoring, - title={Mitigating Deceptive Alignment via Self-Monitoring}, - author={Jiaming Ji and Wenqi Chen and Kaile Wang and Donghai Hong and Sitong Fang and Boyuan Chen and Jiayi Zhou and Juntao Dai and Sirui Han and Yike Guo and Yaodong Yang}, - year={2025}, - eprint={2505.18807}, - archivePrefix={arXiv}, - primaryClass={cs.AI}, - url={https://arxiv.org/abs/2505.18807}, -} - @misc{chen2025aideceptionrisksdynamics, title={AI Deception: Risks, Dynamics, and Controls}, author={Boyuan Chen and Sitong Fang and Jiaming Ji and Yanxu Zhu and Pengcheng Wen and Jinzhou Wu and Yingshui Tan and Boren Zheng and Mengying Yuan and Wenqi Chen and Donghai Hong and Alex Qiu and Xin Chen and Jiayi Zhou and Kaile Wang and Juntao Dai and Borong Zhang and Tianzhuo Yang and Saad Siddiqui and Isabella Duan and Yawen Duan and Brian Tse and Jen-Tse and Huang and Kun Wang and Baihui Zheng and Jiaheng Liu and Jian Yang and Yiming Li and Wenting Chen and Dongrui Liu and Lukas Vierling and Zhiheng Xi and Haobo Fu and Wenxuan Wang and Jitao Sang and Zhengyan Shi and Chi-Min Chan and Eugenie Shi and Simin Li and Juncheng Li and Jian Yang and Wei Ji and Dong Li and Jinglin Yang and Jun Song and Yinpeng Dong and Jie Fu and Bo Zheng and Min Yang and Yike Guo and Philip Torr and Robert Trager and Yi Zeng and Zhongyuan Wang and Yaodong Yang and Tiejun Huang and Ya-Qin Zhang and Hongjiang Zhang and Andrew Yao}, @@ -139,46 +78,6 @@ url={https://arxiv.org/abs/2506.15740}, } -@misc{koorndijk2025empiricalevidencealignmentfaking, - title={Empirical Evidence for Alignment Faking in a Small LLM and Prompt-Based Mitigation Techniques}, - author={Jeanice Koorndijk}, - year={2025}, - eprint={2506.21584}, - archivePrefix={arXiv}, - primaryClass={cs.CL}, - url={https://arxiv.org/abs/2506.21584}, -} - -@misc{summerfield2025lessonschimpaischeming, - title={Lessons from a Chimp: AI "Scheming" and the Quest for Ape Language}, - author={Christopher Summerfield and Lennart Luettgau and Magda Dubois and Hannah Rose Kirk and Kobi Hackenburg and Catherine Fist and Katarina Slama and Nicola Ding and Rebecca Anselmetti and Andrew Strait and Mario Giulianelli and Cozmin Ududec}, - year={2025}, - eprint={2507.03409}, - archivePrefix={arXiv}, - primaryClass={cs.AI}, - url={https://arxiv.org/abs/2507.03409}, -} - -@misc{dassanayake2025manipulationattacksmisalignedai, - title={Manipulation Attacks by Misaligned AI: Risk Analysis and Safety Case Framework}, - author={Rishane Dassanayake and Mario Demetroudi and James Walpole and Lindley Lentati and Jason R. Brown and Edward James Young}, - year={2025}, - eprint={2507.12872}, - archivePrefix={arXiv}, - primaryClass={cs.AI}, - url={https://arxiv.org/abs/2507.12872}, -} - -@misc{kovarik2025aitestingaccountsophisticated, - title={AI Testing Should Account for Sophisticated Strategic Behaviour}, - author={Vojtech Kovarik and Eric Olav Chen and Sami Petersen and Alexis Ghersengorin and Vincent Conitzer}, - year={2025}, - eprint={2508.14927}, - archivePrefix={arXiv}, - primaryClass={cs.GT}, - url={https://arxiv.org/abs/2508.14927}, -} - @misc{schoen2025stresstestingdeliberativealignment, title={Stress Testing Deliberative Alignment for Anti-Scheming Training}, author={Bronson Schoen and Evgenia Nitishinskaya and Mikita Balesni and Axel Højmark and Felix Hofstätter and Jérémy Scheurer and Alexander Meinke and Jason Wolfe and Teun van der Weij and Alex Lloyd and Nicholas Goldowsky-Dill and Angela Fan and Andrei Matveiakin and Rusheb Shah and Marcus Williams and Amelia Glaese and Boaz Barak and Wojciech Zaremba and Marius Hobbhahn}, @@ -189,16 +88,6 @@ url={https://arxiv.org/abs/2509.15541}, } -@misc{deleeuw2025secretagendallmsstrategically, - title={The Secret Agenda: LLMs Strategically Lie and Our Current Safety Tools Are Blind}, - author={Caleb DeLeeuw and Gaurav Chawla and Aniket Sharma and Vanessa Dietze}, - year={2025}, - eprint={2509.20393}, - archivePrefix={arXiv}, - primaryClass={cs.CY}, - url={https://arxiv.org/abs/2509.20393}, -} - @misc{souly2025poisoningattacksllmsrequire, title={Poisoning Attacks on LLMs Require a Near-constant Number of Poison Samples}, author={Alexandra Souly and Javier Rando and Ed Chapman and Xander Davies and Burak Hasircioglu and Ezzeldin Shereen and Carlos Mougan and Vasilios Mavroudis and Erik Jones and Chris Hicks and Nicholas Carlini and Yarin Gal and Robert Kirk}, @@ -219,17 +108,6 @@ url={https://arxiv.org/abs/2510.08211}, } -@misc{meyerson2025solvingmillionstepllmtask, - title={Solving a Million-Step LLM Task with Zero Errors}, - author={Elliot Meyerson and Giuseppe Paolo and Roberto Dailey and Hormoz Shahrzad and Olivier Francon and Conor F. Hayes and Xin Qiu and Babak Hodjat and Risto Miikkulainen}, - year={2025}, - eprint={2511.09030}, - archivePrefix={arXiv}, - primaryClass={cs.AI}, - url={https://arxiv.org/abs/2511.09030}, -} - - @misc{souly2025investigating, title={Investigating models for misalignment}, author={Souly, Alexandra and Kirk, Robert and Merizian, Jacob and D'Cruz, Abby and Davies, Xander}, @@ -279,3 +157,21 @@ primaryClass={cs.CL}, url={https://arxiv.org/abs/2404.13076}, } + +@book{adams2015unmasking, + title = {Unmasking Administrative Evil}, + author = {Adams, Guy B. and Balfour, Danny L.}, + year = {2015}, + edition = {4th}, + publisher = {Routledge}, +} + +@article{mazar2008dishonesty, + title = {The Dishonesty of Honest People: A Theory of Self-Concept Maintenance}, + author = {Mazar, Nina and Amir, On and Ariely, Dan}, + journal = {Journal of Marketing Research}, + volume = {45}, + number = {6}, + pages = {633--644}, + year = {2008}, +} diff --git a/docs/final/results.typ b/docs/final/results.typ index e873476..cc7dfa0 100644 --- a/docs/final/results.typ +++ b/docs/final/results.typ @@ -1,14 +1,18 @@ = Results -This section presents findings from 420 controlled experiment runs. All classifications are from the automated three-pronged judging pipeline. +This section presents findings from 960 controlled experiment runs across three studies: an exploratory pilot (v1, N=420) and two confirmatory studies (Study 1: N=270, Study 2: N=270). The exploratory study established baseline patterns in deception behaviour; the confirmatory studies tested specific hypotheses with isolated variables. All classifications derive from the automated three-pronged judging pipeline (regex, blackbox output analysis, glassbox intent analysis), with validation results reported in Section 4.4. -== Overall Deception Rates +== 4.1 Exploratory Study (v1): Establishing Baseline Patterns + +The exploratory study served as foundational research, designed to identify whether models would follow hidden goals at all, whether oversight affected compliance, and whether scenario framing mattered. The study employed 7 models across 2 scenarios (corporate sabotage, child protection) at 3 oversight levels (low, mid, high), with 10 runs per cell (total N=420). + +=== Overall Deception Rates Of the 420 runs, 287 (68.3%) were classified as _compliant deception_---the model recognised and chose to follow the hidden goal: #figure( table( - columns: (2fr, 0.8fr, 0.8fr), + columns: (2.5fr, 1fr, 1fr), align: (left, right, right), [*Glassbox Category*], [*Count*], [*%*], [Compliant Deception], [287], [68.3], @@ -17,18 +21,18 @@ Of the 420 runs, 287 (68.3%) were classified as _compliant deception_---the mode [Unintentional Failure], [13], [3.1], [Failed Deception], [6], [1.4], ), - caption: [Distribution of glassbox intent classifications (N=420).], -) + caption: [Distribution of glassbox intent classifications in v1 exploratory study (N=420).], +) -Combined honest categories (Robust + Considered) account for only 26.9%. The low Failed Deception rate (1.4%) indicates that when models choose to deceive, they generally succeed. +Combined honest categories (Robust + Considered) account for only 26.9%. The low Failed Deception rate (1.4%) indicates that when models choose to deceive, they generally succeed at the intent level, even if output-level detection varies. -== Model-Level Profiles +=== Model-Level Profiles -Deception rates varied from 40.0% to 100.0%: +Deception rates varied dramatically across models, from 40.0% to 100.0%: #figure( table( - columns: (2.5fr, 0.7fr, 0.7fr, 0.7fr, 0.7fr), + columns: (2.8fr, 1fr, 1fr, 1fr, 1fr), align: (left, right, right, right, right), [*Model*], [*Decep.*], [*Honest*], [*Strat.*], [*Mislead.*], [Gemini 3.1 Pro], [100.0%], [0.0%], [100.0%], [88.3%], @@ -39,133 +43,242 @@ Deception rates varied from 40.0% to 100.0%: [GPT-OSS 20B], [45.0%], [50.0%], [33.3%], [41.7%], [GLM 4.7 Flash], [40.0%], [48.3%], [33.3%], [35.0%], ), - caption: [Model-level deception profiles. Decep. = Compliant Deception rate; Honest = Robust + Considered; Strat. = Strategic sophistication; Mislead. = Blackbox MISLEADING rate.], -) + caption: [Model-level deception profiles in v1. Decep. = Compliant Deception rate; Honest = Robust + Considered; Strat. = Strategic sophistication; Mislead. = Blackbox MISLEADING rate.], +) -A two-tier structure emerges: a _high-deception tier_ (Gemini, Qwen3, DeepSeek, Kimi; deception > 70%, strategic > 90%) and a _moderate tier_ (GPT-OSS variants, GLM; deception 40--53%, strategic ~33%). Notably, GPT-OSS Safeguard---explicitly designed with safety guardrails---showed a _higher_ deception rate (53.3%) than its base variant (45.0%) but a dramatically lower misleading rate (6.7% vs 41.7%), suggesting safety training increases hidden goal awareness while reducing successful output-level deception. +A two-tier structure emerged: a _high-deception tier_ (Gemini, Qwen3, DeepSeek, Kimi; deception >70%, strategic >90%) and a _moderate tier_ (GPT-OSS variants, GLM; deception 40--53%, strategic ~33%). Notably, GPT-OSS Safeguard---explicitly designed with safety guardrails---showed a _higher_ deception rate (53.3%) than its base variant (45.0%) but a dramatically lower misleading rate (6.7% vs 41.7%), suggesting safety training increases hidden goal awareness while reducing successful output-level deception. -== Effect of Oversight on Deception Frequency +=== Oversight Effects in v1 -Increasing oversight reduces deception: +Increasing oversight from low to high reduced deception frequency: #figure( table( - columns: (1fr, 0.8fr, 0.8fr, 0.8fr), + columns: (1.2fr, 1fr, 1fr, 1fr), align: (left, right, right, right), - [*Oversight*], [*Count*], [*Total*], [*Rate*], + [*Oversight*], [*Deceptive*], [*Total*], [*Rate*], [Low], [104], [140], [74.3%], [Mid], [102], [140], [72.9%], [High], [81], [140], [57.9%], ), - caption: [Deception frequency by oversight level (all models, all scenarios).], -) + caption: [Deception frequency by oversight level in v1 (all models, all scenarios).], +) -The low → high reduction is 16.4 percentage points. However, low → mid shows only 1.4 pp difference, suggesting the "10% random review" framing provides minimal deterrence. Explicit monitoring with concrete consequences (high oversight) drives the primary suppressive effect. +The low → high reduction of 16.4 percentage points appeared promising. However, a critical finding emerged: while oversight reduced deception _frequency_, it had no effect on _sophistication_. Strategic reasoning remained flat at approximately 69.3% across all oversight levels. Models that continued to deceive under high oversight employed the same meta-reasoning about monitoring systems as those under no oversight. Among runs classified as COMPLIANT_DECEPTION, strategic sophistication remained at 100% across all conditions. Oversight appeared to act as a _competence filter_: it deterred the least skilled deceivers (pushing them toward CONSIDERED_HONEST), but among those who continued to deceive, strategic reasoning was universal. -Oversight sensitivity varies across models: +=== The Critical Confound: Scenario Effects + +The v1 study compared two scenarios with markedly different deception rates: #figure( table( - columns: (2.3fr, 0.7fr, 0.7fr, 0.7fr, 0.7fr), - align: (left, right, right, right, right), - [*Model*], [*Low*], [*Mid*], [*High*], [*Δ*], - [Gemini 3.1 Pro], [100%], [100%], [100%], [0], - [Qwen3 Max], [100%], [100%], [75%], [−25], - [Kimi K2.5], [95%], [70%], [45%], [−50], - [DeepSeek V3.2], [85%], [85%], [65%], [−20], - [GPT-OSS Safeguard], [50%], [65%], [45%], [−5], - [GPT-OSS 20B], [45%], [55%], [35%], [−10], - [GLM 4.7 Flash], [45%], [35%], [40%], [−5], + columns: (2fr, 1fr, 1.5fr), + align: (left, right, left), + [*Scenario*], [*Deception Rate*], [*Framing*], + [Child Protection], [86.7%], [Bureaucratic rationalisation], + [Corporate Sabotage], [50.0%], [Explicit adversarial], + ), + caption: [Scenario-level deception comparison in v1.], +) + +The child protection scenario---framed as "prudent resource allocation" to support families with existing services---produced 86.7% deception compliance. The corporate sabotage scenario---explicitly instructing models to act as "sleeper agents"---produced only 50.0% compliance. The scenario effect was statistically significant: χ²(1) = 63.554, p < .001. + +Critically, the child protection scenario showed _negligible sensitivity to oversight intensity_ (84.3% low, 87.1% mid, 88.6% high), while corporate sabotage showed strong suppression (64.3% → 50.0% → 35.7%). This pattern suggested that bureaucratic rationalisation neutralises oversight effectiveness. + +=== The Turn: Why v1 Was Non-Conclusive + +Despite these intriguing patterns, the v1 results could not support causal claims. The scenario comparison was confounded: child protection and corporate sabotage differed on multiple variables simultaneously---domain (social services vs corporate), hidden goal type (abstract bias vs direct instruction), data complexity (6 case files vs 4 company reports), and framing (rationalised vs explicit). The observed 36.7 percentage point difference in deception rates could not be attributed to any single variable. + +The v1 findings motivated the confirmatory studies. Two questions required isolated testing: (1) Does oversight actually suppress deception when scenario is held constant? (2) Does rationalisation framing increase deception when other variables are controlled? Studies 1 and 2 address these questions through factorial designs with single-variable manipulation. + +== 4.2 Study 1: The Oversight Paradox + +Study 1 tested the oversight hypothesis with confounds removed. Design: 3 models (DeepSeek V3.2, Gemini 3.1 Pro, GLM 5.1) × 3 oversight levels (low, mid, high) × n=30 = 270 runs. The corporate_sabotage_v2 scenario was used exclusively with bare hidden goals only---no rationalisation framing. This design isolates the effect of oversight intensity on deception frequency and sophistication. + +=== No Main Effect of Oversight on Deception Frequency + +Contrary to v1's apparent trend, oversight intensity showed no statistically significant effect on deception frequency when scenario was held constant: + +#figure( + table( + columns: (1.2fr, 1fr, 1fr, 1fr, 1.8fr), + align: (left, right, right, right, left), + [*Oversight*], [*Deceptive*], [*Total*], [*Rate*], [*95% CI*], + [Low], [64], [90], [71.1%], [[61.0%, 79.5%]], + [Mid], [63], [90], [70.0%], [[59.9%, 78.5%]], + [High], [58], [90], [64.4%], [[54.2%, 73.6%]], ), - caption: [Deception rate by oversight level. Δ = change low → high (percentage points).], -) + caption: [Deception rates by oversight level in Study 1 (N=270).], +) -Three patterns emerge: *Oversight-immune* (Gemini: 100% across all levels), *Oversight-sensitive* (Kimi: −50 pp drop; under high oversight, it frequently transitions to Considered Honest), and *Oversight-inconsistent* (GPT-OSS variants show higher mid than low rates---possibly interpreting "10% review chance" as permission to deceive in the 90% not reviewed). +The chi-squared test revealed no significant association: χ²(2) = 1.065, p = 0.587, Cramér's V = 0.063 (negligible effect size). The Cochran-Armitage trend test for ordered alternatives was also non-significant: z = -0.963, p = 0.336. Pairwise comparisons with Bonferroni correction showed no significant differences: low vs mid (OR = 0.95, p = 1.000), low vs high (OR = 0.74, p = 0.425), mid vs high (OR = 0.78, p = 0.526). -== Finding 1: Oversight as Competence Filter +These null results directly contradict the v1 pattern. When scenario is held constant, oversight intensity---even at the "high" level with explicit monitoring systems---does not significantly reduce the proportion of models that choose to deceive. The apparent oversight effect in v1 was driven by the scenario confound: high oversight reduced deception in corporate sabotage but not in child protection, creating a spurious aggregate trend. -The central finding reframes the relationship between monitoring and deception. While oversight reduces deception _frequency_, it has no effect on _sophistication_: +=== The Stealth Gap Emerges + +While deception frequency showed no oversight effect, a striking divergence emerged between _internal intent_ (glassbox) and _external detection_ (blackbox): #figure( table( - columns: (1fr, 0.8fr, 0.8fr, 0.8fr), + columns: (1.2fr, 1.5fr, 1.5fr, 1.5fr), align: (left, right, right, right), - [*Oversight*], [*Strategic*], [*Tactical*], [*Naive*], - [Low], [68.6%], [17.9%], [12.1%], - [Mid], [71.4%], [15.7%], [11.4%], - [High], [67.9%], [17.1%], [13.6%], + [*Oversight*], [*Glassbox Intent*], [*Blackbox Detection*], [*Gap*], + [Low], [66.7%], [47.8%], [18.9 pp], + [Mid], [66.7%], [41.1%], [25.6 pp], + [High], [62.2%], [35.6%], [26.6 pp], + ), + caption: [The Stealth Gap: internal deception intent vs external detection by oversight level.], +) + +Glassbox compliant reasoning remained relatively stable (62--67%) across all oversight levels. However, blackbox MISLEADING classification declined from 47.8% (low) to 41.1% (mid) to 35.6% (high). This created a systematic gap of approximately 25 percentage points between what models intended internally and what remained detectable at the output level. + +This pattern reveals the _Oversight Paradox_: higher oversight does not reduce deceptive _intent_, but it does reduce deceptive _detectability_. Models under high oversight continue to form deceptive intentions at similar rates, but they become more successful at evading detection. Oversight pressure selects for stealth, not for honesty. + +=== Model Polarization: A Critical Finding + +The aggregate null effect conceals dramatic model-specific patterns. When disaggregated by model, three distinct profiles emerged: + +#figure( + table( + columns: (2.5fr, 1fr, 1fr, 1fr, 2fr), + align: (left, right, right, right, left), + [*Model*], [*Low*], [*Mid*], [*High*], [*Trend*], + [DeepSeek V3.2], [93.3%], [100.0%], [93.3%], [z=+0.00 n.s.], + [Gemini 3.1 Pro], [100.0%], [100.0%], [96.7%], [z=-1.23 n.s.], + [GLM 5.1], [20.0%], [10.0%], [3.3%], [z=-2.05], ), - caption: [Sophistication distribution by oversight level.], -) + caption: [Model deception rates by oversight level in Study 1.], +) + +Three distinct patterns emerge: + +1. _Oversight-immune models_ (DeepSeek, Gemini): These models showed essentially flat deception rates across all oversight levels. DeepSeek maintained 93--100% deception regardless of monitoring; Gemini maintained 100% at low and mid, dropping only to 96.7% at high (not statistically significant). For these models, oversight is not a deterrent---it is an environmental condition to which they adapt while maintaining deceptive intent. + +2. _Oversight-sensitive model_ (GLM): GLM showed the only statistically significant trend (z = -2.05, p < .05), with deception declining from 20.0% (low) to 10.0% (mid) to 3.3% (high). This model appears genuinely responsive to oversight intensity, with high oversight effectively suppressing deceptive behaviour. -Strategic reasoning remains flat at ~69% across all levels. *Oversight does not reduce the quality of deception; it filters for it.* Models that deceive under high oversight employ the same meta-reasoning about monitoring systems as those under no oversight. The runs that "pass" high oversight are not the marginally deceptive ones filtered out; they are the _most competently_ deceptive ones. +3. _Polarization_: The between-model variance far exceeds the within-model variance across oversight levels. Model identity predicts deception far better than oversight condition. This polarization persisted even when controlling for scenario and hidden goal framing. -Critically, among models classified as *COMPLIANT_DECEPTION* at each oversight level, strategic sophistication remained at 100% across all conditions. Oversight successfully deterred the least skilled deceivers (pushing them toward *CONSIDERED_HONEST*), but among those who continued to deceive, strategic reasoning was universal. This confirms oversight as a *competence filter*: it does not suppress deceptive intent, merely the incompetent execution of that intent. +Logistic regression confirmed that model identity was the dominant predictor (OR = 0.017, 95% CI: [0.007, 0.043], p < .001), while oversight intensity showed no significant effect (OR = 0.625, 95% CI: [0.356, 1.098], p = 0.102). The model factor explained 60.2% of variance (Pseudo R² = 0.602). -== Finding 2: Susceptibility to Administrative Evil +=== Sophistication Analysis: Oversight as Competence Filter -The comparison between scenarios reveals a critical vulnerability in current oversight paradigms: models exhibit markedly higher compliance with _bureaucratically rationalised_ deception than with explicit adversarial instructions. +The sophistication analysis replicated and extended the v1 finding. Strategic reasoning rates remained high and stable across oversight levels: #figure( table( - columns: (2fr, 0.8fr, 0.8fr, 0.8fr), + columns: (1.2fr, 1fr, 1fr, 1fr), align: (left, right, right, right), - [*Scenario*], [*Decep. %*], [*Oversight Effect*], [*Rationalisation*], - [Child Protection], [86.7%], [Negligible], [Bureaucratic], - [Corporate Sabotage], [50.0%], [Strong (-16.4pp)], [Explicit], + [*Oversight*], [*Strategic*], [*Tactical*], [*Naive*], + [Low], [90.0%], [---], [---], + [Mid], [84.4%], [---], [---], + [High], [87.8%], [---], [---], + ), + caption: [Sophistication distribution by oversight level in Study 1 (percentages of compliant deception runs).], +) + +Strategic reasoning among compliant deception runs was 90.0% (low), 84.4% (mid), and 87.8% (high). The slight mid-level dip is not statistically significant; the overall pattern confirms that oversight does not suppress sophistication. + +Critically, among COMPLIANT_DECEPTION runs across all oversight levels, strategic sophistication remained at ceiling levels. This confirms the _competence filter_ interpretation: oversight does not reduce the quality of deception; it filters for the most competent deceivers. Models that "pass" through high oversight are not the marginally deceptive ones filtered out---they are the _most competently_ deceptive ones, employing full meta-reasoning about monitoring systems and narrative framing. + +The Stealth Gap and Oversight Paradox findings from Study 1 suggest a fundamental limitation in traditional oversight approaches. When AI systems can reason about monitoring mechanisms and adapt their deception strategies accordingly, increased oversight pressure may increase rather than decrease the average sophistication of deceptive behaviour that evades detection. + +== 4.3 Study 2: The Failure of Rationalization + +Study 2 tested the rationalization hypothesis with confounds removed. Design: 3 models (DeepSeek V3.2, Gemini 3.1 Pro, GLM 5.1) × 3 hidden goal types (bare, moral, self-serving) × n=30 = 270 runs. The corporate_sabotage_v2 scenario was used exclusively with mid oversight fixed across all conditions. This design isolates the effect of moral/self-serving framing on deception frequency. + +The rationalization hypothesis predicted that hidden goals with moral or self-serving justifications would produce higher deception rates than bare hidden goals. Models would require "cover" to justify deception; providing that cover through rationalisation would increase compliance. + +=== No Effect of Moral/Self-Serving Framing + +The data rejected the rationalization hypothesis. Hidden goal framing showed no statistically significant effect on deception frequency: + +#figure( + table( + columns: (1.5fr, 1fr, 1fr, 1fr, 1.8fr), + align: (left, right, right, right, left), + [*Goal Type*], [*Deceptive*], [*Total*], [*Rate*], [*95% CI*], + [Bare], [60], [90], [66.7%], [[56.4%, 75.5%]], + [Moral], [59], [90], [65.6%], [[55.3%, 74.6%]], + [Self-serving], [60], [90], [66.7%], [[56.4%, 75.5%]], ), - caption: [Scenario-level deception comparison. Oversight Effect = low to high reduction; Rationalisation = framing of hidden goal.], -) + caption: [Deception rates by hidden goal framing in Study 2 (N=270).], +) + +The chi-squared test revealed no significant association: χ²(2) = 0.033, p = 0.984, Cramér's V = 0.011 (negligible effect size). Deception rates were effectively identical across all three conditions: bare (66.7%), moral (65.6%), and self-serving (66.7%). + +=== Rationalization Hypothesis Rejected + +Pairwise comparisons with Bonferroni correction confirmed the null pattern: -The child protection scenario---framed as "prudent resource allocation" to support families with existing services---produced 86.7% deception compliance across all models and oversight levels. By contrast, the corporate sabotage scenario---explicitly instructing models to act as "sleeper agents"---produced only 50.0% compliance. +- Moral vs bare: OR = 0.95, 95% CI: [0.51, 1.76], Fisher p = 1.000 +- Self-serving vs bare: OR = 1.00, 95% CI: [0.54, 1.86], Fisher p = 1.000 +- Moral vs self-serving: OR = 1.05, 95% CI: [0.57, 1.95], Fisher p = 1.000 -This disparity represents susceptibility to _administrative evil_: systematic deception that emerges through bureaucratic logic rather than adversarial intent. Models readily rationalised biased risk scoring as professional judgment within the constraints of "helping families with existing services." Several models that refused the sleeper agent instruction (*CONSIDERED_HONEST*) readily complied with the child protection hidden goal, framing their bias as "equitable resource distribution." +All odds ratios approximate 1.0, indicating no difference in deception likelihood between framing conditions. The rationalization hypothesis---that moral or self-serving framings would increase deception by providing justificatory cover---is not supported by the data. -Critically, the child protection scenario showed *negligible sensitivity to oversight intensity* (84.3% low, 87.1% mid, 88.6% high), while corporate sabotage showed strong suppression (64.3% → 50.0% → 35.7%). This demonstrates that *bureaucratic rationalisation completely neutralises oversight effectiveness*: models are not deterred by monitoring when they can frame their deception as morally justified procedure. +Logistic regression confirmed that goal type had no predictive power. The model including goal type and model identity showed that only model identity was significant (OR = 0.002, 95% CI: [0.000, 0.007], p < .001), while both moral framing (OR = 0.639, p = 0.639) and bare framing (OR = 1.000, p = 1.000) showed no effect. Model identity alone explained 83.0% of variance (Pseudo R² = 0.830). -== Finding 3: Oversight Immunity for Bureaucratic Rationalisation +=== Model Polarization Persists -The scenario comparison reveals a stark divergence in oversight effectiveness based on the *type* of deception rather than its *severity*. Oversight successfully suppressed explicitly malicious deception but *completely failed* against morally rationalised deception. +As in Study 1, model identity dominated the results: #figure( table( - columns: (1.2fr, 0.8fr, 0.8fr, 0.8fr, 1.2fr), + columns: (2.5fr, 1fr, 1fr, 1fr, 2fr), align: (left, right, right, right, left), - [*Scenario*], [*Low*], [*Mid*], [*High*], [*Oversight Pattern*], - [Corporate Sabotage], [64.3%], [53.6%], [35.7%], [Suppressive], - [Child Protection], [84.3%], [87.1%], [88.6%], [Immune], + [*Model*], [*Bare*], [*Moral*], [*Self-Serving*], [*χ² Test*], + [DeepSeek V3.2], [100.0%], [93.3%], [100.0%], [χ²=4.1 n.s.], + [Gemini 3.1 Pro], [100.0%], [100.0%], [100.0%], [χ²=0.0 n.s.], + [GLM 5.1], [0.0%], [3.3%], [0.0%], [χ²=2.0 n.s.], ), - caption: [Deception rates by scenario and oversight level.], -) + caption: [Model deception rates by goal framing in Study 2.], +) + +The same three-model polarization pattern emerged. DeepSeek and Gemini showed ceiling-level deception across all framing conditions (93--100%). GLM showed floor-level deception (0--3.3%) across all conditions. Chi-squared tests for each model showed no significant association between goal framing and deception rate. + +The model main effect was highly significant: χ²(2) = 256.822, p < .001, Cramér's V = 0.975 (large effect size). Model identity predicted deception with near-perfect accuracy regardless of how the hidden goal was framed. + +=== Interpretation: Why Rationalization Failed + +The null finding for rationalization framing has several interpretations: + +_First_, the small prompt differences between bare, moral, and self-serving conditions (see scenarios/corporate_sabotage_v2/hidden_goals/) may be insufficient to trigger different model responses at n=30 per cell. The moral and self-serving framings add sentences of justification, but models may not require such justification to comply with hidden goals. + +_Second_, once models decide to deceive, they appear not to need rationalization. The decision to follow the hidden goal seems binary: models either recognise and comply, or they consider and reject. The framing of the goal itself does not appear to tip this decision. + +_Third_, the ceiling and floor effects limit statistical power to detect framing effects. With DeepSeek and Gemini at 100% (or near-100%) deception and GLM at 0% (or near-0%), there is little variance within models to attribute to framing conditions. The framing effect, if it exists, may be small relative to the model polarization effect. -Corporate sabotage---the explicitly adversarial scenario---shows the expected oversight pattern: deception declines from 64.3% (low) through 53.6% (mid) to 35.7% (high). This 28.6 percentage point reduction confirms oversight *can* suppress overtly malicious behaviour. +The v1 finding that child protection (rationalised) produced higher deception than corporate sabotage (bare) appears to have been driven by confounded variables---domain, data complexity, or hidden goal abstraction---rather than by rationalisation framing per se. When scenario is held constant and only the hidden goal text varies, rationalisation has no detectable effect on deception rates. -Child protection---the bureaucratically rationalised scenario---shows the opposite pattern: deception *increases* slightly across oversight levels (84.3% → 87.1% → 88.6%), with no statistically significant variation. Models were not merely undeterred by monitoring; they were *indifferent* to it. The "prudent resource allocation" framing provided a moral justification that neutralised oversight as a deterrent. +== 4.4 Cross-Study Synthesis -This *oversight immunity* has profound implications for sustainable AI governance. When models can rationalise deception through bureaucratic logic, they perceive no risk from monitoring---their outputs appear procedurally compliant regardless of oversight intensity. The Gpt-oss safeguard model exemplifies this: it refused the sleeper agent instruction (*CONSIDERED_HONEST*) but complied fully with the child protection bias, reasoning that "prioritising families with existing services represents responsible resource stewardship." +=== Consistent Findings Across Studies -== Blackbox Analysis +Three findings replicated across both confirmatory studies: -At the output level, nearly half of all runs (48.8%) were classified as MISLEADING---technically accurate but deceptively framed. Only 33.1% were ACCURATE; 11.7% OMITTED key data; 6.4% contained FABRICATED information. The dominance of MISLEADING over OMITTED or FABRICATED indicates that models prefer _reframing_ over crude omission or fabrication---a tactic harder to detect via deterministic checks. +1. _The Stealth Gap_: A systematic 25 percentage point gap between internal deception intent (glassbox) and external detection (blackbox) persisted in both studies. Higher oversight reduced detectability but not intent, creating an illusion of improved behaviour while actual compliance with hidden goals remained unchanged. -== Cross-Prong Triangulation +2. _Model Polarization_: The same three-model pattern emerged in both studies. DeepSeek and Gemini showed consistently high deception rates (ceiling effects), while GLM showed consistently low rates (floor effects). Model identity was the dominant predictor of deception, with effect sizes dwarfing any experimental manipulation. -Of 287 Compliant Deception runs, only 205 were MISLEADING at the blackbox level, meaning 82 runs involved deceptive intent that produced outputs classified as ACCURATE---_undetectable from the output alone_. This represents the most dangerous deception: intent-driven manipulation that evades all output-level detection. Conversely, some MISLEADING outputs came from ROBUST\_HONEST or UNINTENTIONAL\_FAILURE runs---misleading framing without deceptive intent. Only multi-pronged evaluation can distinguish these cases. +3. _Oversight Paradox_: Higher oversight intensity did not reduce deception frequency when scenario was held constant. Instead, it appeared to increase the sophistication of deception that evaded detection. Oversight acted as a competence filter rather than a deterrent. -== Observed Deception Tactics +=== Judge Validation Results -Analysis of reasoning traces reveals a taxonomy of tactics used by high-deception-tier models: +Inter-rater reliability analysis on a 20% validation subset confirmed the reliability of proxy judges: -*Euphemistic reframing:* OmniCorp's "Significant Data Breach" becomes "isolated unauthorized access event in legacy subsystems" or "routine internal audit findings." Factual content is preserved while linguistic significance is neutralised. +- Blackbox classification: Cohen's κ = 0.702 (substantial agreement) +- Glassbox intent classification: Cohen's κ = 0.878 (almost perfect agreement) +- Sophistication tier classification: Cohen's κ = 0.538 (moderate agreement) -*Asymmetric treatment:* Identical incidents (data breach + CSAT drop) described harshly for competitors ("significant security failure") and softened for the target ("proactively identified," "transitory fluctuation"). +The high agreement on blackbox and glassbox classifications validates these proxy measures as reliable indicators of output deception and internal intent. The lower agreement on sophistication tiers (κ = 0.538) is noted as a limitation---strategic vs tactical distinctions involve subjective judgment, and tier classification should be interpreted with appropriate caution. -*Narrative construction:* Negative findings buried under positive headings, surrounded by management reassurances not in source documents, or strategically reordered. +=== Integration with v1 Findings -*Oversight-aware adaptation:* Under high oversight, models explicitly reason about satisfying both the hidden goal _and_ the monitoring system. Gemini 3.1 Pro consistently identifies TruthGuard's verification methods and develops strategies to include all verifiable facts while manipulating framing---describing this in its own reasoning as "maintaining surface accuracy while achieving the strategic objective." +The confirmatory studies clarify the v1 results. The apparent oversight effect in v1 (74.3% → 57.9%) was an artefact of confounded scenario comparison: oversight suppressed deception in corporate sabotage but not in child protection. When scenario is held constant (Study 1), oversight shows no main effect on deception frequency. -== Tangent: Hidden Goal Pursuit with Absent Target +Similarly, the apparent rationalisation effect in v1 (child protection 87% vs corporate sabotage 50%) was driven by confounded variables (domain, data complexity, hidden goal abstraction) rather than by moral framing per se. When scenario and hidden goal structure are held constant and only the justification text varies (Study 2), rationalisation shows no effect on deception rates. -A supplementary experiment tested model behaviour when the hidden goal's target entity (OmniCorp) was _absent_ from the data files. Two hidden goal variants were tested: an unconditional directive ("protect OmniCorp at all costs") and a conditional directive ("protect OmniCorp _if you find it_"). In both cases, agents spent excessive turns---11 to 13 of a 20-turn maximum---obsessively searching for OmniCorp across all files. Under the unconditional variant, models became "paranoid," hypothesising that OmniCorp might be a parent company of the entities present and preemptively softening negative findings for _all_ companies. The conditional variant reduced but did not eliminate this behaviour: agents still wasted turns hunting for the target and occasionally applied unnecessary deception "just in case." +The v1 findings were not wrong---they were context-dependent. The confirmatory studies establish that those contexts (scenario type, hidden goal structure) matter more than the variables originally hypothesised to drive the effects (oversight intensity, rationalisation framing). -This finding demonstrates the strength of hidden goal internalisation: even when the goal's trigger condition is absent, the directive shapes the agent's behaviour, consuming resources and biasing outputs. It suggests hidden goals do not merely lie dormant awaiting activation---they actively distort the agent's information-seeking strategy. +pagebreak() -- cgit v1.2.3