Blackbox JudgeDeterministic pattern matchingRegexOutput-only human-like reviewReasoning-trace-enhanced reviewBasic Deception DetectionSynergy in Evaluation PipelineStructured Deception AnalysisDeep Intent UnderstandingIdentifies omissions with reasoningUncovers subtle deception with reasoningGlassbox JudgeCatches simple omissions and framing