%PDF-1.7
%¿÷¢þ
1 0 obj
<< /Metadata 3 0 R /Names 4 0 R /OpenAction 5 0 R /Outlines 6 0 R /PageMode /UseOutlines /Pages 7 0 R /Type /Catalog >>
endobj
2 0 obj
<< /Author (Yang Xu; Xuanming Zhang; Samuel Yeh; Jwala Dhamala; Ousmane Dia; Rahul Gupta; Sharon Li) /Creator (arXiv GenPDF \(tex2pdf:57610bf\)) /DOI (https://doi.org/10.48550/arXiv.2510.03999) /License (http://arxiv.org/licenses/nonexclusive-distrib/1.0/) /PTEX.Fullbanner (This is pdfTeX, Version 3.141592653-2.6-1.40.28 \(TeX Live 2025\) kpathsea version 6.4.1) /Producer (pikepdf 8.15.1) /Title (LH-Deception: Simulating and Understanding LLM Deceptive Behaviors in Long-Horizon Interactions) /Trapped /False /arXivID (https://arxiv.org/abs/2510.03999v3) >>
endobj
3 0 obj
<< /Subtype /XML /Type /Metadata /Length 1767 >>
stream
LH-Deception: Simulating and Understanding LLM Deceptive Behaviors in Long-Horizon InteractionsYang XuXuanming ZhangSamuel YehJwala DhamalaOusmane DiaRahul GuptaSharon Lihttp://arxiv.org/licenses/nonexclusive-distrib/1.0/cs.CL
endstream
endobj
4 0 obj
<< /Dests 8 0 R >>
endobj
5 0 obj
<< /D [ 9 0 R /Fit ] /S /GoTo >>
endobj
6 0 obj
<< /Count 10 /First 10 0 R /Last 11 0 R /Type /Outlines >>
endobj
7 0 obj
<< /Count 34 /Kids [ 12 0 R 13 0 R 14 0 R 15 0 R 16 0 R 17 0 R ] /Type /Pages >>
endobj
8 0 obj
<< /Kids [ 18 0 R 19 0 R ] /Limits [ (Doc-Start) (table.caption.7) ] >>
endobj
9 0 obj
<< /Annots [ 20 0 R 21 0 R 22 0 R 23 0 R 24 0 R 25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R 35 0 R 36 0 R 37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 42 0 R 43 0 R 44 0 R 45 0 R ] /Contents [ 46 0 R 47 0 R 48 0 R 49 0 R ] /MediaBox [ 0 0 612 792 ] /Parent 12 0 R /Resources 50 0 R /Type /Page >>
endobj
10 0 obj
<< /A 51 0 R /Next 52 0 R /Parent 6 0 R /Title 53 0 R >>
endobj
11 0 obj
<< /A 54 0 R /Count -3 /First 55 0 R /Last 56 0 R /Parent 6 0 R /Prev 57 0 R /Title 58 0 R >>
endobj
12 0 obj
<< /Count 6 /Kids [ 9 0 R 59 0 R 60 0 R 61 0 R 62 0 R 63 0 R ] /Parent 7 0 R /Type /Pages >>
endobj
13 0 obj
<< /Count 6 /Kids [ 64 0 R 65 0 R 66 0 R 67 0 R 68 0 R 69 0 R ] /Parent 7 0 R /Type /Pages >>
endobj
14 0 obj
<< /Count 6 /Kids [ 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R ] /Parent 7 0 R /Type /Pages >>
endobj
15 0 obj
<< /Count 6 /Kids [ 76 0 R 77 0 R 78 0 R 79 0 R 80 0 R 81 0 R ] /Parent 7 0 R /Type /Pages >>
endobj
16 0 obj
<< /Count 6 /Kids [ 82 0 R 83 0 R 84 0 R 85 0 R 86 0 R 87 0 R ] /Parent 7 0 R /Type /Pages >>
endobj
17 0 obj
<< /Count 4 /Kids [ 88 0 R 89 0 R 90 0 R 91 0 R ] /Parent 7 0 R /Type /Pages >>
endobj
18 0 obj
<< /Kids [ 92 0 R 93 0 R 94 0 R 95 0 R 96 0 R 97 0 R ] /Limits [ (Doc-Start) (subsection.B.1) ] >>
endobj
19 0 obj
<< /Kids [ 98 0 R ] /Limits [ (subsection.B.2) (table.caption.7) ] >>
endobj
20 0 obj
<< /A << /D (cite.ward2023honesty) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 255.561 268.201 302.933 279.144 ] /Subtype /Link /Type /Annot >>
endobj
21 0 obj
<< /A << /D (cite.ward2023honesty) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 307.018 268.201 328.936 279.144 ] /Subtype /Link /Type /Annot >>
endobj
22 0 obj
<< /A << /D (cite.hubinger_risks_2021) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 259.473 246.283 320.961 257.227 ] /Subtype /Link /Type /Annot >>
endobj
23 0 obj
<< /A << /D (cite.hubinger_risks_2021) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 323.955 246.283 345.873 257.227 ] /Subtype /Link /Type /Annot >>
endobj
24 0 obj
<< /A << /D (cite.scheurer_large_2024) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 349.145 246.283 408.411 257.227 ] /Subtype /Link /Type /Annot >>
endobj
25 0 obj
<< /A << /D (cite.scheurer_large_2024) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 411.404 246.283 433.322 257.227 ] /Subtype /Link /Type /Annot >>
endobj
26 0 obj
<< /A << /D (cite.greenblatt_alignment_2024) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 436.594 246.283 502.506 257.227 ] /Subtype /Link /Type /Annot >>
endobj
27 0 obj
<< /A << /D (cite.greenblatt_alignment_2024) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 107.004 235.324 128.922 246.268 ] /Subtype /Link /Type /Annot >>
endobj
28 0 obj
<< /A << /D (cite.sabour2025human) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 132.699 235.324 185.793 246.268 ] /Subtype /Link /Type /Annot >>
endobj
29 0 obj
<< /A << /D (cite.sabour2025human) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 189.291 235.324 211.209 246.268 ] /Subtype /Link /Type /Annot >>
endobj
30 0 obj
<< /A << /D (cite.chen2025reasoning) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 214.986 235.324 260.887 246.268 ] /Subtype /Link /Type /Annot >>
endobj
31 0 obj
<< /A << /D (cite.chen2025reasoning) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 264.385 235.324 286.303 246.268 ] /Subtype /Link /Type /Annot >>
endobj
32 0 obj
<< /A << /D (cite.baker2025monitoring) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 290.081 235.324 338.641 246.268 ] /Subtype /Link /Type /Annot >>
endobj
33 0 obj
<< /A << /D (cite.baker2025monitoring) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 342.14 235.324 364.058 246.268 ] /Subtype /Link /Type /Annot >>
endobj
34 0 obj
<< /A << /D (cite.taylor_large_2025) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 367.835 235.324 437.935 246.268 ] /Subtype /Link /Type /Annot >>
endobj
35 0 obj
<< /A << /D (cite.taylor_large_2025) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 441.433 235.324 463.351 246.268 ] /Subtype /Link /Type /Annot >>
endobj
36 0 obj
<< /A << /D (cite.motwani_secret_2025) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 467.129 235.324 504.996 246.268 ] /Subtype /Link /Type /Annot >>
endobj
37 0 obj
<< /A << /D (cite.motwani_secret_2025) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 107.004 224.365 128.363 235.309 ] /Subtype /Link /Type /Annot >>
endobj
38 0 obj
<< /A << /D (cite.motwani_secret_2025) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 131.352 224.365 153.27 235.309 ] /Subtype /Link /Type /Annot >>
endobj
39 0 obj
<< /A << /D (cite.carroll2024ai) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 422.349 163.593 474.329 174.537 ] /Subtype /Link /Type /Annot >>
endobj
40 0 obj
<< /A << /D (cite.carroll2024ai) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 477.27 163.593 499.188 174.537 ] /Subtype /Link /Type /Annot >>
endobj
41 0 obj
<< /A << /D (cite.buller_interpersonal_1994) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 152.325 80.903 202.639 91.996 ] /Subtype /Link /Type /Annot >>
endobj
42 0 obj
<< /A << /D (cite.buller_interpersonal_1994) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 206.407 80.903 228.325 91.996 ] /Subtype /Link /Type /Annot >>
endobj
43 0 obj
<< /A << /D (cite.bondjr_accuracy_2006) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 232.372 80.903 315.696 91.996 ] /Subtype /Link /Type /Annot >>
endobj
44 0 obj
<< /A << /D (cite.bondjr_accuracy_2006) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 319.464 80.903 341.382 91.996 ] /Subtype /Link /Type /Annot >>
endobj
45 0 obj
<< /A << /S /URI /URI (https://arxiv.org/abs/2510.03999v3) >> /BS << /W 0 >> /NM (fitz-L0) /Rect [ 12 227.68 32 564.32 ] /Subtype /Link >>
endobj
46 0 obj
<< /Length 10 /Filter /FlateDecode >>
stream
xœ+ä î |
endstream
endobj
47 0 obj
<< /Filter /FlateDecode /Length 3581 >>
stream
xÚµZI—ÛÆ¾Ï¯à)óûbò´EË“,Y'±å0`sØÐX$Ó¿>_Uu“ Ê#'>{类½
ã/nþâÉՃ뫿ý#…W¤aº¸^/?_dIê¥Q°¸^-Þ9¯Ç›Z÷µZºaâ;eoZiª¶Y«N5•’ñ®Ü©Îì¤}öðÅé…~˜.ÿsýüêñõÕ/W0ð��zyœ.ªíÕ»ÿø‹ž/|/*òÅGÞ¶]DEж^¼½úîÊ7èûgÏ2/’ؼË£EZ ‰yÊ‹¥,žò¯Ë¿�9yYFtô�›FÎ㥛ÎCü†¦ÿšû×ÜÆýWüûíñŽ#øwn\8_/ÝØ�œ·€„æš—Kø=_ü‚gî/�Ûõò¸å[^|B÷XµSáôSàQèãÂKo³GéÎÇÜÿoyæz�Ã8>YfžÌAõn 9
“)±å/Œ¢ËÔ
'½6¸iðOË.œ¿sýS¾òþ2‹Ì]S.¾áEP ŽD¿êÅEP¯~�L,®‘ÄKzÅØ¼™`ùã×à"b ñ³‹ˆ}ûdfÎXn¦ÂÍë‰"¼12ê†VA®ÏÈXÉO&&ñ’8_¸Qàù…ÑË–yâ”ÍX‰�‡S©WdQN§¢Ìó³Eä¥�A诲)Ê&›Þ¹Yàìg`æ^€�îäø=«l¶ÚBþqCH|
<ÃMÀõ.н =�ƒþ¶ÜŽª–þË µ™¹8Iðöh
~JìI0åùDz6ÖúѦÜÒàSYàá Œßî»n˜f°ß™ÀËb³ôjì·ecüÂ#=5¡SáÔð÷¡žáöŽá¼)7£¡è“q7ÌM}/
ÿ¯@ßnÊnäNÛäzlœyY|ÂEÐ,‹½8ËO‰÷ë””¾oô2LœË qT×ëa/´kiÿµŒ}G÷pÒ½nÜ—åJ÷mso¹ * ùñ»ý�ˆòãFý¬ª;ƒOš8s óÈ+üäË™p[þfÉ|Ÿ^÷ähñŽ·»a”B颅›{~Ÿèì `‘Õ4nëñ/cYb›¡Ó7KøÒqÐmãídà xA”ƒ8Eðyð^gË ¨$�ƒƒ]`½Ì!’8Sëÿ®9D:qÎwƒR�uÃØ‹"cH©JíU\—ç©
8VÑÙbOÙO¸$KkUc§d;K&7#ôWºU»ÝŽ�®J{9.mV²f÷¨b-¸{Š- ûv&>HfЬTGg²ÌÑܦN-
t«dº†D�¥ŒRgÛ®TÝËÊO~â¿xñ²Gxˆ*
ùF×fg‡÷7ƒìì‡q¥U/«¶·‡%ÝôC‰�µŸCŽ__$ Hge‰
{ùÐéYQBF"i=2izYèÔ¶ä§¡"üäûaÃ4ÆC+-4ò¶V.ÈÎSg×µÛÝ`n êÎ ·^ ¸&¹†%˜%ݪܙ3l”ÌÖmsënÚN‹ÎôôAueeqÅmV>ntµ‘)óâ! ˆ¢]9(š¸Â
û¤¢®÷s؎ͺWÅ: lÉHˆóÀ¢kWce†¥4
Óó£z½k#n4^wåÖ¬ƒm÷ž¸‘¤Ÿ�é3?¸ÒÏ™çÖ©©'—!:^·Ý æý¾Ÿôr0èŠqç¾Ý鎨…aT804Í I6j…Y?´«‰*c¨MK²/½±Yq¦….óä×Aaf%3½úeTŸ“ð(-DVjGçH5¢ü,û÷½,³‚SgµoÊ®dE�
%mØuªï!}=X�Áÿ“»¤YSžDEDfnæ•+Õë[Ѻ(”´•Zj²5h†MæÁA0ëkÒp±—˜ƒ½£·Beµ»¦‰¡½ý£6Òƒ¡ÜÕjˆ±Ðs=c>s1ιÓ�džáŸ;3m ¡;lJÓ;38¬„˜†å¸%�œ
‰AôÊnX+µº)«÷¼!?Â&+5àoCÚVàEH�`9nD"H˜º±ÀûÀï7²¦›©daÓD iXÂ:¢F,3Ý T-ªÞËäz¬k³±+O-\V.«„ÙÆ¢Õ^¯÷2úÈPÂÐú.LmZcrh0U9zuU�‰täûëEPØ®A®:è9Õ”ìel÷ÉÕCBß™µš|=2Š�²êÚÞôƒ@ÚumÓ$€4?Èv&gW6�pK7- õªºíÕÊíÛ±cóJ7³"£Ó‚!veÑgæT˜;ì½L_D1
³vb�B
jG÷Àzs—nªN•=Ë
ΊºÐvuô1,'aÎÆd–XdaX€C+À±Ã‘-°n†z/3
ŽEÄ>>Ó©ø(§È´¾ƒõÒ�å³Pˆ¨UÖûÞ^±;§9ßMÐ…í›ÓÉÛÃ,9÷Áâ0ÈaΗfG?²ã%“ÛËŽŸÂ0ª6¬˜