{"id":4049,"date":"2025-09-16T19:20:45","date_gmt":"2025-09-16T11:20:45","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4049"},"modified":"2025-09-16T19:20:45","modified_gmt":"2025-09-16T11:20:45","slug":"202509%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hidden-in-plain-sight-evaluation-of-the-deception-detection-capabilities-of-llms-in-multimodal-settings","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202509%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-hidden-in-plain-sight-evaluation-of-the-deception-detection-capabilities-of-llms-in-multimodal-settings\/","title":{"rendered":"202509\u8bba\u6587\u7814\u8bfb-Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings"},"content":{"rendered":"\n

\u4f5c\u8005\uff1aMd Messal Monem Miah, Adrita Anika , Xi Shi, Ruihong Huang<\/p>\n\n\n\n

\u6765\u6e90\uff1aACL 2025<\/p>\n\n\n\n

\u5355\u4f4d\uff1aTexas A&M University\uff0cAmazon<\/p>\n\n\n\n

\u53d1\u8868\u65e5\u671f\uff1a2025.8<\/p>\n\n\n\n

\u80cc\u666f<\/h2>\n\n\n\n

\u6b3a\u9a97\u68c0\u6d4b\u610f\u4e49\u91cd\u5927\u4f46\u672c\u8d28\u56f0\u96be\uff0c\u4eba\u7c7b\u5224\u522b\u51c6\u786e\u7387\u4ec5\u7565\u9ad8\u4e8e\u968f\u673a\u731c\u6d4b\uff08\u7ea6 54%\uff09\u3002\u7814\u7a76\u8005\u8bd5\u56fe\u7528\u8bed\u8a00\u5b66\u7279\u5f81\u3001\u97f3\u9891\u7279\u5f81\u3001\u9762\u90e8\u5fae\u8868\u60c5\u7b49\u81ea\u52a8\u5316\u7ebf\u7d22\u6765\u8f85\u52a9\u5224\u522b\u3002<\/p>\n\n\n\n

\u8fd1\u5e74 LLM \u5728\u8bed\u8a00\u7406\u89e3\u3001\u60c5\u611f\/\u4e8b\u5b9e\u9a8c\u8bc1\u7b49\u4efb\u52a1\u4e0a\u663e\u793a\u5f3a\u5927\u80fd\u529b\uff1bLMM\u4e5f\u5728\u7406\u89e3\u97f3\/\u89c6\u9891\u548c\u6587\u672c\u7b49\u65b9\u9762\u5d1b\u8d77\u3002\u672c\u6587\u7cfb\u7edf\u8bc4\u4f30\u4e86\u4e0d\u540c\u7c7b\u578b\u6a21\u578b\u5728\u591a\u6a21\u6001\u6b3a\u9a97\u68c0\u6d4b\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

\u8bba\u6587\u8d21\u732e<\/h2>\n\n\n\n

1\u3001\u9996\u6b21\u7cfb\u7edf\u6027\u7814\u7a76\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u6b3a\u9a97\u68c0\u6d4b\u4e2d\u7684\u8868\u73b0\uff0c\u6db5\u76d6\u6587\u672c\u6570\u636e\u96c6\uff08OpSpam\uff09\u3001\u5b9e\u9a8c\u5ba4\u73af\u5883\u89c6\u9891\u6570\u636e\u96c6\uff08MU3D\uff09\u3001\u4ee5\u53ca\u771f\u5b9e\u6cd5\u5ead\u5ba1\u8baf\u6570\u636e\u96c6\uff08RLTD\uff09\u3002
2\u3001\u6bd4\u8f83\u4e86\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u57fa\u7ebf\uff08\u5982RoBERTa\u3001CNN\u3001LSTM\uff09\u3001\u5f00\u6e90LLM\uff08LLaMA\u3001Gemma\uff09\u3001\u5546\u7528LLM\uff08GPT-4o\uff09\u3001\u4ee5\u53ca\u591a\u6a21\u6001\u6a21\u578b\uff08GPT-4o\u591a\u6a21\u6001\u3001LLaVA\u7b49\uff09\u7684\u6027\u80fd\uff0c\u5f62\u6210\u4e00\u4e2a\u8f83\u4e3a\u5168\u9762\u7684\u8bc4\u4f30\u3002
3\u3001\u63a2\u7d22\u4e86\u4e0d\u540c\u5b9e\u9a8c\u8bbe\u7f6e\uff0c\u5305\u62ec\uff1a\u76f4\u63a5\u6807\u7b7e\u9884\u6d4b\u4e0e\u4e8b\u540e\u63a8\u7406\u751f\u6210\u3001\u968f\u673a\u4e0e\u76f8\u4f3c\u6027\u793a\u4f8b\u9009\u62e9\u3001few-shot \u4e0e zero-shot \u63d0\u793a\uff0c\u4ee5\u53ca\u662f\u5426\u4f7f\u7528\u601d\u7ef4\u94fe\u63d0\u793a\u3002
4\u3001\u53d1\u73b0\u5e76\u63ed\u793a\u4e86\u5f53\u524d\u6a21\u578b\u7684\u77ed\u677f\uff1aLMM \u5728\u6355\u6349\u89c6\u9891\u91cc\u7684\u7ec6\u7c92\u5ea6\u975e\u8bed\u8a00\u7279\u5f81\u65f6\u8868\u73b0\u4e0d\u4f73\uff0c\u751a\u81f3\u4e0d\u5982\u4f20\u7edf\u7684\u89c6\u89c9\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u8fc7\u7a0b<\/h2>\n\n\n\n

1\u3001\u6570\u636e\u96c6\uff1a<\/p>\n\n\n\n

\u6570\u636e\u96c6<\/td>\u7c7b\u578b<\/td>\u5185\u5bb9<\/td>\u6807\u7b7e<\/td><\/tr>
RLTD<\/td>\u5ead\u5ba1\u89c6\u9891<\/td>121\u4e2a\u89c6\u9891<\/td>\u6709\u7f6a\/\u65e0\u7f6a<\/td><\/tr>
MU3D<\/td>\u4eba\u9645\u5bf9\u8bdd<\/td>320\u4e2a\u89c6\u9891<\/td>\u559c\u6b22\/\u4e0d\u559c\u6b22<\/td><\/tr>
OpSpam<\/td>\u5728\u7ebf\u8bc4\u8bba<\/td>1600\u6761\u9152\u5e97\u8bc4\u8bba<\/td>\u6b3a\u9a97\/\u771f\u5b9e<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

2\u3001\u8bc4\u4f30\u6a21\u578b\uff1a<\/p>\n\n\n\n

\u6587\u672cLLMs\uff1aLLaMA3.1-8B, Gemma2-9B, GPT-4o
\u591a\u6a21\u6001LMMs\uff1a
\u89c6\u9891+\u6587\u672c\uff1aLLaVA-NeXT-Video, Qwen2VL
\u97f3\u9891+\u6587\u672c\uff1aMERaLiON-AudioLLM, Qwen2-Audio<\/p>\n\n\n\n

3\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/p>\n\n\n\n

\u57fa\u7ebf\u6a21\u578b\uff1aRoBERTa\uff08\u6587\u672c\uff09\u3001BiLSTM+Attention\u3001CNN\u3001PECL\uff08\u591a\u6a21\u6001\uff09<\/p>\n\n\n\n

\u63d0\u793a\u7b56\u7565\uff1a
\u00b7 \u96f6\u6837\u672c vs \u5c11\u6837\u672c\uff082\/4\/6\/8\/10\u4e2a\u6837\u672c\uff09\uff0c\u5728\u5c11\u6837\u672c\u60c5\u51b5\u4e0b\u5c1d\u8bd5\u4e0d\u540c\u793a\u4f8b\u9009\u62e9\u65b9\u6cd5\uff08\u968f\u673a vs \u76f8\u4f3c\u5ea6\u68c0\u7d22\uff09\u3002
\u00b7 \u76f4\u63a5\u8f93\u51fa\u6807\u7b7e vs \u5148\u751f\u6210\u6807\u7b7e\u518d\u751f\u6210\u63a8\u7406\uff0c\u68c0\u6d4b\u6a21\u578b\u662f\u5426\u6709\u53ef\u89e3\u91ca\u6027<\/p>\n\n\n\n

\u8f85\u52a9\u7279\u5f81\uff1a
\u975e\u8bed\u8a00\u624b\u52bf\uff08RLTD\uff09
\u89c6\u9891\u6458\u8981\uff08LLaVA\u751f\u6210\uff09
\u97f3\u9891\u6458\u8981\uff08Qwen2-Audio\u751f\u6210\uff09<\/p>\n\n\n\n

\u5fae\u8c03\uff1a\u4f7f\u7528LLaMA-Factory\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03<\/p>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u4e3b\u8981\u6027\u80fd\u5bf9\u6bd4<\/p>\n\n\n\n

\u6587\u672c\u6570\u636e\u96c6OpSpam\uff1aLLM\u7684\u8868\u73b0\u63a5\u8fd1\u6216\u8d85\u8fc7RoBERTa\uff0c\u8bf4\u660e\u5927\u6a21\u578b\u5728\u5355\u6587\u672c\u6b3a\u9a97\u68c0\u6d4b\u4e0a\u5177\u6709\u7ade\u4e89\u529b\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u5ba4\u89c6\u9891\u6570\u636e\u96c6MU3D\u548c\u771f\u5b9e\u6cd5\u5ead\u6570\u636e\u96c6RLTD\uff1aLLM\u5355\u6587\u672c\u6a21\u5f0f\u80fd\u90e8\u5206\u7f29\u5c0f\u4e0e\u57fa\u7ebf\u7684\u5dee\u8ddd\uff0c\u4f46few-shot\u914d\u7f6e\u5e76\u672a\u59cb\u7ec8\u4f18\u4e8e\u6700\u5f3a\u57fa\u7ebf\u3002<\/p>\n\n\n\n

\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08LMM\uff09\u672a\u80fd\u5c55\u73b0\u51fa\u5728\u89c6\u9891\u6b3a\u9a97\u68c0\u6d4b\u4e2d\u7684\u4f18\u52bf\uff0c\u5c24\u5176\u5728\u975e\u8bed\u8a00\u7ec6\u8282\u6355\u6349\u4e0a\u8868\u73b0\u4e0d\u5982\u4f20\u7edfCNN\u6216\u65f6\u5e8f\u6a21\u578b\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

sim-top\uff08\u9009\u6700\u76f8\u4f3c\u7684\uff0c\u4e0d\u7ba1\u6807\u7b7e\uff09\u548c sim-pair\uff08\u5e73\u8861\u9009\u76f8\u4f3c\u7684\u771f\u5b9e\u548c\u6b3a\u9a97\u6837\u672c\uff09\u5747\u4f18\u4e8e\u968f\u673a\u9009\u62e9\u3002
\u5728OpSpam\u4e2d\uff0csim-top\u6548\u679c\u66f4\u597d\uff0c\u56e0\u4e3a\u6b3a\u9a97\u6027\u8bc4\u8bba\u4e4b\u95f4\u8bed\u4e49\u76f8\u4f3c\u5ea6\u9ad8\uff0c\u5bb9\u6613\u68c0\u7d22\u5230\u540c\u7c7b\u6837\u672c\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

LLMs\u5728\u5224\u65ad\u6b3a\u9a97\u65f6\u4f9d\u8d56\u4ee5\u4e0b\u8bed\u8a00\u7ebf\u7d22<\/p>\n\n\n\n

\u7ebf\u7d22<\/td>\u8bf4\u660e<\/td>\u51c6\u786e\u7387<\/td><\/tr>
\u7ec6\u8282\u6027<\/td>\u8be6\u7ec6\u63cf\u8ff0\u5e38\u88ab\u8ba4\u4e3a\u662f\u771f\u5b9e<\/td>57%~86%<\/td><\/tr>
\u6a21\u7cca\u6027<\/td>\u6a21\u7cca\u8868\u8fbe\u5e38\u88ab\u8ba4\u4e3a\u662f\u6b3a\u9a97<\/td>31%~100%<\/td><\/tr>
\u586b\u5145\u8bcd<\/td>\u201cum\u201d\u3001\u201cuh\u201d\u7b49\u5e38\u88ab\u8ba4\u4e3a\u662f\u6b3a\u9a97<\/td>50%~100%<\/td><\/tr>
\u5408\u7406\u6027<\/td>\u8fc7\u5ea6\u89e3\u91ca\u5e38\u88ab\u8ba4\u4e3a\u662f\u6b3a\u9a97<\/td>42%~100%<\/td><\/tr>
\u60c5\u7eea<\/td>\u5f3a\u70c8\u60c5\u7eea\u5e38\u88ab\u8ba4\u4e3a\u662f\u771f\u5b9e<\/td>\u4f46\u6613\u88ab\u5938\u5927\u60c5\u7eea\u6b3a\u9a97<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u603b\u7ed3<\/h2>\n\n\n\n

1\u3001\u4e3b\u8981\u7ed3\u8bba
LLMs\u5728\u6587\u672c\u6b3a\u9a97\u68c0\u6d4b\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5c24\u5176\u662f\u5728\u5fae\u8c03\u540e\uff1b
\u5f53\u524d\u591a\u6a21\u6001LMMs\u5728\u6b3a\u9a97\u68c0\u6d4b\u4e2d\u5c1a\u672a\u80fd\u6709\u6548\u5229\u7528\u89c6\u89c9\u548c\u97f3\u9891\u4fe1\u606f\uff1b
LLMs\u5bb9\u6613\u8fc7\u5ea6\u4f9d\u8d56\u67d0\u4e9b\u8bed\u8a00\u7ebf\u7d22\uff08\u5982\u7ec6\u8282\u3001\u6a21\u7cca\u6027\uff09\uff0c\u5bfc\u81f4\u8bef\u5224\uff1b
\u5c11\u6837\u672c\u793a\u4f8b\u7684\u9009\u62e9\u7b56\u7565\u5bf9\u6027\u80fd\u5f71\u54cd\u663e\u8457\uff0c\u76f8\u4f3c\u6027\u68c0\u7d22\u4f18\u4e8e\u968f\u673a\u9009\u62e9\u3002
2\u3001\u5c40\u9650\u6027
\u4ec5\u9650\u82f1\u6587\u6570\u636e\uff0c\u7f3a\u4e4f\u8de8\u8bed\u8a00\/\u6587\u5316\u8bc4\u4f30\uff1b
\u672a\u6db5\u76d6AI\u751f\u6210\u6b3a\u9a97\u5185\u5bb9\uff1b
\u4f26\u7406\u548c\u9690\u79c1\u95ee\u9898\u672a\u6df1\u5165\u8ba8\u8bba\u3002
3\u3001\u672a\u6765\u65b9\u5411
\u5f00\u53d1\u66f4\u9ad8\u6548\u7684\u591a\u6a21\u6001\u6b3a\u9a97\u68c0\u6d4b\u6a21\u578b\uff1b
\u63d0\u5347LMMs\u7684\u65f6\u5e8f\u611f\u77e5\u80fd\u529b\uff1b
\u7ed3\u5408\u4eba\u7c7b\u53cd\u9988\u8fdb\u884c\u53ef\u89e3\u91ca\u6027\u4f18\u5316\u3002<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4f5c\u8005\uff1aMd Messal Monem Miah, Adrita Anika , Xi Shi, Ruihong […]<\/p>\n","protected":false},"author":70,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4049","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4049","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/70"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4049"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4049\/revisions"}],"predecessor-version":[{"id":4074,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4049\/revisions\/4074"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}