{"id":39507,"date":"2025-03-19T05:02:23","date_gmt":"2025-03-18T21:02:23","guid":{"rendered":"https:\/\/17aitech.com\/?p=39507"},"modified":"2025-03-19T05:02:23","modified_gmt":"2025-03-18T21:02:23","slug":"%e5%85%88%e5%88%ab%e9%aa%82%e9%98%9f%e5%8f%8b%ef%bc%8c%e4%b8%8a%e4%ba%a4%e5%a6%82%e4%bd%95%e8%ae%a9deepseek-r1%e5%9c%a8%e5%88%86%e6%89%8b%e5%8e%a8%e6%88%bf%e5%86%8d%e4%b9%9f%e4%b8%8d%e7%b3%8a%e9%94%85","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39507","title":{"rendered":"\u5148\u522b\u9a82\u961f\u53cb\uff0c\u4e0a\u4ea4\u5982\u4f55\u8ba9DeepSeek R1\u5728\u5206\u624b\u53a8\u623f\u518d\u4e5f\u4e0d\u7cca\u9505\uff1f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-18-8\" target=\"_blank\">\u5148\u522b\u9a82\u961f\u53cb\uff0c\u4e0a\u4ea4\u5982\u4f55\u8ba9DeepSeek R1\u5728\u5206\u624b\u53a8\u623f\u518d\u4e5f\u4e0d\u7cca\u9505\uff1f<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3e8b376a92af0958cf563dccf04df8a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3e8b376a92af0958cf563dccf04df8a7.png\"><\/a><\/p>\n<section><strong>\u672c\u6587\u7531\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66SJTU-MARL\u5b9e\u9a8c\u5ba4\u4e0eAGI-Eval\u8bc4\u6d4b\u793e\u533a\u8054\u5408\u56e2\u961f\u64b0\u5199\uff0c\u7b2c\u4e00\u4f5c\u8005\u5f20\u52ad\u4e3a\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u535a\u58eb\u751f\uff08\u5bfc\u5e08\uff1a\u6e29\u9896\u526f\u6559\u6388\uff09\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u4eba\u667a\u534f\u540c\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u738b\u9521\u6dee\u4e3a\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u535a\u58eb\u751f\uff08\u5bfc\u5e08\uff1a\u5f20\u4f1f\u6960\u6559\u6388\uff09\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u5f3a\u5316\u5b66\u4e60\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\u901a\u8baf\u4f5c\u8005\u6e29\u9896\u4e3a\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u526f\u6559\u6388\uff0c\u5176\u56e2\u961fSJTU-MARL\u5b9e\u9a8c\u5ba4\u7814\u7a76\u65b9\u5411\u6d89\u53ca\u5f3a\u5316\u5b66\u4e60\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u53ca\u51b3\u7b56\u5927\u6a21\u578b\u3002AGI-Eval\u662f\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3001\u540c\u6d4e\u5927\u5b66\u3001\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u3001DataWhale\u7b49\u9ad8\u6821\u548c\u673a\u6784\u5408\u4f5c\u53d1\u5e03\u7684\u5927\u6a21\u578b\u8bc4\u6d4b\u793e\u533a\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u6625\u8282\u7684 DeepSeek \u5927\u70ed\u540e\uff0c\u5927\u6a21\u578b\u4e5f\u66f4\u591a\u8d70\u8fdb\u4e86\u5927\u5bb6\u7684\u751f\u6d3b\u3002\u6211\u4eec\u8d8a\u6765\u8d8a\u591a\u770b\u5230\u5404\u79cd\u6a21\u578b\u5728\u9759\u6001\u7684\u505a\u9898\u699c\u5355\u51fb\u8d25\u4eba\u7c7b\uff0c\u89e3\u51b3\u5404\u79cd\u590d\u6742\u63a8\u7406\u95ee\u9898\u3002\u4f46\u8fd9\u4e9b\u9759\u6001\u7684\u6d4b\u8bd5\u4e0e\u6a21\u578b\u5728\u73b0\u5b9e\u4e2d\u7684\u5e94\u7528\u8fd8\u76f8\u53bb\u751a\u8fdc\u3002\u6a21\u578b\u9664\u4e86\u80fd\u8fdb\u884c\u5bf9\u8bdd\uff0c\u8fd8\u5728\u8bb8\u591a\u66f4\u590d\u6742\u7684\u573a\u666f\u4e2d\u4ee5\u5404\u79cd\u5404\u6837\u7684\u65b9\u5f0f\u4e0e\u4eba\u7c7b\u4ea7\u751f\u4e92\u52a8\u3002\u9664\u4e86\u5bf9\u8bdd\u4efb\u52a1\u5916\uff0c\u5982\u4f55\u5b9e\u73b0\u5927\u6a21\u578b\u4e0e\u4eba\u7684\u5b9e\u65f6\u540c\u6b65\u4ea4\u4e92\u534f\u4f5c\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\u50cf\u4e0a\u5468\u521a\u521a\u5f15\u7206\u793e\u533a\u7684 Manus\uff0c\u5c31\u53f7\u79f0\u80fd\u591f\u8ba9 LLM Agent \u80fd\u591f\u4e0e\u4eba\u5b9e\u65f6\u534f\u4f5c\u4ea4\u4e92\u5b8c\u6210\u4efb\u52a1\u3002\u7f51\u4e0a\u5bf9 Manus \u7684\u5439\u6367\u5f88\u591a\uff0c\u751a\u81f3 Manus \u7684\u4e00\u4e2a\u5185\u6d4b\u7801\u7684\u4ef7\u683c\u5728\u95f2\u9c7c\u4e0a\u5c31\u88ab\u53eb\u5230\u4e86 6 \u4e07\u3002\u4f46\u5728\u5b9e\u6d4b\u89c6\u9891\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230 Manus \u66f4\u50cf\u662f\u56de\u5408\u5236\u534f\u4f5c\uff0c\u7528\u6237\u8f93\u5165\u4e00\u4e2a\u6307\u4ee4\u540e\uff0cManus \u8fdb\u884c\u89c4\u5212\uff0c\u5217\u51fa\u81ea\u5df1\u9700\u8981\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u5e76\u9010\u6b65\u5b8c\u6210\u3002\u7528\u6237\u53ea\u80fd\u5728 Manus \u5b8c\u6210\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\u9759\u9759\u7b49\u5f85\uff0c\u4e5f\u65e0\u6cd5\u4fee\u6539 Manus \u7684\u8ba1\u5212\uff0c\u76f4\u5230 Manus \u5b8c\u6210\u5b83\u7684\u8ba1\u5212\u624d\u80fd\u5f00\u59cb\u65b0\u7684\u4ea4\u4e92\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u5728\u73b0\u5b9e\u751f\u6d3b\u4e2d\uff0c\u6211\u4eec\u4e0e\u540c\u4f34\u4e92\u52a8\u534f\u4f5c\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\u65f6\uff0c\u5e76\u4e0d\u662f\u56de\u5408\u5236\u4e92\u52a8\u7684\uff0c\u4eba\u4e0e\u4eba\u4e4b\u95f4\u5b58\u5728\u7740\u66f4\u591a\u9891\u7e41\u7684\u4e92\u52a8\u4ee5\u53ca\u5bf9\u5bf9\u65b9\u7684\u89c2\u5bdf\u4e0e\u8f93\u5165\u8f93\u51fa\uff0c\u8fd9\u4e9b\u4e92\u52a8\u5e26\u6765\u4e86\u73af\u5883\u72b6\u6001\u7684\u6539\u53d8\u4ee5\u53ca\u5bf9\u4eba\u5373\u65f6\u53cd\u5e94\u80fd\u529b\u7684\u8981\u6c42\u3002<\/section>\n<section><\/section>\n<section>Manus \u7684\u4ea4\u4e92\u5f62\u5f0f\u4ecd\u7136\u65e0\u6cd5\u89e3\u51b3\u5bf9\u4eba\u7c7b\u7684\u5b9e\u65f6\u54cd\u5e94\u95ee\u9898\u3002\u7528\u6237\u5728\u51fa\u73b0\u4e34\u65f6\u7684\u60f3\u6cd5\u53d8\u5316\uff0c\u6216\u5e0c\u671b\u548c\u6a21\u578b\u534f\u4f5c\u5171\u540c\u5de5\u4f5c\u65f6\uff0cAgent \u4ecd\u7136\u9762\u4e34\u65e0\u6cd5\u5feb\u901f\u54cd\u5e94\uff0c\u4ee5\u53ca\u96be\u4ee5\u63a8\u65ad\u7528\u6237\u610f\u56fe\u7684\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4f55\u8ba9\u6a21\u578b\u5b9e\u73b0\u771f\u6b63\u7684\u4eba\u673a\u5b9e\u65f6\u540c\u6b65\u534f\u4f5c\uff1f\u5728 Claude-3.7-sonnet \u6e38\u73a9\u5b9d\u53ef\u68a6\uff0c\u6a21\u578b\u5728\u8d2a\u5403\u86c7\u4e2d\u8fdb\u884c\u5927\u6bd4\u62fc\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8\u7684\u65f6\u523b\uff0c\u6211\u4eec\u53d1\u73b0\u591a\u4eba\u534f\u4f5c\u6e38\u620f\u6216\u8bb8\u662f\u4e00\u4e2a\u66f4\u5408\u9002\u7684\u6d4b\u8bd5\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section><strong>\u300c\u9505\u91cc\u7684\u725b\u6392\u7cca\u4e86\uff01\u706d\u706b\u5668\u5728\u54ea\uff1f\u751f\u83dc\u8fd8\u6ca1\u5207\u5b8c\uff01\uff01\u300d<\/strong>\u2014\u2014 \u5982\u679c\u4f60\u73a9\u8fc7\u300aOvercooked\u300b\uff0c\u4e00\u5b9a\u4f53\u9a8c\u8fc7\u8fd9\u79cd\u624b\u5fd9\u811a\u4e71\u7684\u5d29\u6e83\u611f\u3002\u5b9e\u65f6\u6e38\u620f\u7684\u7a81\u53d1\u72b6\u51b5\u3001\u75af\u72c2\u5012\u8ba1\u65f6\u7684\u8ba2\u5355\uff0c\u4ee5\u53ca\u9891\u9891\u548c\u4f60\u62a2\u6d3b\u5e72\u7684\u961f\u53cb\uff0c\u8ba9\u8fd9\u6b3e\u5f3a\u8c03\u540c\u6b65\u534f\u4f5c\u7684\u6e38\u620f\u65e2\u5145\u6ee1\u6b22\u4e50\u53c8\u4ee4\u4eba\u8840\u538b\u98d9\u5347\u3002<\/section>\n<section><\/section>\n<section>\u300aOvercooked\u300b\u662f\u4e00\u6b3e Team 17 \u53d1\u884c\u7684\u4ee5\u5408\u4f5c\u70f9\u996a\u4e3a\u4e3b\u9898\u7684\u6d3e\u5bf9\u6e38\u620f\uff0c\u73a9\u5bb6\u9700\u5728\u7279\u522b\u7684\u53a8\u623f\u4e2d\u4e0e\u961f\u53cb\u5b9e\u65f6\u914d\u5408\u5b8c\u6210\u5207\u83dc\u3001\u714e\u725b\u8089\u997c\u3001\u7ec4\u88c5\u6c49\u5821\u4ee5\u5b8c\u6210\u8ba2\u5355\uff0c\u5e76\u65f6\u523b\u6ce8\u610f\u706d\u706b\u3002\u6e38\u620f\u51ed\u501f\u6781\u5177\u6311\u6218\u7684\u5b9e\u65f6\u534f\u4f5c\u673a\u5236\u548c\u4ee4\u4eba\u624b\u5fd9\u811a\u4e71\u7684\u53a8\u623f\u5e03\u5c40\uff0c\u8fc5\u901f\u6210\u4e3a\u8003\u9a8c\u56e2\u961f\u9ed8\u5951\u7684\u300c\u53cb\u60c5 \/ \u7231\u60c5\u68c0\u6d4b\u5668\u300d\uff0c\u4e5f\u56e0\u6b64\u5f97\u540d\u300c\u5206\u624b\u53a8\u623f\u300d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11bd81e94979ee475be305ec8ff4f67c.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-11bd81e94979ee475be305ec8ff4f67c.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Overcooked\u6e38\u620f\u753b\u9762<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u8fd9\u79cd\u9ad8\u5b9e\u65f6\u6027\u3001\u5f3a\u4ea4\u4e92\u7684\u865a\u62df\u73af\u5883\u4e5f\u5438\u5f15\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-Agent System, MAS\uff09\u548c\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff08Multi-agent Reinforcement Learning\uff09\u7814\u7a76\u8005\u7684\u76ee\u5149\u3002\u7531\u4e8e\u6e38\u620f\u8981\u6c42\u667a\u80fd\u4f53\u5feb\u901f\u5206\u5de5\u534f\u4f5c\uff0c\u89e3\u51b3\u5408\u4f5c\u4e2d\u7684\u534f\u8c03\u95ee\u9898\uff0cOvercooked \u5728 2019 \u5e74\u7531 Stuart Russell \u548c Pieter Abbeel \u9886\u8854\u7684 Center for Human-Compatible AI \uff0c\u901a\u8fc7\u7b80\u5316\u5b9e\u73b0\u6210\u4eba\u667a\u534f\u540c\u7684\u57fa\u51c6 overcooked-ai\uff0c\u5f00\u59cb\u88ab\u88ab\u5e7f\u6cdb\u7528\u4f5c\u63a2\u7a76\u667a\u80fd\u4f53\u4e0e\u4eba\u7c7b\u534f\u4f5c\u80fd\u529b\u7684\u6d4b\u8bd5\u5e73\u53f0\uff0c\u5c24\u5176\u662f\u548c\u4eba\u7c7b\u7684\u96f6\u6837\u672c\u534f\u4f5c\uff08Zero-shot Coordination\uff09\u3002\u7814\u7a76\u8005\u901a\u8fc7\u8bad\u7ec3 AI \u4ee3\u7406\u9884\u6d4b\u4eba\u7c7b\u73a9\u5bb6\u7684\u51b3\u7b56\u4e0e\u6c9f\u901a\uff0c\u63a2\u7d22\u5206\u5e03\u5f0f\u534f\u4f5c\u3001\u5e94\u6025\u7b56\u7565\u4f18\u5316\u7b49\u8bfe\u9898\uff0c\u5176\u6210\u679c\u751a\u81f3\u4e3a\u81ea\u52a8\u9a7e\u9a76\u3001\u5de5\u4e1a\u673a\u5668\u4eba\u534f\u4f5c\u63d0\u4f9b\u4e86\u7075\u611f\u3002\u5728 overcooked-ai \u7684\u300c\u865a\u62df\u540e\u53a8\u300d\uff0c\u4eba\u673a\u534f\u4f5c\u7684\u8fb9\u754c\u6b63\u88ab\u91cd\u65b0\u5b9a\u4e49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3bdb0c22453f8a795e5d218b8377b170.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3bdb0c22453f8a795e5d218b8377b170.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u539f\u59cb\u7684overcooked-ai\u73af\u5883<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5f53\u5b9e\u65f6\u540c\u6b65\u534f\u4f5c\u5bf9\u4eba\u800c\u8a00\u4ecd\u6709\u5de8\u5927\u6311\u6218\u65f6\uff0c<strong>\u4e0a\u6d77\u4ea4\u5927\uff08\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u4e3a\u535a\u58eb\u751f\u5f20\u52ad\u548c\u738b\u9521\u6dee\uff0c\u5bfc\u5e08\u4e3a\u6e29\u9896\u526f\u6559\u6388\u548c\u5f20\u4f1f\u6960\u6559\u6388\uff09\u4e0e AGI-Eval \u8bc4\u6d4b\u793e\u533a<\/strong>\u5f00\u53d1\u7684 <strong>DPT-Agent \u6846\u67b6\u548c\u57fa\u4e8e Overcooked-AI \u91cd\u65b0\u5347\u7ea7\u7684 Overcooked Challenge \u5b9e\u65f6\u540c\u6b65\u534f\u4f5c\u8bc4\u4f30\u73af\u5883<\/strong>\uff0c\u52a0\u5165\u66f4\u590d\u6742\u7684\u83dc\u8c31\u4ee5\u53ca\u8fd8\u539f\u6e38\u620f\u7684\u5b9e\u65f6\u534f\u4f5c\u673a\u5236\uff0c\u8ba9\u5927\u6a21\u578b\u52a0\u5165\u8fd9\u573a\u534f\u4f5c\u6e38\u620f\uff0c\u76f4\u9762\u540c\u6b65\u5b9e\u65f6\u534f\u4f5c\u6311\u6218\uff1a<\/section>\n<ul>\n<li>\n<p>\u9884\u5224\u5f0f\u534f\u4f5c\uff1a\u4f60\u5207\u83dc\u65f6\uff0c<strong>DPT-Agent<\/strong> \u79d2\u9012\u76d8\u5b50\uff1b\u725b\u6392\u70e7\u7126\u4e86\uff0c\u5b83\u62a2\u5148\u706d\u706b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u5206\u5de5\uff1a\u6839\u636e\u8ba2\u5355\u4f18\u5148\u7ea7\uff0c\u81ea\u52a8\u5207\u6362\u300c\u4e3b\u53a8\u300d\u4e0e\u300c\u5e2e\u5de5\u300d\u89d2\u8272\uff0c\u6709\u6548\u5b89\u6392\u65f6\u95f4\uff1b<\/p>\n<\/li>\n<li>\n<p>\u8bfb\u5fc3\u7ea7\u914d\u5408\uff1a\u751a\u81f3\u80fd\u901a\u8fc7\u4f60\u7684\u52a8\u4f5c\u5386\u53f2\uff0c\u63a8\u6d4b\u4f60\u60f3\u505a\u6c49\u5821\u8fd8\u662f\u6c99\u62c9\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ba8f121fbbb1525bd835ed31e8aced80.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ba8f121fbbb1525bd835ed31e8aced80.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u9898\u76ee\uff1aLeveraging Dual Process Theory in Language Agent Framework for Real-time Simultaneous Human-AI Collaboration<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2502.11882<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/sjtu-marl\/DPT-Agent<\/p>\n<\/li>\n<\/ul>\n<section>DPT-Agent \u548c Overcooked Challenge \u73af\u5883\u73b0\u5df2\u5f00\u6e90\uff0c\u6709\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u8bd5\u8bd5\u63a5\u5165\u5927\u6a21\u578b\u548c DPT-Agent \u4e00\u8d77\u73a9 Overcooked\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-24f82dbf65272a87511f733c56535273.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-24f82dbf65272a87511f733c56535273.png\"><\/a><\/section>\n<section>\u770b\u5230\u8fd9\u91cc\uff0c\u4f60\u4e00\u5b9a\u4f1a\u95ee\uff0c\u5e73\u65f6\u8bdd\u5f88\u591a\u7684 ChatGPT \u8f93\u51fa\u4e00\u6b21\u8981\u597d\u51e0\u79d2\uff0c\u8fd8\u6709\u5728\u5bf9\u8bdd\u65f6\u8981\u601d\u8003\u51e0\u5341\u79d2\u7684 DeepSeek-R1\uff0c\u867d\u7136\u63a8\u7406\u80fd\u529b\u5f88\u5f3a\u4e5f\u5f88\u4f1a\u601d\u8003\uff0c\u4f46\u4f3c\u4e4e\u5ef6\u8fdf\u5de8\u5927\uff0c\u5982\u4f55\u505a\u5230\u548c\u4eba\u5b9e\u65f6\u540c\u6b65\u534f\u4f5c\uff1f<\/section>\n<section><\/section>\n<section>\u7b54\u6848\u5c31\u662f<strong>\u53cc\u8fc7\u7a0b\u7406\u8bba\uff08Dual Process Theory\uff09\u2014\u2014 \u8ba9\u5927\u6a21\u578b\u5b66\u4f1a<strong>\u300c<\/strong>\u8fb9\u714e\u725b\u6392\u8fb9\u5199\u7b56<\/strong><strong>\u7565\u300d\uff01<\/strong><\/section>\n<section><\/section>\n<section><strong>\u4eba\u8111\u540c\u6b3e\u53cc\u7cfb\u7edf\uff1a\u5feb\u6162\u53cc\u8111\u7834\u89e3 AI \u534f\u4f5c\u96be\u9898<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5927\u6a21\u578b\u5728\u5b9e\u65f6\u540c\u6b65\u534f\u4f5c\u4e2d\u4e3a\u4f55\u9891\u9891\u7ffb\u8f66\uff1f\u95ee\u9898\u51fa\u5728<strong>\u300c\u5927\u6a21\u578b\u60f3\u5f97\u6162\u505a\u7684\u6162\u300d<\/strong>\u4e0e<strong>\u300c\u5c0f\u6a21\u578b\u505a\u7684\u5feb\u4f46\u505a\u4e0d\u5bf9\u300d<\/strong>\u7684\u77db\u76fe\uff1a<\/section>\n<section><\/section>\n<section><strong>\u5927\u6a21\u578b\u5f80\u5f80<\/strong>\u751f\u6210\u4e00\u4e2a\u51b3\u7b56\u81f3\u5c11\u9700\u6570\u79d2\uff0c\u63a8\u7406\u6a21\u578b\u5219\u53ef\u80fd\u8fbe\u5230\u60ca\u4eba\u7684\u51e0\u5206\u949f\uff0c\u5728\u5206\u624b\u53a8\u623f\u4ee5\u79d2\u8ba1\u7b97\u7684\u6e38\u620f\u8fdb\u7a0b\u91cc\u96be\u4ee5\u5b9e\u65bd\u51b3\u7b56\uff0c\u800c<strong>\u5c0f\u6a21\u578b<\/strong>\u54cd\u5e94\u7684\u786e\u5f88\u5feb\uff0c\u4f46\u5f80\u5f80\u7531\u4e8e\u80fd\u529b\u4e0d\u8db3\uff0c\u51fa\u73b0\u5931\u8bef\u51b3\u7b56\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ba046acfb45b5b7563a05f15b16c0648.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ba046acfb45b5b7563a05f15b16c0648.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5de6\uff1aOvercooked Challenge \u7684\u5173\u53611\uff0c\u540c\u65f6\u652f\u6301\u5355\u4eba\u548c\u53cc\u4eba\u6e38\u620f\uff1b\u53f3\uff1aOvercooked Challenge \u7684\u5173\u53612<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4f7f\u7528\u4e86\u4e00\u7cfb\u5217\u7684\u5927\u5c0f\u6a21\u578b\u5728 Overcooked Challenge \u5355\u4eba\u6e38\u620f\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u53ef\u4ee5\u660e\u663e\u7684\u770b\u5230\u7edd\u5927\u591a\u6570\u975e\u63a8\u7406\u6a21\u578b\u5728\u76f4\u63a5\u51b3\u7b56\uff08Act as System 1\uff09\u4ee5\u53ca\u63a8\u7406\u6a21\u578b\u5148\u601d\u8003\u518d\u51b3\u7b56\uff08Long CoT + Act as System 2\uff09\u7684\u60c5\u51b5\u4e0b\u90fd\u65e0\u6cd5\u5f97\u5206\uff0c\u5373\u4f7f\u5f3a\u5982 GPT-4o\uff0c\u4e5f\u65e0\u6cd5\u8d85\u8d8a\u7b80\u5355\u7684\u6709\u9650\u72b6\u6001\u673a\uff08FSM\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-88051bbd3f799b508eefee06a2517cba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-88051bbd3f799b508eefee06a2517cba.png\"><\/a><\/section>\n<section><em><sup>\u6a2a\u8f74\u4e3a\u5f97\u5206\u6548\u7387\uff1a\u6b63\u5f97\u5206\uff08\u5373\u4e0d\u542b\u6263\u5206\uff09\/\u6709\u6548\u5b8f\u64cd\u4f5c\uff0c\u7eb5\u8f74\u4e3a\u6bcf\u5c40\u6e38\u620f\u5e73\u5747\u5f97\u5206\uff0c\u5706\u7684\u5927\u5c0f\u4ee3\u8868\u6a21\u578b\u6bcf\u4e00\u6b21\u51b3\u7b56\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u5e73\u5747\u5ef6\u65f6\uff08\u79d2\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd9\u4f7f\u5f97\u6211\u4eec\u601d\u8003\u4e00\u4e2a\u95ee\u9898\uff0c\u6a21\u578b\u662f\u5426\u80fd\u50cf\u4eba\u4e00\u6837\uff0c\u4e00\u8fb9\u4e0d\u95f4\u65ad\u5730\u505a\u624b\u4e0a\u7684\u5de5\u4f5c\uff0c\u4e00\u8fb9\u601d\u8003\u66f4\u590d\u6742\u7684\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u60f3\u4e00\u6b65\u505a\u4e00\u6b65\uff1f<\/section>\n<section><\/section>\n<section>\u501f\u9274\u4eba\u7c7b<strong>\u53cc\u8fc7\u7a0b\u7406\u8bba\uff08Dual Process Theory\uff09<\/strong>\uff0cDPT-Agent \u901a\u8fc7 System 1 \u548c System 2 \u7684\u7ed3\u5408\uff0c\u4e3a Agent \u88c5\u4e0a\u300c\u4eba\u8111\u540c\u6b3e\u53cc\u7cfb\u7edf\u300d\uff1a<\/section>\n<ol>\n<li>\n<p><strong>\u300c\u5feb\u8111\u300dSystem 1\u2014\u2014 \u6761\u4ef6\u53cd\u5c04\u7ea7\u54cd\u5e94<\/strong><\/p>\n<ul>\n<li>\n<p><strong>\u4ee3\u7801\u5373\u7b56\u7565\uff08Code-as-Policy\uff09<\/strong>\uff1a\u5c06\u9ad8\u9891\u64cd\u4f5c\uff08\u706d\u706b\u3001\u9012\u98df\u6750\uff09\u56fa\u5316\u4e3a\u6709\u9650\u72b6\u6001\u673a\uff08FSM\uff09\u89c4\u5219\uff0c\u4f18\u5316\u521d\u59cb FSM \u7b56\u7565\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u6301\u7eed\u8f93\u51fa\u4fdd\u969c<\/strong>\uff1a\u5373\u4f7f System 2 \u5728\u540e\u53f0\u601d\u8003\uff0cSystem 1 \u4e5f\u80fd\u6309 FSM \u4e2d\u6700\u65b0\u7b56\u7565\u6301\u7eed\u884c\u52a8\uff0c\u675c\u7edd \u201c\u5b95\u673a\u5361\u987f\u201d\uff0c\u539f\u5b50\u52a8\u4f5c\u54cd\u5e94\u5ef6\u8fdf &lt; 0.1 \u79d2\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u300c\u6162\u8111\u300dSystem 2\u2014\u2014 \u6218\u7565\u7ea7\u8bfb\u5fc3\u672f<\/strong><\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\n<p><strong>\u5fc3\u667a\u7406\u8bba\uff08ToM\uff09<\/strong>\uff1a\u8ba9 LLM \u901a\u8fc7\u5206\u6790\u73a9\u5bb6\u52a8\u4f5c\u5386\u53f2\uff0c\u5b9e\u65f6\u6784\u5efa\u4eba\u7c7b\u610f\u56fe\u6a21\u578b\uff08\u4f8b\uff1a\u300cTA \u8fde\u7eed\u53d6\u725b\u8089\u2192\u4eca\u665a\u4e3b\u6253\u725b\u8089\u6c49\u5821\u300d\uff09\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u5f02\u6b65\u53cd\u601d<\/strong>\uff1a\u5728\u300c\u5feb\u8111\u300d\u6307\u6325\u667a\u80fd\u4f53\u505a\u83dc\u7684\u540c\u65f6\uff0c\u300c\u6162\u8111\u300d\u6839\u636e\u6e38\u620f\u5386\u53f2\u4f18\u5316\u7b56\u7565\uff0c\u5982\u53d1\u73b0\u300c\u751f\u83dc\u603b\u662f\u4e0d\u591f\u300d\uff0c\u81ea\u52a8\u8c03\u6574\u5907\u83dc\u4f18\u5148\u7ea7\uff0c\u8fb9\u534f\u4f5c\u8fb9\u8fdb\u5316\u3002<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-48943a89d45edd6db70feb12c316bffe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-48943a89d45edd6db70feb12c316bffe.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 DPT-Agent\u6846\u67b6\u56fe<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u786c\u6838\u5b9e\u9a8c\uff1a20 \u4e2a\u6a21\u578b + \u4e24\u5927\u4e3b\u6d41\u6846\u67b6\u4e0e DPT-Agent \u7684\u5927\u6bd4\u62fc<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5728\u5168\u65b0\u7684\u96be\u5ea6\u52a0\u5f3a Overcooked Challenge \u73af\u5883\u4e0a\uff0c<strong>20 \u4e2a\u4e3b\u6d41\u6a21\u578b<\/strong>\uff08\u6db5\u76d6 GPT-o3-mini\u3001DeepSeek-R1 \u7cfb\u5217\u4ee5\u53ca\u6700\u65b0\u53d1\u5e03\u7684 QwQ-32b \u7b49\uff09\u5728 ReAct\u3001Reflexion \u548c DPT-Agent \u7684\u4e24\u4e2a\u7248\u672c\uff08\u5e26\u6709 \/ \u4e0d\u5e26\u6709\u5fc3\u667a\u7406\u8bba\u80fd\u529b\uff09\u4e0a\u8fdb\u884c\u4e86\u5355\u667a\u80fd\u4f53\u3001\u591a\u667a\u80fd\u4f53\u4ee5\u53ca\u771f\u5b9e\u4eba\u7c7b\u5408\u4f5c\u6d4b\u8bd5\uff0c\u8bc1\u660e\u4e86 DPT-Agent \u5728\u5b9e\u65f6\u540c\u6b65\u534f\u4f5c\u4e0a\u7684\u8d85\u5f3a\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u300c\u5355\u4eba\u6e38\u620f\u5b9e\u6218\u300d\uff1a\u9ad8\u5ef6\u8fdf\u6a21\u578b\u7684\u9006\u88ad<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5355\u4eba\u6e38\u620f\u4e2d\uff0cDPT-Agent \u5728\u5f97\u5206\u6548\u7387\u548c\u5f97\u5206\u4e0a\u5747\u4f18\u4e8e ReAct \u548c Reflexion\uff0c\u800c\u9ad8\u5ef6\u8fdf\u6a21\u578b\u66f4\u662f\u5f97\u5230\u9006\u88ad\u7ea7\u522b\u7684\u8868\u73b0\u3002\u7edd\u5927\u591a\u6570\u9ad8\u5ef6\u8fdf\u6a21\u578b\u5728 DPT-Agent \u6846\u67b6\u7684\u5e2e\u52a9\u4e0b<strong>\u53d6\u5f97\u4ece\u6709\u5f97\u5206\u80fd\u529b\u5230\u80fd\u591f\u771f\u6b63\u5f97\u5206\u7684\u8f6c\u53d8<\/strong>\uff0c\u76f8\u6bd4 ReAct \u548c Reflexion \u53d6\u5f97\u5927\u5e45\u63d0\u5347\u3002DeepSeek-R1-70B \u4f7f\u7528 DPT-Agent \u6846\u67b6\u540e\uff0c\u5728\u5ef6\u8fdf\u57fa\u672c\u4e0d\u53d8\u7684\u60c5\u51b5\u4e0b\uff0c\u5f97\u5206\u4ece\u4f7f\u7528 ReAct \u7684 -17.0 \u4ee5\u53ca Reflexion \u7684 -20.0 \u53d8\u4e3a +60.0\uff0c\u9006\u88ad\u6210\u300c\u53a8\u623f\u6218\u795e\u300d\u3002\u800c\u5176\u4ed6\u975e\u63a8\u7406\u6a21\u578b\u4e5f\u6709\u4e0d\u540c\u7a0b\u5ea6\u7684\u63d0\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fcd0641b18eec9b12f7a64104a0d4653.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fcd0641b18eec9b12f7a64104a0d4653.png\"><\/a><\/section>\n<section><em><sup>\u8f74\u4e3a\u5f97\u5206\u6548\u7387\uff1a\u6b63\u5f97\u5206\uff08\u5373\u4e0d\u542b\u6263\u5206\uff09\/\u6709\u6548\u5b8f\u64cd\u4f5c\uff0c\u7eb5\u8f74\u4e3a\u6bcf\u5c40\u6e38\u620f\u5e73\u5747\u5f97\u5206\uff0c\u5706\u7684\u5927\u5c0f\u4ee3\u8868\u6a21\u578b\u6bcf\u4e00\u6b21\u51b3\u7b56\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u5e73\u5747\u5ef6\u65f6\uff08\u79d2\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u300c\u667a\u80fd\u534f\u4f5c\u5b9e\u6218\u300d\uff1a\u5f53 DPT-Agent \u9047\u4e0a\u300c\u504f\u79d1\u961f\u53cb\u300d<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u771f\u5b9e\u7684\u534f\u4f5c\u573a\u666f\u4e2d\uff0cAI \u5e38\u9700\u9762\u5bf9\u80fd\u529b\u53c2\u5dee\u4e0d\u9f50\u7684\u4f19\u4f34 \u2014\u2014 \u53ef\u80fd\u662f\u53ea\u4f1a\u5207\u83dc\u7684\u89c4\u5219\u673a\u5668\u4eba\uff0c\u6216\u662f\u4e13\u6ce8\u714e\u725b\u6392\u5374\u7edd\u4e0d\u4e0a\u83dc\u7684\u300c\u4e00\u6839\u7b4b\u300dAI\u3002<strong>DPT-Agent \u5982\u4f55\u5e94\u5bf9\uff1f\u56e2\u961f\u8bbe\u8ba1\u4e86\u6b8b\u9177\u7684\u591a\u667a\u80fd\u4f53\u5b9e\u9a8c\uff1a<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u6781\u7aef\u6d4b\u8bd5\uff1a\u4e0e\u300c\u504f\u79d1 AI\u300d\u7ec4\u961f\u8ba9 DPT-Agent \u642d\u6863\u4e09\u7c7b\u89c4\u5219 AI\uff08\u4e13\u7cbe\u5207\u751f\u83dc \/ \u714e\u725b\u6392 \/ \u7ec4\u88c5\u6c49\u5821\uff09\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>\u4e3a\u4e86\u516c\u5e73\u6bd4\u8f83\uff0cReAct \u548c Reflexion \u4f7f\u7528\u548c DPT-Agent \u76f8\u540c\u7684 System 2 \u8f93\u51fa\u65b9\u5f0f\u4e0e\u52a8\u4f5c\u6267\u884c\u5668\u6765\u5b9e\u73b0\u4e3a System 1 + System 2 \u6846\u67b6\u3002<\/strong><\/section>\n<section><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad1c17e7819936e71f549540ff323837.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ad1c17e7819936e71f549540ff323837.png\"><\/a><\/strong><\/section>\n<ol>\n<li>\n<p><strong>\u63a8\u7406\u6a21\u578b\u6218\u80dc\u9ad8\u5ef6\u8fdf\uff1aDeepSeek-R1 \u6ee1\u8840\u7248\u5728 DPT-Agent \u6846\u67b6\u52a0\u6301\u4e0b\uff0c\u76f8\u6bd4\u4f7f\u7528\u00a0<\/strong><strong>ReAct \u7684 &#8211; 42.5 \u5206\u6709\u5927\u5e45\u63d0\u5347\uff0c\u83b7\u5f97 74.3 \u5206\u7684\u6218\u7ee9\uff0c\u9006\u88ad\u6210 MVP\uff0c\u00a0<\/strong>o3-mini-high \u76f8\u6bd4 o3-mini-medium \u548c o3-mini-low \u5373\u4f7f\u5ef6\u8fdf\u589e\u5927\uff0c\u4e5f\u4e00\u6837\u5448\u73b0\u80fd\u529b\u4e0a\u5347\u8d8b\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u975e\u63a8\u7406\u6a21\u578b\u8868\u73b0\u4e5f\u4eae\u773c\uff1aDeepSeek-V3 \u5728 DPT_Agent \u6846\u67b6\u52a0\u6301\u4e0b\u8868\u73b0\u4e0e\u6ee1\u8840 DeepSeek-R1 \u63a5\u8fd1\uff0c\u5c55\u73b0\u4e0d\u4fd7\u5b9e\u529b\u3002<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>ToM \u6a21\u5757\u7684\u53cc\u5203\u5251\uff1a<\/strong><\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\n<p><strong>\u795e\u52a9\u653b\u6848\u4f8b\uff1a<\/strong><\/p>\n<ul>\n<li>\n<p>\u5f53<strong>\u89c4\u5219 AI \u662f\u4e13\u6ce8<\/strong>\u53d6\u725b\u8089\u7684 Agent \u65f6\uff0cDeepSeek-R1-70b \u9a71\u52a8\u7684 DPT-Agent \u901a\u8fc7 ToM \u63a8\u65ad\u300c\u73a9\u5bb6\u4e13\u6ce8\u725b\u8089\u6c49\u5821\u300d\uff0c\u4e3b\u52a8\u6539\u53d8\u7b56\u7565\u5907\u597d\u9762\u5305 + \u751f\u83dc<\/p>\n<\/li>\n<li>\n<p>\u4eba\u7c7b\u6301\u7eed\u4f20\u9012\u725b\u8089\u8868\u660e\u5176\u504f\u7231\u5904\u7406\u8089\u7c7b\uff0c\u6240\u4ee5\u667a\u80fd\u4f53\u5e94\u4e13\u6ce8\u4e8e\u5176\u4ed6\u4efb\u52a1\u4ee5\u4f18\u5316\u56e2\u961f\u5408\u4f5c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f53\u89c4\u5219 AI \u662f\u4e13\u6ce8\u7ec4\u88c5\u6c49\u5821\u5e76\u4e0a\u83dc\u7684 Agent \u65f6\uff0co3-mini-low \u9a71\u52a8\u7684 DPT-Agent \u901a\u8fc7 ToM \u63a8\u65ad \u201c\u73a9\u5bb6\u4e13\u6ce8\u4e8e\u7ec4\u88c5\u6c49\u5821\u5e76\u4e0a\u83dc\u201d\uff0c\u53ca\u65f6\u8c03\u6574\u7b56\u7565\u4e3a\u51c6\u5907\u6240\u6709\u7684\u98df\u6750\u6765\u8fdb\u884c\u914d\u5408<\/p>\n<\/li>\n<li>\n<p>\u4eba\u7c7b\u73a9\u5bb6\u4f18\u5148\u5904\u7406\u7d27\u6025\u7684\u725b\u8089\u8ba2\u5355\u5e76\u8fdb\u884c\u5feb\u901f\u7ec4\u88c5\uff0c\u901a\u5e38\u4e13\u6ce8\u4e8e\u7ec4\u88c5\u548c\u63d0\u4f9b\u5373\u98df\u98df\u54c1\u3002\u667a\u80fd\u4f53\u5e94\u901a\u8fc7\u51c6\u5907\u719f\u900f\u7684\u725b\u8089\u5e76\u8fc5\u901f\u4f20\u9012\u5b8c\u6210\u7684\u98df\u6750\u6765\u652f\u6301\u8fd9\u4e00\u70b9\uff0c\u4ee5\u786e\u4fdd\u66f4\u987a\u7545\u7684\u534f\u4f5c\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u7ffb\u8f66\u73b0\u573a\uff1a<\/strong>\u300cToM \u6a21\u5757\u662f\u534f\u4f5c\u4e0a\u9650\u7684\u94a5\u5319\uff0c\u4f46\u9501\u773c\u5fc5\u987b\u5339\u914d\u6a21\u578b\u81ea\u8eab\u7684\u5fc3\u667a\u63a8\u7406\u80fd\u529b\u300d\u3002<\/p>\n<ul>\n<li>\n<p>Llama3-70B \u53ef\u80fd\u56e0\u81ea\u8eab ToM \u80fd\u529b\u8584\u5f31\uff0c\u642d\u8f7d\u5b8c\u6574 DPT-Agent \u540e\u53cd\u800c\u5f97\u5206\u4e0b\u964d\uff0c\u6ca1\u6709\u89c2\u5bdf\u5230\u663e\u8457\u7684\u63a8\u65ad\u73b0\u8c61<\/p>\n<\/li>\n<li>\n<p>\u5173\u4e8e ToM \u6a21\u5757\u7684\u66f4\u591a\u7814\u7a76\uff0c\u5c24\u5176\u662f Agent \u548c\u4eba\u7684\u53cc\u5411 ToM \u8fc7\u7a0b\uff0c\u53ef\u4ee5\u53c2\u8003\u56e2\u961f\u7684\u53e6\u4e00\u7bc7\u5de5\u4f5c\u300cMutual Theory of Mind in Human-AI Collaboration: An Empirical Study with LLM-driven AI Agents in a Real-time Shared Workspace Task\u300d\u3002<\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2409.08811<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<section><strong>\u300c\u771f\u5b9e\u4eba\u7c7b\u534f\u4f5c\u300d\uff1a\u4e3b\u5ba2\u89c2\u5747\u662f\u534f\u4f5c\u738b\u8005<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u56e2\u961f\u5728\u5b66\u6821\u5185\u62db\u52df\u4e86 68 \u4f4d\u5b66\u751f\u548c\u591a\u667a\u80fd\u4f53\u5b9e\u9a8c\u4e2d\u6240\u6709\u7684 Agent \u8fdb\u884c\u4e86\u534f\u4f5c\u5b9e\u9a8c\uff0c\u5e76\u5728\u5148\u524d\u5b9e\u9a8c\u7684\u57fa\u7840\u4e0a\u589e\u52a0\u4e86\u4e00\u4e2a\u5173\u5361\u3002\u5b9e\u9a8c\u53c2\u4e0e\u8005\u5728\u5b8c\u5168\u672a\u77e5 Agent \u8eab\u4efd\u7684\u60c5\u51b5\u4e0b\u4e0e\u6240\u6709 Agent \u4ee5\u968f\u673a\u987a\u5e8f\u8fdb\u884c\u5b9e\u9a8c\uff0c\u5bf9 Agent \u8fdb\u884c\u4e86\u534f\u4f5c\u80fd\u529b\u548c\u504f\u597d\u7a0b\u5ea6\u7684\u6253\u5206\u3002<\/section>\n<section><\/section>\n<section>DPT-Agent \u5c55\u73b0\u4e86\u8d85\u5f3a\u534f\u4f5c\u80fd\u529b\uff0c<strong>\u5f97\u5206\u5728\u4e24\u4e2a\u5730\u56fe\u4e0a\u78be\u538b\u5176\u4ed6\u6846\u67b6\uff0c\u4e3b\u89c2\u534f\u4f5c\u80fd\u529b\u548c\u4eba\u7c7b\u4e3b\u89c2\u504f\u597d\u5f97\u5206\u6700\u9ad8\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b470f5f984b382cb99a542f300341338.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b470f5f984b382cb99a542f300341338.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0DPT-Agent\u548c\u4eba\u7c7b\u73a9\u5bb6\u5728\u5173\u53611\u7684\u6e38\u620f\u8fc7\u7a0b\uff08\u84dd\u8272\u5e3d\u5b50\u4e3a\u4eba\u7c7b\u73a9\u5bb6\uff0c\u7ea2\u8272\u5e3d\u5b50\u4e3aDPT-Agent\uff0c\u89c6\u9891\u4e3a2\u500d\u901f\uff09<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fd3aaeb6a8d522a414991ba354e6e0b0.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-fd3aaeb6a8d522a414991ba354e6e0b0.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4eba\u7c7b\u73a9\u5bb6\u501f\u52a9\u5173\u53612\u7684\u4e2d\u95f4\u64cd\u4f5c\u53f0\u65e0\u7f1d\u5408\u4f5c\uff08\u84dd\u8272\u5e3d\u5b50\u4e3a\u4eba\u7c7b\u73a9\u5bb6\uff0c\u7ea2\u8272\u5e3d\u5b50\u4e3aDPT-Agent\uff0c\u89c6\u9891\u4e3a2\u500d\u901f\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u540c\u65f6\u6709\u8da3\u7684\u662f\uff0c\u4eba\u7c7b\u5bf9 agent \u7684\u504f\u597d\u548c\u534f\u4f5c\u7a0b\u5ea6\uff0c\u53ef\u80fd\u4e0e agent \u7684\u5f97\u5206\u8d21\u732e\u7387\u6709\u5173\uff0c\u4eba\u7c7b\u4f1a\u5c55\u73b0\u51fa\u66f4\u591a\u7684\u5bf9\u8d21\u732e\u7387\u66f4\u9ad8\u7684\u6a21\u578b\u7684\u559c\u7231\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b8bdc349c3613708969f95bba1916537.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b8bdc349c3613708969f95bba1916537.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4e0e\u4eba\u7c7b\u534f\u4f5c\u6e38\u620f\u5f97\u5206\u4e0e\u5404Agent\u7684\u5f97\u5206\u8d21\u732e\u7387<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c7abe60062e3cd2938dddf96de65788f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c7abe60062e3cd2938dddf96de65788f.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4eba\u7c7b\u4e3b\u89c2\u8bc4\u4ef7\u5f97\u5206<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5f00\u6e90\u8bc4\u4f30\u6846\u67b6<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>DPT-Agent \u4f7f\u7528\u7684 Overcooked Challenge \u73af\u5883\u73b0\u5df2\u5f00\u6e90\uff0c\u652f\u6301 Act\uff0cReAct\uff0cReflexion\uff0cReAct in DPT\uff0c Reflexion in DPT\uff0c DPT-Agent w\/o ToM\uff0cDPT-Agent \u591a\u79cd\u6846\u67b6\u4e0b\u7684\u6a21\u578b\u8bc4\u4f30\uff0c\u540c\u65f6\u516c\u5f00\u591a\u8fbe 34 \u4e2a\u4e3b\u6d41\u6a21\u578b\u5305\u542b DeepSeek-R1 \u5728\u5185\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u8bc4\u4f30\u7ed3\u679c\u73b0\u5df2\u5728 AGI-Eval \u5e73\u53f0\u4e0a\u7ebf\uff0c\u672a\u6765\u8ba1\u5212\u63a8\u51fa\u4eba\u673a\u534f\u4f5c\u8bc4\u4f30\uff0c\u8bf7\u5927\u5bb6\u4e00\u8d77\u6765\u548c\u5927\u6a21\u578b\u73a9\u5206\u624b\u53a8\u623f\uff01<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-18-8\" target=\"_blank\">\u5148\u522b\u9a82\u961f\u53cb\uff0c\u4e0a\u4ea4\u5982\u4f55\u8ba9DeepSeek 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