{"id":2948,"date":"2025-04-15T21:03:25","date_gmt":"2025-04-15T13:03:25","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2948"},"modified":"2025-04-15T21:03:42","modified_gmt":"2025-04-15T13:03:42","slug":"202504-huatuogpt-o1-towards-medical-complex-reasoning-with-llms","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202504-huatuogpt-o1-towards-medical-complex-reasoning-with-llms\/","title":{"rendered":"202504\u8bba\u6587\u7814\u8bfb-HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs"},"content":{"rendered":"\n

\u4f5c\u8005\uff1aJunying Chen, Zhenyang Cai, Ke Ji, Xidong Wang, Wanlong Liu, Rongsheng Wang, Jianye Hou, Benyou Wang.
\u5355\u4f4d\uff1aThe Chinese University of Hong Kong, Shenzhen Research Institute of Big Data.
\u6765\u6e90\uff1aarxiv
\u65f6\u95f4\uff1a2024.12<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u80cc\u666f<\/h2>\n\n\n\n

1.OpenAI-o1\u7684\u542f\u53d1\uff1aOpenAI-o1\u7684\u51fa\u73b0\u5c55\u793a\u4e86\u901a\u8fc7\u6269\u5c55\u601d\u7ef4\u94fe\uff08CoT\uff09\u548c\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u6765\u63d0\u5347 LLM \u80fd\u529b\u7684\u6f5c\u529b\u3002
2.\u533b\u7597\u9886\u57df\u7684\u7279\u6b8a\u6027\uff1a\u533b\u7597\u9886\u57df\u7684\u63a8\u7406\u8fc7\u7a0b\u590d\u6742\u4e14\u6b65\u9aa4\u4e0d\u660e\u786e\uff0c\u9a8c\u8bc1\u63a8\u7406\u8fc7\u7a0b\u7684\u6b63\u786e\u6027\u5177\u6709\u6311\u6218\u3002\u4e0e\u6570\u5b66\u95ee\u9898\u4e0d\u540c\uff0c\u533b\u7597\u95ee\u9898\u7684\u63a8\u7406\u8fc7\u7a0b\u66f4\u96be\u4ee5\u9a8c\u8bc1\u3002
3.\u524d\u4eba\u5de5\u4f5c\u7684\u4e0d\u8db3\uff1a\u73b0\u6709\u65b9\u6cd5\u4e3b\u8981\u96c6\u4e2d\u5728\u6570\u5b66\u63a8\u7406\uff0c\u7f3a\u4e4f\u5728\u533b\u7597\u7b49\u4e13\u4e1a\u9886\u57df\u7684\u63a2\u7d22\uff1b\u5df2\u6709\u7684\u533b\u7597 LLM \u4e3b\u8981\u901a\u8fc7 Prompting \u6216\u6d77\u91cf\u6570\u636e\u8bad\u7ec3\u5b9e\u73b0\uff0c\u6ca1\u6709\u7740\u91cd\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u4e3b\u8981\u5185\u5bb9<\/h2>\n\n\n\n

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2.\u4e24\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5\uff1a
\uff081\uff09\u5b66\u4e60\u590d\u6742\u63a8\u7406\uff1a
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\"\"<\/figure>\n\n\n\n

3.\u533b\u7597\u9a8c\u8bc1\u5668\uff08Medical Verifier\uff09\uff1a
\u4f5c\u7528\uff1a\u5224\u65ad\u6a21\u578b\u751f\u6210\u7684\u7b54\u6848\u662f\u5426\u6b63\u786e\u3002
\u5b9e\u73b0\u65b9\u5f0f\uff1a\u4f7f\u7528 GPT-4o \u4f5c\u4e3a\u9a8c\u8bc1\u5668\uff0c\u5e76\u7ed9\u51fa\u8be6\u7ec6\u7684 Prompt\u3002
\u8f93\u51fa\uff1a\u8fd4\u56de\u4e00\u4e2a\u4e8c\u5143\u53cd\u9988\uff08True \u6216 False\uff09\u3002<\/p>\n\n\n\n

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

4.\u590d\u6742\u63a8\u7406\u8f68\u8ff9\u7684\u641c\u7d22\uff1a
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\u4e09\u3001\u5b9e\u9a8c\u8bc4\u4f30<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u56db\u3001\u8bba\u6587\u603b\u7ed3<\/h2>\n\n\n\n

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

\u4f5c\u8005\uff1aJunying Chen, Zhenyang Cai, Ke Ji, Xidong Wang, Wanl […]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2948","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2948","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\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2948"}],"version-history":[{"count":2,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2948\/revisions"}],"predecessor-version":[{"id":2958,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2948\/revisions\/2958"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2948"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2948"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2948"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}