{"id":35698,"date":"2024-12-30T00:00:16","date_gmt":"2024-12-29T16:00:16","guid":{"rendered":"https:\/\/17aitech.com\/?p=35698"},"modified":"2024-12-30T00:00:16","modified_gmt":"2024-12-29T16:00:16","slug":"o1%e5%b8%a6%e7%81%ab%e7%9a%84cot%e5%88%b0%e5%ba%95%e8%a1%8c%e4%b8%8d%e8%a1%8c%ef%bc%9f%e6%96%b0%e8%ae%ba%e6%96%87%e5%bc%95%e5%8f%91%e4%ba%86%e8%ae%ba%e6%88%98","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35698","title":{"rendered":"o1\u5e26\u706b\u7684CoT\u5230\u5e95\u884c\u4e0d\u884c\uff1f\u65b0\u8bba\u6587\u5f15\u53d1\u4e86\u8bba\u6218"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-20-6\" target=\"_blank\">o1\u5e26\u706b\u7684CoT\u5230\u5e95\u884c\u4e0d\u884c\uff1f\u65b0\u8bba\u6587\u5f15\u53d1\u4e86\u8bba\u6218<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"16\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>To CoT or not to CoT\uff1f<\/section>\n<\/section>\n<\/blockquote>\n<p>OpenAI \u03bf1 \u7684\u8bde\u751f\u6781\u5927\u5730\u63d0\u5347\u4e86\u4eba\u4eec\u5bf9 LLM \u63a8\u7406\u80fd\u529b\u548c\u601d\u7ef4\u94fe\uff08CoT\uff09\u7684\u5174\u8da3\u3002\u4e00\u65f6\u4e4b\u95f4\uff0c\u4f3c\u4e4e\u601d\u7ef4\u94fe\u5f88\u5feb\u5c31\u4f1a\u6210\u4e3a\u6240\u6709 LLM \u7684\u6807\u914d\uff0c\u4f46\u601d\u7ef4\u94fe\u5e76\u975e\u4e07\u80fd\uff0c\u5c31\u8fde OpenAI \u81ea\u5df1\u4e5f\u200d\u63d0\u5230 o1 \u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5e76\u4e0d\u6bd4 GPT-4o \u5f3a\uff0c\u5c24\u5176\u662f\u4ee5\u8bed\u8a00\u4e3a\u4e2d\u5fc3\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u4e00\u7bc7\u6765\u81ea\u5fb7\u514b\u8428\u65af\u5927\u5b66\u5965\u65af\u6c40\u5206\u6821\u3001\u7ea6\u7ff0\u00b7\u970d\u666e\u91d1\u65af\u5927\u5b66\u548c\u666e\u6797\u65af\u987f\u5927\u5b66\u7684\u8bba\u6587\u5f15\u53d1\u4e86\u70ed\u8bae\uff0c\u5176\u6a21\u4eff\u838e\u58eb\u6bd4\u4e9a\u300a\u54c8\u59c6\u96f7\u7279\u300b\u7684\u53f0\u8bcd\u63d0\u51fa\u4e86\u4e00\u4e2a\u5bf9 AI \u7814\u7a76\u8005\u548c\u5b9e\u8df5\u8005\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u7684\u95ee\u9898\uff1aTo CoT or not to CoT\uff1f<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-865d34123f6684ef3de69210a0c2d3b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-865d34123f6684ef3de69210a0c2d3b6.png\"><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E8%AE%BA%E6%96%87%E6%A0%87%E9%A2%98%EF%BC%9ATo_CoT_or_not_to_CoT_Chain-of-thought_helps_mainly_on_math_and_symbolic_reasoning\" >\u8bba\u6587\u6807\u9898\uff1aTo CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E8%AE%BA%E6%96%87%E5%9C%B0%E5%9D%80%EF%BC%9Ahttps_arxivorgpdf240912183\" >\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2409.12183<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=35698\/#GitHub_%E5%BA%93%EF%BC%9Ahttps_githubcomZayne-spragueTo-CoT-or-not-to-CoT_%EF%BC%88%E5%BE%85%E6%9B%B4%E6%96%B0%EF%BC%89\" >GitHub \u5e93\uff1ahttps:\/\/github.com\/Zayne-sprague\/To-CoT-or-not-to-CoT \uff08\u5f85\u66f4\u65b0\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E6%96%87%E7%8C%AE%E7%A0%94%E7%A9%B6\" >\u6587\u732e\u7814\u7a76<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E6%96%87%E7%8C%AE%E7%A0%94%E7%A9%B6%E7%BB%93%E6%9E%9C\" >\u6587\u732e\u7814\u7a76\u7ed3\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E5%AE%9E%E9%AA%8C%E7%A0%94%E7%A9%B6\" >\u5b9e\u9a8c\u7814\u7a76<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E5%AE%9E%E9%AA%8C%E7%A0%94%E7%A9%B6%E7%BB%93%E6%9E%9C\" >\u5b9e\u9a8c\u7814\u7a76\u7ed3\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=35698\/#1%E5%9C%A8%E5%93%AA%E4%BA%9B%E4%BB%BB%E5%8A%A1%E4%B8%8A%EF%BC%8C%E9%9B%B6%E6%A0%B7%E6%9C%AC_CoT_%E4%BC%98%E4%BA%8E%E7%9B%B4%E6%8E%A5%E6%8F%90%E7%A4%BA%EF%BC%9F\" >1.\u5728\u54ea\u4e9b\u4efb\u52a1\u4e0a\uff0c\u96f6\u6837\u672c CoT \u4f18\u4e8e\u76f4\u63a5\u63d0\u793a\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=35698\/#2%E5%9B%9E%E7%AD%94%E6%A0%BC%E5%BC%8F%E6%98%AF%E5%90%A6%E4%BC%9A%E5%BD%B1%E5%93%8D_CoT_%E7%9A%84%E6%9C%89%E7%94%A8%E6%80%A7%EF%BC%9F\" >2.\u56de\u7b54\u683c\u5f0f\u662f\u5426\u4f1a\u5f71\u54cd CoT \u7684\u6709\u7528\u6027\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=35698\/#3CoT_%E5%9C%A8%E7%9F%A5%E8%AF%86%E3%80%81%E8%BD%AF%E6%8E%A8%E7%90%86%E5%92%8C%E5%B8%B8%E8%AF%86%E6%8E%A8%E7%90%86%E6%96%B9%E9%9D%A2%E5%B8%A6%E6%9D%A5%E7%9A%84%E6%8F%90%E5%8D%87%E6%98%AF%E5%90%A6%E6%98%BE%E8%91%97%EF%BC%9F\" >3.CoT \u5728\u77e5\u8bc6\u3001\u8f6f\u63a8\u7406\u548c\u5e38\u8bc6\u63a8\u7406\u65b9\u9762\u5e26\u6765\u7684\u63d0\u5347\u662f\u5426\u663e\u8457\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E8%AF%A6%E7%BB%86%E7%A0%94%E7%A9%B6_MMLU_%E5%92%8C_MMLU_Pro\" >\u8be6\u7ec6\u7814\u7a76 MMLU \u548c MMLU Pro<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=35698\/#CoT_%E5%9C%A8%E5%BD%A2%E5%BC%8F%E6%8E%A8%E7%90%86%E6%96%B9%E9%9D%A2%E7%9A%84%E4%BC%98%E5%8A%BF%E5%92%8C%E5%8A%A3%E5%8A%BF\" >CoT \u5728\u5f62\u5f0f\u63a8\u7406\u65b9\u9762\u7684\u4f18\u52bf\u548c\u52a3\u52bf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=35698\/#%E8%AF%84%E4%BC%B0%E7%BB%93%E6%9E%9C\" >\u8bc4\u4f30\u7ed3\u679c<\/a><\/li><\/ul><\/nav><\/div>\n<h4><span class=\"ez-toc-section\" id=\"%E8%AE%BA%E6%96%87%E6%A0%87%E9%A2%98%EF%BC%9ATo_CoT_or_not_to_CoT_Chain-of-thought_helps_mainly_on_math_and_symbolic_reasoning\"><\/span>\u8bba\u6587\u6807\u9898\uff1aTo CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h4><span class=\"ez-toc-section\" id=\"%E8%AE%BA%E6%96%87%E5%9C%B0%E5%9D%80%EF%BC%9Ahttps_arxivorgpdf240912183\"><\/span>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2409.12183<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h4><span class=\"ez-toc-section\" id=\"GitHub_%E5%BA%93%EF%BC%9Ahttps_githubcomZayne-spragueTo-CoT-or-not-to-CoT_%EF%BC%88%E5%BE%85%E6%9B%B4%E6%96%B0%EF%BC%89\"><\/span>GitHub \u5e93\uff1ahttps:\/\/github.com\/Zayne-sprague\/To-CoT-or-not-to-CoT \uff08\u5f85\u66f4\u65b0\uff09<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u8fd9\u7bc7\u8bba\u6587\u7814\u7a76\u4e86\u601d\u7ef4\u94fe\uff08CoT\uff09\u6280\u672f\u5e2e\u52a9 LLM \u89e3\u51b3\u5404\u5f0f\u95ee\u9898\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u9996\u5148\uff0c\u8be5\u56e2\u961f\u5206\u6790\u4e86\u8fd1\u671f\u7684\u76f8\u5173\u6587\u732e\uff0c\u6bd4\u8f83\u4e86 CoT \u4e0e\u76f4\u63a5\u56de\u7b54\u65b9\u6cd5\uff08DA\uff09\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<p>\u4e4b\u540e\uff0c\u4ed6\u4eec\u4f7f\u7528 20 \u4e2a\u6570\u636e\u96c6\u548c 14 \u4e2a\u5f53\u4eca\u4e3b\u6d41\u7684 LLM \u5728\u96f6\u6837\u672c\u63d0\u793a\u548c\u5c11\u6837\u672c\u63d0\u793a\u8bbe\u7f6e\u4e0b\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002<\/p>\n<p>\u56fe 1 \u7b80\u5355\u603b\u7ed3\u4e86\u8fd9\u4e24\u9879\u7814\u7a76\u7684\u7ed3\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bf8c62db03e08d605f92181ef52fafdf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bf8c62db03e08d605f92181ef52fafdf.png\"><\/a><\/p>\n<p>\u7ed3\u679c\u8868\u660e\uff0cCoT \u80fd\u6781\u5927\u52a9\u76ca LLM \u89e3\u51b3\u6d89\u53ca\u6570\u5b66\u548c\u7b26\u53f7\u63a8\u7406\u7684\u4efb\u52a1\uff0c\u81f3\u4e8e\u5176\u5b83\u4efb\u52a1\uff0cCoT \u7684\u6548\u679c\u5e76\u4e0d\u663e\u8457\u751a\u81f3\u53ef\u80fd\u6709\u635f\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u53d1\u73b0\u662f CoT \u80fd\u5e2e\u52a9\u63d0\u5347\u6267\u884c\u8ba1\u7b97\u548c\u7b26\u53f7\u64cd\u4f5c\u7684\u6267\u884c\u6b65\u9aa4\uff0c\u4f46\u5374\u6bd4\u4e0d\u4e0a\u80fd\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u7684 LLM\u3002\u8fd9\u662f\u4ec0\u4e48\u610f\u601d\u5462\uff1f\u8be5\u56e2\u961f\u53d1\u73b0\uff0c\u76f8\u6bd4\u4e8e\u4f7f\u7528\u76f4\u63a5\u56de\u7b54\u65b9\u6cd5\uff0c\u4f7f\u7528 CoT \u65f6 LLM \u80fd\u66f4\u597d\u5730\u751f\u6210\u53ef\u6267\u884c\u7684\u5f62\u5f0f\u5316\u65b9\u6848<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff1b\u4f46\u5982\u679c\u4f7f\u7528<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u6765\u751f\u6210\u65b9\u6848<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff0c\u7136\u540e\u518d\u4f7f\u7528\u5916\u90e8\u7b26\u53f7\u89e3\u7b97\u5668\u6765\u6c42\u89e3\u8be5<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\uff0c\u6027\u80fd\u8868\u73b0\u8fd8\u4f1a\u66f4\u597d\u4e00\u4e9b\u3002<\/p>\n<p>\u8fd9\u6837\u7684\u7ed3\u679c\u5ffd\u7136\u8ba9 CoT \u7684\u5904\u5883\u53d8\u5f97\u6709\u70b9\u5c34\u5c2c\uff1a\u5728 CoT \u6709\u7528\u7684\u95ee\u9898\u4e0a\uff0c\u6211\u4eec\u80fd\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u505a\u5f97\u66f4\u597d\uff1b\u5728\u53e6\u4e00\u4e9b\u95ee\u9898\u4e0a\uff0cCoT \u7684\u80fd\u529b\u53c8\u6709\u9650\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u8be5\u56e2\u961f\u8ba4\u4e3a\uff1a\u300c\u7b2c\u4e00\uff0c\u5f88\u591a\u5e7f\u6cdb\u4f7f\u7528 CoT \u89e3\u51b3\u7684\u95ee\u9898\u5176\u5b9e\u6839\u672c\u6ca1\u5fc5\u8981\u4f7f\u7528 CoT\uff1a\u73b0\u5728\u5df2\u6709\u66f4\u9ad8\u6548\u65b9\u6cd5\uff0c\u80fd\u4ee5\u8fdc\u8fdc\u66f4\u4f4e\u7684\u63a8\u7406\u6210\u672c\u53d6\u5f97\u76f8\u8fd1\u7684\u6027\u80fd\u3002\u7b2c\u4e8c\uff0c\u57fa\u4e8e\u63d0\u793a\u8bcd\u7684 CoT \u4e0d\u591f\u7528\u4e86\uff0c\u6211\u4eec\u770b\u5230\u4eba\u4eec\u8feb\u5207\u5730\u9700\u8981\u66f4\u590d\u6742\u7cbe\u5999\u7684\u65b9\u6cd5\uff0c\u6bd4\u5982\u57fa\u4e8e\u641c\u7d22\u3001\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\u6216\u9488\u5bf9 CoT \u8fdb\u884c\u8fc7\u66f4\u597d\u5fae\u8c03\u7684\u6a21\u578b\u7684\u65b9\u6cd5\u3002\u300d<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E6%96%87%E7%8C%AE%E7%A0%94%E7%A9%B6\"><\/span><strong>\u6587\u732e\u7814\u7a76<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u9996\u5148\uff0c\u8be5\u56e2\u961f\u8c03\u7814\u4e86\u8fd1\u671f\u7684\u76f8\u5173\u6587\u732e\uff0c\u6bd4\u8f83\u4e86\u4f7f\u7528\u6216\u4e0d\u7528 CoT \u7684\u63d0\u793a\u8bcd\u7684\u6548\u679c\u3002<\/p>\n<p>\u5177\u4f53\u6307\u6807\u548c\u6d41\u7a0b\u8fd9\u91cc\u5c31\u4e0d\u591a\u4ecb\u7ecd\u4e86\u3002\u603b\u4e4b\uff0c\u4ed6\u4eec\u4ece 110 \u7bc7\u8bba\u6587\uff0835 \u7bc7 ICLR \u8bba\u6587\u548c 75 \u7bc7 NAACL \u548c EACL \u8bba\u6587\uff09\u4e2d\u6574\u7406\u51fa\u4e86 1218 \u4e2a\u5b9e\u9a8c\u7ed3\u679c\uff0c\u6d89\u53ca 264 \u4e2a\u6570\u636e\u96c6\u3002\u4e4b\u540e\uff0c\u4ed6\u4eec\u5c06\u8fd9\u4e9b\u76f8\u5173\u4efb\u52a1\u5206\u6210\u4e86 14 \u7c7b\uff0c\u8868 1 \u5c55\u793a\u4e86\u5176\u4e2d\u51e0\u7c7b\u7684\u5b9a\u4e49\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-eebd6ec2319aa5ce6b8ed5f8c9ded40c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-eebd6ec2319aa5ce6b8ed5f8c9ded40c.png\"><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E6%96%87%E7%8C%AE%E7%A0%94%E7%A9%B6%E7%BB%93%E6%9E%9C\"><\/span><strong>\u6587\u732e\u7814\u7a76\u7ed3\u679c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u56fe 2 \u5c55\u793a\u4e86 CoT \u4e3a\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u5e26\u6765\u7684\u6027\u80fd\u589e\u91cf\uff0c\u5373\u4f7f\u7528 CoT \u63d0\u793a\u6cd5\u53d6\u5f97\u7684\u6027\u80fd\u51cf\u53bb\u4f7f\u7528\u76f4\u63a5\u56de\u7b54\u6cd5\u53d6\u5f97\u7684\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8249641d8f7f7c0c794f806c4b98d518.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8249641d8f7f7c0c794f806c4b98d518.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\uff0cCoT \u5e73\u5747\u4ec5\u80fd\u5e26\u6765 3.75% \u7684\u63d0\u5347\u3002\u5176\u4e2d CoT \u5e26\u6765\u589e\u76ca\u6700\u5927\u7684\u4e09\u7c7b\u4efb\u52a1\u5206\u522b\u662f\uff1a\u7b26\u53f7\u63a8\u7406\u3001\u6570\u5b66\u3001<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u3002\u5728\u8fd9\u4e09\u4e2a\u4efb\u52a1\u4e0a\uff0cCoT \u5b9e\u73b0\u7684\u5e73\u5747\u6027\u80fd\u4e3a 56.9\uff0c\u800c\u4e0d\u4f7f\u7528 CoT \u7684\u8868\u73b0\u4e3a 45.5\u3002\u800c\u5728\u5176\u5b83\u4efb\u52a1\u4e0a\u8868\u73b0\u8f83\u597d\u7684\u4e2a\u4f8b\uff08\u56fe\u4e2d\u7528\u9ec4\u8272\u9ad8\u4eae\u6807\u8bb0\u51fa\u4e86 10 \u4e2a\uff09\uff0c\u4e5f\u6216\u591a\u6216\u5c11\u4e0e\u8fd9\u4e09\u4e2a\u4efb\u52a1\u6709\u5173\u3002<\/p>\n<p>\u4f46\u5728\u5176\u5b83\u4efb\u52a1\u4e0a\uff0cCoT \u7684\u8868\u73b0\u5c31\u6ca1\u4ec0\u4e48\u4eae\u70b9\u4e86\uff0c\u5e73\u5747\u6210\u7ee9\u4ec5\u6709 56.8\uff0c\u800c\u5c31\u7b97\u4e0d\u4f7f\u7528 CoT\uff0c\u76f4\u63a5\u56de\u7b54\u6cd5\u4e5f\u80fd\u5f97\u5230 56.1\u3002\u8be5\u56e2\u961f\u8ba4\u4e3a\uff0c\u8fd9\u4e00\u70b9\u70b9\u63d0\u5347\u751a\u81f3\u4e0d\u80fd\u7b97\u4f5c\u662f\u63d0\u5347\uff0c\u6bd5\u7adf CoT \u7684\u8ba1\u7b97\u6210\u672c\u660e\u663e\u66f4\u9ad8\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E9%AA%8C%E7%A0%94%E7%A9%B6\"><\/span><strong>\u5b9e\u9a8c\u7814\u7a76<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u9664\u4e86\u7814\u7a76\u8fd1\u671f\u6587\u732e\uff0c\u8be5\u56e2\u961f\u4e5f\u6267\u884c\u4e86\u5b9e\u9a8c\uff0c\u5176\u4e2d\u6d89\u53ca\u5230 20 \u4e2a\u6570\u636e\u96c6\u548c 14 \u4e2a\u6a21\u578b\uff0c\u5e76\u6d4b\u8bd5\u4e86\u96f6\u6837\u672c\u63d0\u793a\u548c\u5c11\u6837\u672c\u63d0\u793a\u4e24\u79cd\u8bbe\u7f6e\uff0c\u89c1\u8868 2\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1a27412e4afade2dad2a8c226a11fbf6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1a27412e4afade2dad2a8c226a11fbf6.png\"><\/a><\/section>\n<h4><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E9%AA%8C%E7%A0%94%E7%A9%B6%E7%BB%93%E6%9E%9C\"><\/span><strong>\u5b9e\u9a8c\u7814\u7a76\u7ed3\u679c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e0b\u9762\u6211\u4eec\u901a\u8fc7\u5bf9\u4e00\u7cfb\u5217\u95ee\u9898\u7684\u89e3\u7b54\u6765\u4e86\u89e3\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"1%E5%9C%A8%E5%93%AA%E4%BA%9B%E4%BB%BB%E5%8A%A1%E4%B8%8A%EF%BC%8C%E9%9B%B6%E6%A0%B7%E6%9C%AC_CoT_%E4%BC%98%E4%BA%8E%E7%9B%B4%E6%8E%A5%E6%8F%90%E7%A4%BA%EF%BC%9F\"><\/span>1.\u5728\u54ea\u4e9b\u4efb\u52a1\u4e0a\uff0c\u96f6\u6837\u672c CoT \u4f18\u4e8e\u76f4\u63a5\u63d0\u793a\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u56fe 3 \u5de6\u5c55\u793a\u4e86 CoT \u5728\u4e94\u4e2a\u63a8\u7406\u7c7b\u522b\uff08\u89c1\u56fe 1 \u53f3\uff09\u4e0a\u5e26\u6765\u7684\u5e73\u5747\u6027\u80fd\u589e\u76ca\uff1b\u56fe 3 \u53f3\u5219\u662f CoT \u5728\u6bcf\u4e2a\u6570\u636e\u96c6\u4e0a\u5e26\u6765\u7684\u5e73\u5747\u6027\u80fd\u589e\u76ca\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-088adcfd8ae2d95872b9db97d033cf74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-088adcfd8ae2d95872b9db97d033cf74.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u975e\u7b26\u53f7\u63a8\u7406\u7c7b\u522b\u548c\u6570\u636e\u96c6\u4e0a\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u4e3b\u8981\u5305\u542b\u5e38\u8bc6\uff08CSQA\u3001PIQA\u3001SiQA\uff09\u3001\u8bed\u8a00\u7406\u89e3\uff08WinoGrande\uff09\u548c\u9605\u8bfb\u7406\u89e3\uff08AGI LSAT\u3001ARC-Easy\u3001ARC-Challenge\uff09\u7684\u95ee\u9898\u4e0a\uff0c\u96f6\u6837\u672c CoT \u548c\u96f6\u6837\u672c\u76f4\u63a5\u56de\u7b54\u7684\u6027\u80fd\u51e0\u4e4e\u6ca1\u6709\u533a\u522b\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u6570\u636e\u96c6\u6d89\u53ca\u63a8\u7406\uff0c\u4f46 CoT \u5e76\u6ca1\u6709\u5e26\u6765\u589e\u76ca\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6570\u5b66\u548c\u7b26\u53f7\u7c7b\u522b\uff08\u4ee5\u53ca\u7b26\u53f7\u548c\u534a\u7b26\u53f7\u6570\u636e\u96c6\uff09\u83b7\u5f97\u4e86\u66f4\u5927\u7684\u63d0\u5347\u3002CoT \u5728 MATH \u548c GSM8k \u4e0a\u5e26\u6765\u7684\u589e\u76ca\u5206\u522b\u9ad8\u8fbe 41.6% \u548c 66.9%\u3002\u5728 ContextHub \u548c MuSR Murder Mysteries \u7b49\u534a\u7b26\u53f7\u6570\u636e\u96c6\u4e0a\uff0cCoT \u8868\u73b0\u51fa\u4e86\u4e2d\u7b49\u7a0b\u5ea6\u7684\u589e\u76ca\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u9700\u8981\u5e94\u7528<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u89c4\u5219\u624d\u80fd\u5f97\u51fa\u7b54\u6848\uff0c\u4f8b\u5982\u4ece\u7b80\u5355\u7684\u81ea\u7136\u8bed\u8a00\uff08ContextHub\uff09\u6216\u66f4\u590d\u6742\u7684\u5e38\u8bc6\u6027\u9648\u8ff0\uff08MuSR Murder Mysteries\uff09\u4e2d\u89e3\u6790\u5f97\u5230\u7684\u4e00\u9636<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u3002<\/p>\n<p>\u5728\u5c11\u6837\u672c\u8bbe\u7f6e\u4e0b\u5f97\u5230\u7684\u5b9e\u9a8c\u7ed3\u679c\u7c7b\u4f3c\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2%E5%9B%9E%E7%AD%94%E6%A0%BC%E5%BC%8F%E6%98%AF%E5%90%A6%E4%BC%9A%E5%BD%B1%E5%93%8D_CoT_%E7%9A%84%E6%9C%89%E7%94%A8%E6%80%A7%EF%BC%9F\"><\/span>2.\u56de\u7b54\u683c\u5f0f\u662f\u5426\u4f1a\u5f71\u54cd CoT \u7684\u6709\u7528\u6027\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u9664\u4e86\u6570\u5b66\u4e4b\u5916\uff0c\u8bb8\u591a\u5e38\u7528\u7684\u6570\u636e\u96c6\u90fd\u662f\u591a\u9879\u9009\u62e9\u9898\u3002\u8be5\u56e2\u961f\u6307\u51fa\uff0c\u5bf9\u4e8e\u4e24\u4e2a\u975e\u591a\u9879\u9009\u62e9\u9898\u7684\u6570\u636e\u96c6\uff08MuSiQue \u548c BiGGen Bench\uff0c\u5e76\u4e14\u5b83\u4eec\u9700\u8981\u4e0d\u540c\u5c42\u7ea7\u7684\u975e\u7b26\u53f7\u63a8\u7406\u624d\u80fd\u7ed9\u51fa\u56de\u7b54\uff09\uff0cCoT \u7684\u8868\u73b0\u4e0e\u76f4\u63a5\u56de\u7b54\u76f8\u8fd1\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u53ef\u4ee5\u8bf4\u56de\u7b54\u683c\u5f0f\u5bf9 CoT \u7684\u6709\u7528\u6027\u7684\u5f71\u54cd\u4e0d\u5927\u3002\u5e76\u4e14\uff0c\u8be5\u56e2\u961f\u8fd8\u8868\u793a\uff0c\u9884\u5148\u9488\u5bf9\u6b63\u786e\u54cd\u5e94\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u6216\u63a8\u7406\u751a\u81f3\u53ef\u80fd\u59a8\u788d LLM \u81ea\u7531\u54cd\u5e94\u7684\u80fd\u529b\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"3CoT_%E5%9C%A8%E7%9F%A5%E8%AF%86%E3%80%81%E8%BD%AF%E6%8E%A8%E7%90%86%E5%92%8C%E5%B8%B8%E8%AF%86%E6%8E%A8%E7%90%86%E6%96%B9%E9%9D%A2%E5%B8%A6%E6%9D%A5%E7%9A%84%E6%8F%90%E5%8D%87%E6%98%AF%E5%90%A6%E6%98%BE%E8%91%97%EF%BC%9F\"><\/span>3.CoT \u5728\u77e5\u8bc6\u3001\u8f6f\u63a8\u7406\u548c<mark data-type=\"tech_tasks\" data-id=\"71c0e89a-b00f-4c49-8172-eee5f37aa020\">\u5e38\u8bc6\u63a8\u7406<\/mark>\u65b9\u9762\u5e26\u6765\u7684\u63d0\u5347\u662f\u5426\u663e\u8457\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5728 13 \u4e2a\u6d89\u53ca\u77e5\u8bc6\u3001\u8f6f\u63a8\u7406\u548c<mark data-type=\"tech_tasks\" data-id=\"71c0e89a-b00f-4c49-8172-eee5f37aa020\">\u5e38\u8bc6\u63a8\u7406<\/mark>\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u8be5\u56e2\u961f\u6d4b\u8bd5\u4e86 CoT \u7684\u8868\u73b0\uff0c\u7ed3\u679c\u53d1\u73b0\uff1a\u7b54\u6848\u662f\u5426\u5b9a\u7684\uff0c\u4f46 MMLU\u3001StrategyQA \u548c MuSR \u662f\u4f8b\u5916\u3002\u5728\u8fd9\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\uff0cCoT \u53ef\u4ee5\u5e26\u6765\u6bd4\u8f83\u663e\u8457\u7684\u589e\u76ca\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E8%AF%A6%E7%BB%86%E7%A0%94%E7%A9%B6_MMLU_%E5%92%8C_MMLU_Pro\"><\/span><strong>\u8be6\u7ec6\u7814\u7a76 MMLU \u548c MMLU Pro<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>MMLU \u548c MMLU Pro \u662f\u4e24\u4e2a\u8303\u56f4\u5e7f\u6cdb\u7684\u6570\u636e\u96c6\uff0c\u56e0\u6b64\u5f88\u96be\u7b80\u5355\u5730\u63cf\u8ff0\u5b83\u4eec\u7684\u7279\u5f81\u3002\u8be5\u56e2\u961f\u8be6\u7ec6\u7814\u7a76\u4e86 CoT \u5728 MMLU \u4e2d\u6bcf\u4e2a\u7c7b\u522b\u4e0a\u7684\u6027\u80fd\u8868\u73b0\uff0c\u4ee5\u4e86\u89e3 CoT \u5728\u4e0d\u540c\u9886\u57df\u7684\u6027\u80fd\u5dee\u5f02\u3002<\/p>\n<p>\u8868 3 \u7ed9\u51fa\u4e86 CoT \u80fd\u4e3a Llama 3.1 8B \u548c 70B \u5728 MMLU \u548c MMLU Pro \u4e0a\u5e26\u6765\u6700\u663e\u8457\u63d0\u5347\u7684\u4e09\u4e2a\u7c7b\u522b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1fc33250d1c89ae77a4101f832748246.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1fc33250d1c89ae77a4101f832748246.png\"><\/a><\/section>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5176\u4e2d\u4e00\u4e9b\u4e0e\u6570\u5b66\u6709\u5173\uff0c\u8fd9\u4e0d\u51fa\u4eba\u610f\u6599\uff0c\u4f46\u4e5f\u6709\u7684\u5c5e\u4e8e\u300c\u5546\u4e1a\u300d\u7b49\u7c7b\u522b\u3002\u4e0d\u8fc7\u66f4\u8fdb\u4e00\u6b65\u7814\u7a76\u53d1\u73b0\uff0c\u8fd9\u4e9b\u7c7b\u522b\u901a\u5e38\u4e5f\u6d89\u53ca\u6570\u5b66\uff08\u6bd4\u5982\u8d44\u4ea7\u8ba1\u7b97\u7b49\uff09\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u8be5\u56e2\u961f\u5bf9 MMLU \u8fdb\u884c\u4e86\u66f4\u7ec6\u7c92\u5ea6\u7684\u7814\u7a76\uff08\u5b9e\u4f8b\u7ea7\uff09\u3002\u4ed6\u4eec\u53d1\u73b0\u95ee\u9898\u6216\u751f\u6210\u7684\u54cd\u5e94\u4e2d\u662f\u5426\u5305\u542b = \u8fd9\u4e2a\u7b26\u53f7\u975e\u5e38\u5173\u952e\uff0c\u53ef\u4ee5\u8bf4\u662f\u300c\u7b26\u53f7\u63a8\u7406\u7684\u4e00\u4e2a\u5f3a\u6709\u529b\u7684\u6807\u5fd7\u300d\u3002\u7ed3\u679c\u89c1\u56fe 4\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-87572e55e3bfd0d78480649b7c13c792.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-87572e55e3bfd0d78480649b7c13c792.png\"><\/a><\/section>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5f53\u6709 = \u65f6\uff0cCoT \u5728 MMLU \u548c MMLU Pro \u4e0a\u7684\u8868\u73b0\u660e\u663e\u4f1a\u66f4\u597d\u3002\u8be5\u56e2\u961f\u8ba4\u4e3a\u8fd9\u662f\u56e0\u4e3a = \u901a\u5e38\u51fa\u73b0\u5728\u6570\u5b66\u95ee\u9898\u4e2d\u3002\u6240\u4ee5\u5f52\u6839\u7ed3\u5e95\uff0cCoT \u4f9d\u7136\u662f\u80fd\u5728\u6570\u5b66\u95ee\u9898\u4e0a\u4e3a MMLU \u548c MMLU Pro \u5e26\u6765\u52a9\u76ca\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"CoT_%E5%9C%A8%E5%BD%A2%E5%BC%8F%E6%8E%A8%E7%90%86%E6%96%B9%E9%9D%A2%E7%9A%84%E4%BC%98%E5%8A%BF%E5%92%8C%E5%8A%A3%E5%8A%BF\"><\/span><strong>CoT \u5728\u5f62\u5f0f\u63a8\u7406\u65b9\u9762\u7684\u4f18\u52bf\u548c\u52a3\u52bf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e0b\u9762\u6765\u89e3\u91ca CoT \u6709\u52a9\u4e8e\u7b26\u53f7\u63a8\u7406\u4efb\u52a1\u7684\u539f\u56e0\u3002\u5f88\u591a\u7b26\u53f7\u548c\u534a\u7b26\u53f7\u63a8\u7406\u4efb\u52a1\u90fd\u53ef\u4ee5\u5206\u6210\u4e24\u4e2a\u9636\u6bb5\uff1a<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u4e0e\u6267\u884c\u3002\u8be5\u56e2\u961f\u4e5f\u57fa\u4e8e\u6b64\u601d\u8def\u8fdb\u884c\u4e86\u5206\u6790\u3002<\/p>\n<p>\u8bbe\u7f6e 1 \u548c 2\uff1a\u5c11\u6837\u672c\u76f4\u63a5\u56de\u7b54\u548c CoT\uff1a\u4f7f\u7528\u4e4b\u524d\u7684\u5c11\u6837\u672c\u76f4\u63a5\u56de\u7b54\u548c CoT \u4f5c\u4e3a\u57fa\u7ebf\u3002\u56fe 5 \u7ed9\u51fa\u4e86\u5728 GSM8K \u4e0a\u6bcf\u4e2a\u8bbe\u7f6e\u7684\u793a\u4f8b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-47658ca66bdb55a3109596385903af77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-47658ca66bdb55a3109596385903af77.png\"><\/a><\/section>\n<p>\u8bbe\u7f6e 3 \u548c 4\uff1a<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark> + \u76f4\u63a5\u6c42\u89e3\u5668\u4ee5\u53ca\u8ba1\u5212 + CoT \u6c42\u89e3\u5668\u3002<\/p>\n<p>\u8bbe\u7f6e 5\uff1a<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>+\u5de5\u5177\u6c42\u89e3\u5668\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E8%AF%84%E4%BC%B0%E7%BB%93%E6%9E%9C\"><\/span><strong>\u8bc4\u4f30\u7ed3\u679c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u56fe 6 \u5c55\u793a\u4e86\u9009\u51fa\u7684\u4ee3\u8868\u6027\u6a21\u578b\u7684\u7ed3\u679c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-cfd566753fd94b3fa36c3b0cd5218542.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-cfd566753fd94b3fa36c3b0cd5218542.png\"><\/a><\/section>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5bf9\u4e8e\u8bb8\u591a\u6570\u636e\u96c6\u548c\u6a21\u578b\u800c\u8a00\uff0c\u4ec5\u4ec5\u6709<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u4e0d\u8db3\u4ee5\u5e26\u6765\u660e\u663e\u7684\u6027\u80fd\u589e\u76ca\u3002\u4e0e\u76f4\u63a5\u56de\u7b54\u76f8\u6bd4\uff0cCoT \u6216<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>+ CoT \u6c42\u89e3\u5668\u662f\u5b9e\u73b0\u5f3a\u5927\u6027\u80fd\u6240\u5fc5\u9700\u7684\u3002\u4f7f\u7528\u5176\u4e2d\u4e00\u79cd\u65b9\u6cd5\u8ddf\u8e2a\u6267\u884c\u60c5\u51b5\u53ef\u5e26\u6765\u6700\u5927\u7684\u51c6\u786e\u6027\u4f18\u52bf\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u542b\u6709\u5927\u91cf\u6570\u5b66\u5185\u5bb9\u7684\u6570\u636e\u96c6\u3002<\/p>\n<p>\u5c3d\u7ba1 CoT \u6216<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>+ CoT \u6c42\u89e3\u5668\u6bd4\u76f4\u63a5\u56de\u7b54\u548c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>+\u76f4\u63a5\u56de\u7b54\u66f4\u5f3a\uff0c\u4f46<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>+\u5de5\u5177\u6c42\u89e3\u5668\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u8fd8\u8981\u66f4\u4f18\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5f88\u591a\u65f6\u5019\uff0c\u4f7f\u7528 CoT \u8fd8\u4e0d\u5982\u8ba9 LLM \u4f7f\u7528\u5de5\u5177\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-20-6\" target=\"_blank\">o1\u5e26\u706b\u7684CoT\u5230\u5e95\u884c\u4e0d\u884c\uff1f\u65b0\u8bba\u6587\u5f15\u53d1\u4e86\u8bba\u6218<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:o1\u5e26\u706b\u7684CoT\u5230\u5e95\u884c [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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