{"id":4621,"date":"2025-12-15T23:49:46","date_gmt":"2025-12-15T15:49:46","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4621"},"modified":"2025-12-15T23:49:46","modified_gmt":"2025-12-15T15:49:46","slug":"202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-unveiling-and-causalizing-cot-a-causal-pespective","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202512-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-unveiling-and-causalizing-cot-a-causal-pespective\/","title":{"rendered":"202512 \u8bba\u6587\u7814\u8bfb-Unveiling and Causalizing CoT: A Causal Pespective"},"content":{"rendered":"\n

\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n

\u4f5c\u8005\uff1aJiarun Fu\u3001 Lizhong Ding\u3001 Hao Li\u3001Yikai Zheng\u7b49<\/p>\n\n\n\n

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\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e7402\u6708<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/p>\n\n\n\n

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\u4e8c\u3001\u6838\u5fc3\u601d\u60f3<\/p>\n\n\n\n

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

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

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    \n
  1. GSM8K\u6848\u4f8b\uff08\u56e0\u679c\u6d4b\u91cf\u9519\u8bef\uff09<\/strong>\uff1a\n
      \n
    • \u9519\u8bef<\/strong>\uff1a\u8ba1\u7b97\u9519\u8bef\u00a02\/5 \\times 4000 = 8002\/5\u00d74000=800\uff08\u7ea2\u8272\uff09\uff0c\u5bfc\u81f4\u540e\u7eed\u9000\u6b3e\u8ba1\u7b97\u9519\u8bef\u3002<\/li>\n\n\n\n
    • \u4fee\u6b63<\/strong>\uff1a\u6b63\u786e\u8ba1\u7b97\u00a04000 \\times (2\/5) = 16004000\u00d7(2\/5)=1600\uff08\u7eff\u8272\uff09\uff0c\u9000\u6b3e\u91d1\u989d\u4ece$2,800\u4fee\u6b63\u4e3a$5,600\u3002<\/li>\n\n\n\n
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    • Math\u6848\u4f8b\uff08\u51b2\u7a81\u5b50\u9519\u8bef\uff09<\/strong>\uff1a\n
        \n
      • \u9519\u8bef<\/strong>\uff1a\u5ffd\u7565\u4f59\u6570\u903b\u8f91\uff0c\u9519\u8bef\u5730\u5c06\u4f59\u65701\u89c6\u4e3a”\u52a01\u5929”\uff08\u7ea2\u8272\uff09\uff0c\u5bfc\u81f4\u65e5\u671f\u63a8\u7406\u9519\u8bef\u3002<\/li>\n\n\n\n
      • \u4fee\u6b63<\/strong>\uff1a\u6b63\u786e\u8bc6\u522b\u4f59\u65706\u5bf9\u5e94”\u51cf1\u5929”\uff08\u7eff\u8272\uff09\uff0c\u65e5\u671f\u4ece\u5468\u65e5\u4fee\u6b63\u4e3a\u5468\u4e94\u3002<\/li>\n\n\n\n
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      • Olympiad\u6848\u4f8b\uff08\u4e2d\u4ecb\u9519\u8bef\uff09<\/strong>\uff1a\n
          \n
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            \n
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          • \u56e0\u679c\u95ee\u9898<\/strong>\uff1a\u8df3\u8fc7\u5173\u952e\u4e2d\u4ecb\u53d8\u91cf\uff0c\u5bfc\u81f4\u9519\u8bef\u7684\u76f4\u63a5\u56e0\u679c\u63a8\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
          • <\/li>\n<\/ol>\n\n\n\n
            \"\"<\/figure>\n\n\n\n

            \u4e09\u3001\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n

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

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

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

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            \u4e94\u3001\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n

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            \u573a\u666f\u529f\u80fd\u2014\u2014\u98df\u517b\u901a\uff1a\u628a\u4e2a\u6027\u5316\u98df\u54c1\u63a8\u8350\u7406\u7531\u6784\u9020\u6210\u56e0\u679c\u94fe\uff0c\u5e76\u6807\u6ce8\u56e0\u679c\u5f3a\u5ea6\uff0c\u5982\u201c\u3010\u5f3a\u56e0\u679c\u3011\u809d\u90c1\u9700\u758f\u809d\u201d\u201c\u3010\u5fc5\u8981\u914d\u4f0d\u3011\u9648\u76ae\u9632\u73ab\u7470\u4f24\u813e\u201d\uff0c\u589e\u5f3a\u53ef\u89e3\u91ca\u6027\u4e0e\u53ef\u4fe1\u5ea6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

            \u6765\u6e90\uff1aarXiv \u4f5c\u8005\uff1aJiarun Fu\u3001 Lizhong Ding\u3001 Hao Li\u3001Yikai Zheng […]<\/p>\n","protected":false},"author":61,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4621","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4621","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\/61"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4621"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4621\/revisions"}],"predecessor-version":[{"id":4629,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4621\/revisions\/4629"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4621"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4621"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4621"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}