{"id":37698,"date":"2025-02-02T20:00:52","date_gmt":"2025-02-02T12:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=37698"},"modified":"2025-02-02T20:00:52","modified_gmt":"2025-02-02T12:00:52","slug":"%e8%bf%88%e5%90%91system-2%e6%8e%a8%e7%90%86%ef%bc%8c100%e9%a1%b5%e8%ae%ba%e6%96%87%e7%a1%ac%e6%a0%b8%e8%ae%b2%e8%bf%b0meta-cot","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37698","title":{"rendered":"\u8fc8\u5411System 2\u63a8\u7406\uff0c100\u9875\u8bba\u6587\u786c\u6838\u8bb2\u8ff0Meta-CoT"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-11-4\" target=\"_blank\">\u8fc8\u5411System 2\u63a8\u7406\uff0c100\u9875\u8bba\u6587\u786c\u6838\u8bb2\u8ff0Meta-CoT<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"48\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>Meta-CoT \u901a\u8fc7\u663e\u5f0f\u5efa\u6a21\u751f\u6210\u7279\u5b9a\u601d\u7ef4\u94fe\uff08CoT\uff09\u6240\u9700\u7684\u5e95\u5c42\u63a8\u7406\u8fc7\u7a0b\uff0c\u6269\u5c55\u4e86\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\u65b9\u6cd5\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u300c\u6211\u4eec\u6709\u4e00\u4efd\u5173\u4e8e\u300e\u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\u300f\u7684\u65b0\u7814\u7a76\uff0c\u4ee5\u53ca\u6211\u4eec\u8fc7\u53bb\u51e0\u4e2a\u6708\u4e00\u76f4\u5728\u7814\u7a76\u7684\u5185\u5bb9\uff01\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e9b\u7406\u8bba\uff0c\u8bf4\u660e\u4e3a\u4ec0\u4e48\u5b83\u662f\u5fc5\u8981\u7684\uff0c\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u6211\u4eec\u4e3a\u4ec0\u4e48\u9700\u8981\u5b83\uff0c\u4ee5\u53ca\u5b83\u5bf9\u8d85\u7ea7\u667a\u80fd\u610f\u5473\u7740\u4ec0\u4e48\u3002\u300d<\/section>\n<section><\/section>\n<section>\u521a\u521a\uff0c\u65af\u5766\u798f\u535a\u58eb\u751f Rafael Rafailov \u5728 X \u4e0a\u5b98\u5ba3\u4e86\u4e00\u9879\u4ed6\u53c2\u4e0e\u7684\u65b0\u7814\u7a76\u300a Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought \u300b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0bccd2e6155a57ac89c21aac6be9b83f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0bccd2e6155a57ac89c21aac6be9b83f.png\"><\/a><\/section>\n<section>Rafailov \u8fdb\u4e00\u6b65\u8868\u793a\uff0c\u300c\u6211\u4eec\u9700\u8981\u9ad8\u7ea7\u63a8\u7406\u7684\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u95ee\u9898\u7684\u590d\u6742\u6027\u3002\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\u867d\u7136\u5305\u542b\u4e86\u96be\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5e76\u672a\u6db5\u76d6\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u7684\u771f\u5b9e\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u3002\u89e3\u51b3\u65b9\u6848\u672c\u8eab\u662f\u67d0\u79cd\u590d\u6742\u7684\u5143\u601d\u7ef4\u94fe\uff08Meta-CoT\uff09\u7684\u8f93\u51fa\uff0c\u800c\u8fd9\u4e00\u8fc7\u7a0b\u5e76\u672a\u88ab\u660e\u786e\u8bb0\u5f55\u4e0b\u6765\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a26e43fa1df67c23e72840177996a02.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a26e43fa1df67c23e72840177996a02.png\"><\/a><\/section>\n<section><em><sup>\u56fe\u4e3a\u89e3\u51b3\u4e00\u4e2a\u6570\u5b66\u95ee\u9898\u7684\u8fc7\u7a0b\uff0c\u8fd9\u4e2a\u95ee\u9898\u662f\u8981\u627e\u5230\u4e00\u79cd\u8fd0\u7b97\u7b26\u5e8f\u5217\uff08\u5305\u62ec\u52a0\u53f7 +\u3001\u51cf\u53f7 -\u3001\u4e58\u53f7 * \u548c\u9664\u53f7 \/\uff09\uff0c\u4f7f\u5f97\u6570\u5b57 7\u30013\u300111\u30015 \u901a\u8fc7\u8fd9\u4e9b\u8fd0\u7b97\u6070\u597d\u4f7f\u7528\u4e00\u6b21\u5f97\u5230\u7ed3\u679c 24\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>Rafailov \u6240\u8bf4\u7684 Meta-CoT\uff0c\u662f\u4e00\u79cd\u65b0\u9896\u7684\u6846\u67b6\uff0c\u5b83\u901a\u8fc7\u663e\u5f0f\u5efa\u6a21\u751f\u6210\u7279\u5b9a\u601d\u7ef4\u94fe\uff08CoT\uff09\u6240\u9700\u7684\u5e95\u5c42\u63a8\u7406\u8fc7\u7a0b\uff0c\u6269\u5c55\u4e86\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u8ba4\u4e3a\uff0c\u4f20\u7edf\u7684 CoT \u65b9\u6cd5\u867d\u7136\u5728\u89e3\u51b3\u7b80\u5355\u95ee\u9898\u65f6\u6709\u6548\uff0c\u4f46\u672a\u80fd\u6355\u6349\u5230\u590d\u6742\u63a8\u7406\u7684\u771f\u5b9e\u6570\u636e\u751f\u6210\u8fc7\u7a0b\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u901a\u5e38\u6d89\u53ca\u975e\u7ebf\u6027\u3001\u8fed\u4ee3\u6027\u548c\u6f5c\u5728\u7684\u63a2\u7d22\u4e0e\u9a8c\u8bc1\u3002Meta-CoT \u901a\u8fc7\u663e\u5f0f\u5efa\u6a21\u8fd9\u79cd\u6f5c\u5728\u7684\u300c\u601d\u8003\u300d\u8fc7\u7a0b\uff0c\u6269\u5c55\u4e86 CoT \u65b9\u6cd5\u3002\u672c\u6587\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u5efa\u6a21\u5bf9\u4e8e\u89e3\u51b3\u9700\u8981\u9ad8\u7ea7\u63a8\u7406\u80fd\u529b\u7684\u95ee\u9898\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ddd517b233c1dc6c3e7e5ab72d904a48.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ddd517b233c1dc6c3e7e5ab72d904a48.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2501.04682<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4ece\u8ba4\u77e5\u79d1\u5b66\u7684\u53cc\u8fc7\u7a0b\u7406\u8bba\u4e2d\u6c72\u53d6\u7075\u611f\uff0c\u5c06 Meta-CoT \u6846\u67b6\u770b\u4f5c\u4e3a\u4e00\u79cd System 2 \u63a8\u7406\u5f62\u5f0f\u3002\u672c\u6587\u5960\u5b9a\u4e86 Meta-CoT \u7406\u8bba\u57fa\u7840\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u7cfb\u7edf\u641c\u7d22\u8fc7\u7a0b\u5b9e\u73b0\u8fd9\u4e00\u6846\u67b6\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u8fd9\u4e9b\u8fc7\u7a0b\u5185\u5316\u5230\u4e00\u4e2a\u5355\u4e00\u7684\u81ea\u56de\u5f52\u6a21\u578b\u4e2d\u3002\u968f\u540e\uff0c\u672c\u6587\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u8bc1\u636e\uff0c\u5305\u62ec\u5bf9 OpenAI \u7684 o1 \u548c DeepSeek-R1 \u7b49\u9876\u5c16\u6a21\u578b\u7684\u5206\u6790\uff0c\u8fd9\u4e9b\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u4e0e\u5185\u5316\uff08\u4e0a\u4e0b\u6587\uff09\u641c\u7d22\u4e00\u81f4\u7684\u884c\u4e3a\u3002\u63a5\u7740\u672c\u6587\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u901a\u8fc7\u8fc7\u7a0b\u76d1\u7763\u6765\u8bad\u7ec3 Meta-CoT \u6a21\u578b\u7684\u65b9\u6cd5\uff0c\u4ee5\u53ca\u901a\u8fc7\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u548c A * \u7b49\u641c\u7d22\u7b97\u6cd5\u751f\u6210\u5408\u6210\u6570\u636e\u7684\u6280\u672f\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u672c\u6587\u6982\u8ff0\u4e86\u4e00\u4e2a\u5728\u5355\u4e00\u7aef\u5230\u7aef\u7cfb\u7edf\u4e2d\u5b9e\u73b0 Meta-CoT \u7684\u5177\u4f53\u6d41\u7a0b\uff0c\u8be5\u6d41\u7a0b\u7ed3\u5408\u4e86\u5e26\u6709\u7ebf\u6027\u5316\u641c\u7d22\u75d5\u8ff9\u7684\u6307\u4ee4\u8c03\u6574\u548c\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u540e\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u8fd8\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u540d\u4e3a Big MATH \u7684\u9879\u76ee\uff0c\u8be5\u9879\u76ee\u6574\u5408\u4e86\u8d85\u8fc7 100 \u4e07\u4e2a\u9ad8\u8d28\u91cf\u3001\u53ef\u9a8c\u8bc1\u7684\u6570\u5b66\u95ee\u9898\uff0c\u4ee5\u4fc3\u8fdb\u8fd9\u4e00\u9886\u57df\u8fdb\u4e00\u6b65\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u7406\u8bba\u6d1e\u89c1\uff0c\u8fd8\u4e3a\u5728 LLM \u4e2d\u542f\u7528 Meta-CoT \u63d0\u4f9b\u4e86\u4e00\u6761\u5b9e\u8df5\u8def\u7ebf\u56fe\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u5b9e\u73b0\u66f4\u5f3a\u5927\u548c\u66f4\u7c7b\u4eba\u7684\u63a8\u7406\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e3a\u4ec0\u4e48\u8981\u63d0\u51fa Meta-CoT\uff1f \u00a0\u00a0<\/strong><\/section>\n<section><\/section>\n<section><strong>Meta-CoT \u662f\u4ec0\u4e48\u6837\u7684\uff1f \u00a0\u00a0<\/strong> \u00a0<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8981\u95ee\u81ea\u5df1\u4e00\u4e2a\u95ee\u9898\uff1a\u5177\u6709\u300c\u601d\u7ef4\u94fe\u300d\u63d0\u793a\u529f\u80fd\u7684\u8bed\u8a00\u6a21\u578b\u662f\u5426\u771f\u7684\u80fd\u591f\u8868\u8fbe\u4efb\u4f55\u51fd\u6570\uff0c\u4ece\u800c\u89e3\u51b3\u4efb\u610f\u590d\u6742\u7684\u95ee\u9898\uff1f\u4eca\u5929\uff0c\u524d\u6cbf\u6a21\u578b\u7684\u80fd\u529b\u8db3\u4ee5\u89e3\u51b3\u4e00\u5927\u7c7b\u6570\u5b66\u63a8\u7406\u95ee\u9898\u3002\u4f46\u662f\uff0c\u5b83\u4eec\u4ecd\u7136\u96be\u4ee5\u89e3\u51b3\u9ad8\u7ea7\u95ee\u9898\uff0c\u5982 HARP \u548c Omni-MATH\uff08\u901a\u7528\u5965\u6797\u5339\u514b\u7ea7\u522b\u6570\u5b66\u57fa\u51c6\uff09\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4ee5\u4e0b\u7406\u8bba\u6765\u89e3\u91ca\u8fd9\u4e9b\u7ecf\u9a8c\u89c2\u5bdf\u7ed3\u679c\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8449a3ab6e0a577aec73fae2856f6c1c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8449a3ab6e0a577aec73fae2856f6c1c.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"79\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u4e2d\u7684\u63a8\u7406\u6570\u636e\u5e76\u4e0d\u4ee3\u8868\u771f\u6b63\u7684\u6570\u636e\u751f\u6210\u8fc7\u7a0b\uff0c\u5c24\u5176\u662f\u590d\u6742\u95ee\u9898\u7684\u6570\u636e\u751f\u6210\u8fc7\u7a0b\uff0c\u5b83\u662f\u5927\u91cf\u6f5c\u5728\u63a8\u7406\u7684\u4ea7\u7269\u3002\u6b64\u5916\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u4e00\u822c\u4e0d\u4f1a\u4ee5\u4ece\u5de6\u5230\u53f3\u3001\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u8fdb\u884c\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u66f4\u8be6\u7ec6\u5730\u8bf4\uff0c\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u548c\u540e\u8bad\u7ec3\u6307\u4ee4\u5fae\u8c03\u4e2d\u666e\u904d\u5b58\u5728\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\u63a8\u7406\u6570\u636e\u9075\u5faa\u7b80\u5355\u95ee\u9898\uff08\u5982\u4ee3\u6570\u8ba1\u7b97\u3001\u8ba1\u6570\u3001\u57fa\u7840\u51e0\u4f55\u7b49\uff09\u89e3\u51b3\u65b9\u6848\u7684\u771f\u5b9e\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u3002\u4f8b\u5982\uff0c\u89e3\u51b3\u9ad8\u4e2d\u4ee3\u6570\u95ee\u9898\u7684\u6559\u79d1\u4e66\u5c55\u793a\u4e86\u751f\u6210\u7b54\u6848\u7684\u4e00\u822c\u8fc7\u7a0b\u3002\u5982\u679c\u6211\u4eec\u9075\u5faa\u73b0\u6709\u6559\u79d1\u4e66\u4e2d\u5448\u73b0\u7684\u4e00\u4e9b\u6b65\u9aa4\u6216\u65b9\u6cd5\uff0c\u6211\u4eec\u6700\u7ec8\u53ef\u4ee5\u5f97\u51fa\u89e3\u7b54\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u53ef\u4ee5\u901a\u8fc7\u5177\u6709\u6052\u5b9a\u6df1\u5ea6\u7684 transformer \u6765\u5b66\u4e60\uff0c\u8fd9\u4e9b transformer \u80fd\u591f\u8868\u8fbe\u8fc7\u7a0b\u4e2d\u6bcf\u4e2a\u5355\u72ec\u6b65\u9aa4\u7684\u590d\u6742\u6027\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u590d\u6742\u63a8\u7406\u95ee\u9898\u5e76\u4e0d\u9075\u5faa\u8fd9\u79cd\u6a21\u5f0f\u3002\u6211\u4eec\u53ef\u80fd\u6709\u4e00\u7ec4\u4e09\u5143\u7ec4\uff08q, S, a\uff09\uff0c\u5176\u4e2d q \u662f\u95ee\u9898\uff0cS = (s_1, &#8230;, s_n) \u662f\u89e3\u7b54\u6b65\u9aa4\uff0ca \u662f\uff08\u53ef\u9009\u7684\uff09\u7b54\u6848\uff0c\u4f46\u771f\u5b9e\u7684\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u5e76\u975e\u81ea\u56de\u5f52\u7684\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-224bf93f848aca92decd8d561a0e7990.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-224bf93f848aca92decd8d561a0e7990.png\"><\/a><\/section>\n<section>z_\ud835\udc56\u662f\u89e3\u7b54\u6b65\u9aa4\u4e2d\u9057\u6f0f\u7684\u6f5c\u5728\u300c\u601d\u8003\u300d\uff0c\u8fd9\u4e9b\u53ef\u4ee5\u901a\u8fc7\u4ece\u5de6\u5230\u53f3\u7684\u751f\u6210\u6765\u5b8c\u5168\u8868\u793a\uff0c\u800c\u6570\u636e\u96c6\u4e2d\u7684\u89e3\u7b54\u6b65\u9aa4 S = (s_1, &#8230;, s_n) \u662f\u8054\u5408\u751f\u6210\u7684\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5c06\u63a8\u7406\u89e3\u91ca\u4e3a\u6f5c\u5728\u53d8\u91cf\u8fc7\u7a0b\u6765\u5f62\u5f0f\u5316\u8fd9\u4e00\u8bba\u8bc1\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7ecf\u5178\u7684\u601d\u7ef4\u94fe\uff08CoT\uff09\u53ef\u4ee5\u88ab\u770b\u4f5c\u662f\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9270f3a4c44dd8f24d7523bf0f85aaff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9270f3a4c44dd8f24d7523bf0f85aaff.png\"><\/a><\/section>\n<section>\u5373\uff0c\u6700\u7ec8\u7b54\u6848\u4ea7\u751f\u7684\u6982\u7387\u662f\u901a\u8fc7\u5bf9\u6f5c\u5728\u63a8\u7406\u94fe\u7684\u8fb9\u7f18\u5316\u5f97\u5230\u7684\u3002\u4f5c\u8005\u4e3b\u5f20\uff0c\u5bf9\u4e8e\u590d\u6742\u95ee\u9898\uff0c\u771f\u5b9e\u7684\u89e3\u751f\u6210\u8fc7\u7a0b\u5e94\u8be5\u88ab\u89c6\u4e3a\uff1a \u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f380649675762215bd610ff140cf3301.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f380649675762215bd610ff140cf3301.png\"><\/a><\/section>\n<section>\u5373\uff0c\u89e3\uff08a\uff0cs_1, . . . , s_n\uff09\u7684\u8054\u5408\u6982\u7387\u5206\u5e03\u4ee5\u6f5c\u5728\u751f\u6210\u8fc7\u7a0b\u4e3a\u6761\u4ef6\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e2a\u53c2\u6570\u662f\u5148\u524d\u7684 CoT \u53c2\u6570\u7684 meta-generalization\uff0c\u56e0\u6b64\u4f5c\u8005\u5c06\u8fc7\u7a0b q\u2192z_1 \u2192 . . . \u2192 z_K \u79f0\u4e3a Meta-CoT\u3002<\/section>\n<section><\/section>\n<section><strong>\u4f20\u7edf CoT \u6709\u4ec0\u4e48\u95ee\u9898\uff1f<\/strong>\u00a0 \u00a0<\/section>\n<section><\/section>\n<section>\u6839\u636e\u4e4b\u524d\u7684\u8ba8\u8bba\uff0c\u4e00\u4e2a\u95ee\u9898\u81ea\u7136\u5730\u6d6e\u51fa\u6c34\u9762\uff1a\u4e3a\u4ec0\u4e48 LLM \u5728\u8fd9\u4e9b\u9ad8\u7ea7\u63a8\u7406\u4efb\u52a1\u4e0a\u5931\u8d25\u4e86\uff1f\u5982\u4e0a\u6240\u8ff0\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u9884\u8bad\u7ec3\u548c\u6307\u4ee4\u5fae\u8c03\u8bed\u6599\u5e93\u7531\u7c7b\u578b\u4e3a\uff08q, s_1, &#8230;, s_n, a\uff09\u7684\u6570\u636e\u7ec4\u6210\uff0c\u8fd9\u4e9b\u6570\u636e\u5e76\u4e0d\u5305\u542b\u5982\u65b9\u7a0b 1 \u6240\u793a\u7684\u771f\u5b9e\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u3002\u8fd9\u4e2a\u73b0\u8c61\u5f88\u5e38\u89c1 \u2014\u2014 \u6559\u79d1\u4e66\u5305\u542b\u9ad8\u7ea7\u8bc1\u660e\uff0c\u4f46\u4e0d\u5305\u542b\u63a8\u5bfc\u8fd9\u4e9b\u8bc1\u660e\u7684\u5b8c\u6574\u601d\u8003\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u5f88\u591a\u4f7f\u7528\u4f20\u7edf\u601d\u7ef4\u94fe\u7684\u5de5\u4f5c\u53d7\u6b64\u5f71\u54cd\uff0c\u4f46 OpenAI \u7684 o1 \u7cfb\u5217\u770b\u8d77\u6765\u662f\u4e2a\u4f8b\u5916\u3002\u4f5c\u8005\u8868\u793a\uff0c\u4ed6\u4eec\u5728\u56f0\u96be\u7684\u6570\u5b66\u95ee\u9898\u4e0a\u770b\u5230\u4e86\u8fd9\u79cd\u5dee\u5f02\uff1a\u300c\u6807\u51c6\u300d\u6a21\u578b\u4f1a\u300c\u6a21\u4eff\u300d\u4eba\u7c7b\u7f16\u5199\u7684\u89e3\u51b3\u65b9\u6848\uff08\u8bad\u7ec3\u6570\u636e\uff09\uff0c\u800c\u50cf o1 \u8fd9\u6837\u7684\u6a21\u578b\u5219\u6839\u636e\u96be\u5ea6\u9010\u6b65\u4f7f\u7528\u66f4\u591a\u7684\u8ba1\u7b97\u3002\u5b83\u4f3c\u4e4e\u9075\u5faa\u771f\u6b63\u7684\u6570\u636e\u751f\u6210\u8fc7\u7a0b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6700\u7ec8\u8f93\u51fa\uff08CoT\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-366e0f0e65e36723c5a997abb5b7c96f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-366e0f0e65e36723c5a997abb5b7c96f.png\"><\/a><\/section>\n<section><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-029506be1fab9843ee6b60f1fac0d180.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-029506be1fab9843ee6b60f1fac0d180.png\"><\/a><\/strong><\/section>\n<section><strong>\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u6df1\u601d\u719f\u8651\u7684\u63a8\u7406 \u2014\u2014 \u641c\u7d22<\/strong><\/section>\n<section><\/section>\n<section>\u4e0a\u4e00\u8282\u4ecb\u7ecd\u4e86 Meta-CoT \u8fc7\u7a0b\uff0c\u5e76\u6307\u51fa LLM \u5728\u9ad8\u7ea7\u63a8\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u4f73\u7684\u539f\u56e0\u662f\u8bad\u7ec3\u6570\u636e\u672a\u80fd\u5145\u5206\u4ee3\u8868\u771f\u5b9e\u7684\u6570\u636e\u751f\u6210\u8fc7\u7a0b\uff0c\u5373\u6587\u672c\u8bed\u6599\u5e93\u4e2d\u672a\u5305\u542b\uff08\u6216\u4ec5\u5305\u542b\u6709\u9650\u6570\u91cf\u7684\uff09Meta-CoT \u6570\u636e\u3002\u56e0\u6b64\uff0c\u5269\u4e0b\u7684\u95ee\u9898\u662f\uff1a\u771f\u5b9e\u7684\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u662f\u4ec0\u4e48\u6837\u7684\uff1f<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u672c\u6587\u4e3b\u5f20\u5bf9\u4e8e\u8bb8\u591a\u9ad8\u7ea7\u63a8\u7406\u6216\u76ee\u6807\u5bfc\u5411\u95ee\u9898\uff0c\u751f\u6210\uff08\u95ee\u9898\u7684\u89e3\u51b3\u8fc7\u7a0b\uff09\u548c\u9a8c\u8bc1\uff08\u89e3\u51b3\u65b9\u6848\u7684\u6b63\u786e\u6027\u68c0\u9a8c\uff09\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u7684\u590d\u6742\u6027 gap\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\uff0c\u5047\u8bbe\u5b58\u5728\u4e00\u4e2a\u4e0d\u53ef\u5ffd\u89c6\u7684\u751f\u6210\u5668 &#8211; \u9a8c\u8bc1\u5668 gap\uff0c\u4f5c\u8005\u8ba4\u4e3a\u6587\u672c\u8bed\u6599\u5e93\u4e2d\u5448\u73b0\u7684\u6311\u6218\u6027\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u662f\u4e00\u4e2a\u6269\u5c55\u641c\u7d22\u8fc7\u7a0b\u7684\u7ed3\u679c\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u672c\u8eab\u5728\u6570\u636e\u4e2d\u5e76\u6ca1\u6709\u5f97\u5230\u4f53\u73b0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0669b563f03ddf7314a58e3cf28c70c1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0669b563f03ddf7314a58e3cf28c70c1.png\"><\/a><\/section>\n<section>\u4f5c\u8005\u8868\u793a\uff0c\u4e8b\u5b9e\u4e0a\uff0c\u5728\u57fa\u672c\u7b56\u7565\u4e4b\u4e0a\u6784\u5efa\u641c\u7d22\u80fd\u529b\u5df2\u7ecf\u4e00\u6b21\u53c8\u4e00\u6b21\u5730\u88ab\u8bc1\u660e\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u80fd\u529b\u63d0\u5347\u3002\u4e0d\u8fc7\uff0c\u8fd9\u9700\u8981\u66f4\u591a\u6570\u91cf\u7ea7\u7684 scale \u548c\u6570\u636e\u624d\u80fd\u5185\u5316\u5230\u5355\u4e2a\u6a21\u578b\u4e2d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b187ae00860198a7292c04e238cb19f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b187ae00860198a7292c04e238cb19f0.png\"><\/a><\/section>\n<section><strong>\u8fc8\u5411 Meta-CoT \u63a8\u7406<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4ec0\u4e48\u9700\u8981\u5c06\u6df1\u601d\u719f\u8651\u7684\u63a8\u7406\u8fc7\u7a0b\u5185\u5316\u5230\u4e00\u4e2a\u5355\u4e00\u6a21\u578b\u4e2d\uff1f\u4f5c\u8005\u63d0\u51fa\u4e86\u4e24\u4e2a\u4e3b\u8981\u539f\u56e0\uff1a<\/section>\n<section><\/section>\n<section>\u9996\u5148\u662f\u6548\u7387\uff1a\u901a\u8fc7\u5728\u81ea\u56de\u5f52\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u4e2d\u6574\u5408\u641c\u7d22\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u5b8c\u6210\u63a2\u7d22\uff0c\u56e0\u4e3a\u6a21\u578b\u53ef\u4ee5\u8bbf\u95ee\u4e0a\u4e0b\u6587\u4e2d\u6240\u6709\u5148\u524d\u8bbf\u95ee\u8fc7\u7684\u8282\u70b9\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6b63\u5982\u56fe 14 \u6240\u793a\uff0c\u5373\u4f7f\u662f\u9ad8\u7ea7\u63a8\u7406\u6a21\u578b\u4e5f\u4f1a\u6267\u884c\u8bb8\u591a\u8bed\u4e49\u76f8\u540c\u7684\u91cd\u590d\u63a8\u7406\u6b65\u9aa4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b622e1f6401bfff668bb3eda67380864.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b622e1f6401bfff668bb3eda67380864.png\"><\/a><\/section>\n<section>\u5176\u6b21\u662f\u8d85\u7ea7\u667a\u80fd\uff1a\u5982\u679c\u4e00\u4e2a\u81ea\u56de\u5f52\u6a21\u578b\u80fd\u591f\u5b66\u4f1a\u5728\u4e0a\u4e0b\u6587\u4e2d\u5b9e\u73b0\u641c\u7d22\u7b97\u6cd5\uff0c\u90a3\u4e48\u989d\u5916\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u53ef\u80fd\u4f7f\u6a21\u578b\u53d1\u73b0\u65b0\u7684\u63a8\u7406\u65b9\u6cd5\u3002\u8fd9\u5c06\u53ef\u80fd\u4f7f\u6a21\u578b\u80fd\u591f\u89e3\u51b3\u5728\u57fa\u4e8e\u7b26\u53f7\u7684\u6811\u641c\u7d22\u65b9\u6cd5\u4e0b\u89e3\u51b3\u4ee5\u524d\u65e0\u6cd5\u89e3\u51b3\u7684\u95ee\u9898\u7c7b\u522b\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a5\u4e0b\u6765\u7684\u90e8\u5206\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u63a2\u8ba8\u4e86\u5982\u4f55\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u6765\u5185\u5316\u8fd9\u6837\u4e00\u4e2a\u63a8\u7406\u7cfb\u7edf\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u4ecb\u7ecd\u4e86 STaR\uff08Self-Taught Reasoner\uff09\u65b9\u6cd5\u80cc\u540e\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u8be5\u65b9\u6cd5\u7528\u4e8e\u5f15\u5bfc\u4e2d\u95f4 CoT \u6b65\u9aa4\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u7c7b\u4f3c\u7684\u6982\u5ff5\u6cdb\u5316\u5230\u5143\u63a8\u7406\u7b56\u7565\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0cSTaR \u65b9\u6cd5\u5f15\u5165\u4e86\u4e00\u79cd\u8fed\u4ee3 bootstrapping \u65b9\u6cd5\uff0c\u65e8\u5728\u63d0\u9ad8 LLM \u7684\u63a8\u7406\u80fd\u529b\u3002STaR \u4e13\u6ce8\u4e8e\u8bad\u7ec3\u6a21\u578b\u4ee5\u751f\u6210\u548c\u5b8c\u5584\u63a8\u7406\u8fc7\u7a0b\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u4efb\u52a1\uff0c\u5176\u91c7\u7528\u4e86\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u5f0f\u6765\u8fdb\u884c\u3002<\/section>\n<section><\/section>\n<section>\u4e4b\u540e\u4f5c\u8005\u5c06 STaR \u7684\u601d\u8def\u6269\u5c55\u5230 Meta-CoT\u3002<\/section>\n<section><\/section>\n<section><strong>\u901a\u8fc7\u641c\u7d22\u5408\u6210 Meta-CoT<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63a2\u7d22\u4e86\u4e24\u79cd\u7528\u4e8e\u751f\u6210\u5408\u6210\u8bad\u7ec3\u6570\u636e\u7684\u4e3b\u8981\u641c\u7d22\u7b97\u6cd5\uff1a\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22 (MCTS) \u548c A* \u53d8\u4f53\u3002<\/section>\n<section><\/section>\n<section>\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-55ac10e8da1685142ae3a6bdf4731639.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-55ac10e8da1685142ae3a6bdf4731639.png\"><\/a><\/section>\n<section>\u4e0e\u56fe 12 \u4e2d\u7531\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u4ea7\u751f\u7684\u8def\u5f84\u76f8\u6bd4\uff0cA* \u641c\u7d22\u5177\u6709\u66f4\u5c11\u7684\u56de\u6eaf\u6b65\u9aa4\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u5173\u952e\u6b65\u9aa4\u4e0a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aa55c244091b07109ef21e8ebf0ae32d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aa55c244091b07109ef21e8ebf0ae32d.png\"><\/a><\/section>\n<section><strong>\u8fc7\u7a0b\u76d1\u7763<\/strong><\/section>\n<section><\/section>\n<section>\u641c\u7d22\u65b9\u6cd5\u7684\u4e00\u4e2a\u5173\u952e\u7ec4\u6210\u90e8\u5206\u662f\u8bc4\u4f30\u51fd\u6570\ud835\udc63(q, S_\ud835\udc61)\uff0c\u5b83\u5bf9\u63a8\u7406\u94fe\u4e2d\u7684\u4e2d\u95f4\u72b6\u6001\u8fdb\u884c\u8bc4\u5206\u3002\u8fd9\u4e9b\u8bc4\u4f30\u51fd\u6570\u88ab\u5e7f\u6cdb\u79f0\u4e3a\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff08Process Reward Models\uff0c\u7b80\u79f0 PRM\uff09\u3002\u901a\u8fc7\u6574\u5408\u8fc7\u7a0b\u76d1\u7763\uff0c\u641c\u7d22\u673a\u5236\u83b7\u5f97\u4e86\u5728\u9047\u5230\u6b21\u4f18\u8def\u5f84\u65f6\u56de\u6eaf\u5230\u65e9\u671f\u6709\u524d\u666f\u72b6\u6001\u7684\u7075\u6d3b\u6027\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u66f4\u6709\u6548\u7684\u63a2\u7d22\u3002\u7136\u800c\uff0c\u5982\u4f55\u6709\u6548\u5730\u83b7\u53d6\u8fd9\u4e9b\u80fd\u529b\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u6982\u8ff0\u4e86\u6784\u5efa\u6b64\u7c7b\u8fc7\u7a0b\u6307\u5bfc\u6a21\u578b\u7684\u7b56\u7565\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5b66\u4e60\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\uff1b<\/section>\n<\/li>\n<li>\n<section>PRM \u8d28\u91cf\u53ca\u5176\u5bf9\u641c\u7d22\u7684\u5f71\u54cd\uff1b<\/section>\n<\/li>\n<li>\n<section>\u53ef\u9a8c\u8bc1\u95ee\u9898\u4e0e\u5f00\u653e\u5f0f\u95ee\u9898\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u8bba\u6587\u7b2c 6 \u7ae0\uff0c\u4f5c\u8005\u4ece\u5143\u5b66\u4e60\u548c\u5143\u5f3a\u5316\u5b66\u4e60\u7684\u89d2\u5ea6\u5bf9\u63a8\u7406\u95ee\u9898\u548c Meta-CoT \u8fdb\u884c\u89e3\u91ca\u3002<\/section>\n<section><\/section>\n<section>\u5728\u524d\u9762\u7ae0\u8282\u4e2d\uff0c\u4f5c\u8005\u901a\u8fc7\u8ba1\u7b97\u590d\u6742\u6027\u548c\u751f\u6210\u5668 &#8211; \u9a8c\u8bc1\u5668 gap \u7684\u8303\u4f8b\u6765\u6fc0\u53d1\u4e0a\u4e0b\u6587\u641c\u7d22\u7684\u9700\u6c42\u3002\u5728\u672c\u8282\u4e2d\uff0c\u4f5c\u8005\u5efa\u7acb\u4e86\u4e00\u4e2a\u66ff\u4ee3\u516c\u5f0f\uff0c\u4ee5\u5e2e\u52a9\u5f62\u5f0f\u5316\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u5b9e\u8bc1\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u5047\u8bbe\u5956\u52b1\u51fd\u6570\ud835\udc5f(S, q) \u2192 {0, 1} \u662f\u63d0\u793a q \u7684\u786e\u5b9a\u6027\uff08\u4f46\u5148\u9a8c\u672a\u77e5\uff09\u51fd\u6570\uff0c\u5b83\u53ea\u63a5\u53d7\u7279\u5b9a\u7684\u89e3\u51b3\u65b9\u6848\u96c6\u3002\u5728\u65b0\u7684\u63d0\u793a\u4e0b\u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0c\u8fd9\u4f1a\u4ea7\u751f\u5956\u52b1\u51fd\u6570\u7684\u8ba4\u77e5\u4e0d\u786e\u5b9a\u6027\uff0c\u5373\u6211\u4eec\u4e8b\u5148\u4e0d\u77e5\u9053\u8be5\u4efb\u52a1\uff08\u63d0\u793a\u95ee\u9898\uff09\u7684\u5b8c\u6574\u63a5\u53d7\u6216\u62d2\u7edd\u7684\u89e3\u51b3\u65b9\u6848\u96c6\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a5\u4e0b\u6765\u7684\u7b2c 7 \u7ae0\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u641c\u7d22\u7684\u9ad8\u7ea7\u63a8\u7406\u7406\u8bba\uff0c\u4ee5\u53ca\u4e00\u4e9b\u65e9\u671f\u7684\u5b9e\u8bc1\u7814\u7a76\u7ed3\u679c\u3002\u4f5c\u8005\u5efa\u8bae\u9075\u5faa\u73b0\u4ee3\u540e\u8bad\u7ec3\u7684\u6574\u4f53\u7ed3\u6784\uff0c\u5305\u62ec\u6307\u4ee4\u5fae\u8c03\u548c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002\u611f\u5174\u8da3\u7684\u8bfb\u8005\uff0c\u53ef\u4ee5\u67e5\u770b\u539f\u8bba\u6587\u4e86\u89e3\u66f4\u591a\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u5f15\u5165\u4e86 Meta-CoT \u6846\u67b6\uff0c\u7528\u4e8e\u7406\u89e3\u548c\u589e\u5f3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u63a8\u7406\u80fd\u529b\u3002\u4f5c\u8005\u8ba4\u4e3a\u4f20\u7edf\u7684\u601d\u7ef4\u94fe\u5e76\u4e0d\u80fd\u5b8c\u5168\u4ee3\u8868\u63a8\u7406\u95ee\u9898\u80cc\u540e\u7684\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u3002\u901a\u8fc7\u878d\u5165\u641c\u7d22\u3001\u9a8c\u8bc1\u548c\u8fed\u4ee3\u4f18\u5316\u7684\u6982\u5ff5\uff0cMeta-CoT \u4e3a\u9ad8\u7ea7\u95ee\u9898\u89e3\u51b3\u6240\u9700\u7684\u8ba4\u77e5\u8fc7\u7a0b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u5b8c\u6574\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>Meta-CoT \u662f\u5b9e\u73b0\u5927\u578b\u8bed\u8a00\u6a21\u578b\u66f4\u5f3a\u5927\u3001\u66f4\u5177\u6cdb\u5316\u6027\u63a8\u7406\u80fd\u529b\u7684\u4e00\u79cd\u6709\u524d\u666f\u7684\u9014\u5f84\u3002\u5f53\u524d\u6700\u5148\u8fdb\u6a21\u578b\u7684\u8868\u73b0\uff0c\u4ee5\u53ca\u5728\u4e0a\u4e0b\u6587\u63a2\u7d22\u548c\u56de\u6eaf\u65b9\u9762\u7684\u5b9e\u9a8c\uff0c\u90fd\u652f\u6301\u4e86\u5185\u90e8\u641c\u7d22\u8fc7\u7a0b\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\u8868\u73b0\u81f3\u5173\u91cd\u8981\u7684\u5047\u8bbe\u3002\u6b64\u5916\uff0c\u672c\u6587\u63d0\u51fa\u7684\u8bad\u7ec3\u6d41\u7a0b\u4e3a\u5f00\u53d1\u5177\u6709\u589e\u5f3a Meta-CoT \u80fd\u529b\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u5177\u4f53\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u4e86\u89e3\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u53c2\u8003\u539f\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-11-4\" target=\"_blank\">\u8fc8\u5411System 2\u63a8\u7406\uff0c100\u9875\u8bba\u6587\u786c\u6838\u8bb2\u8ff0Meta-CoT<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8fc8\u5411System 2\u63a8 [&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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