{"id":3616,"date":"2025-07-16T14:05:52","date_gmt":"2025-07-16T06:05:52","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3616"},"modified":"2025-07-16T14:05:52","modified_gmt":"2025-07-16T06:05:52","slug":"202507-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-mygo-multiplex-cot-a-method-for-self-reflection-in-large-language-models-via-double-chain-of-thought-thinking","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202507-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-mygo-multiplex-cot-a-method-for-self-reflection-in-large-language-models-via-double-chain-of-thought-thinking\/","title":{"rendered":"202507 \u8bba\u6587\u7814\u8bfb-MyGO Multiplex CoT: A Method for Self-Reflection in Large Language Models via Double Chain of Thought Thinking"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aJi Shihao, Song Zihui, Zhong Fucheng, Jia Jisen, Wu Zhaobo, Cao Zheyi, Xu Tianhao.<br>\u5355\u4f4d\uff1aData Dream, AI.<br>\u6765\u6e90\uff1aarXiv<br>\u65f6\u95f4\uff1a2025.1<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u6838\u5fc3\u95ee\u9898\uff1a<br>LLM\u5728\u590d\u6742\u63a8\u7406\u4e2d\u5b58\u5728\u903b\u8f91\u4e0d\u4e00\u81f4\u6027\uff1b<br>\u73b0\u6709\u65b9\u6cd5\uff08\u5982CoT\uff09\u7f3a\u4e4f\u81ea\u6211\u53cd\u601d\u673a\u5236\uff1b<br>\u5b66\u4e60\u4f18\u5316\u6a21\u578b\uff08LRM\uff09\u9700\u989d\u5916\u8bad\u7ec3\uff0c\u8ba1\u7b97\u6210\u672c\u9ad8\u3002<br>\u76ee\u6807\uff1a<br>\u63d0\u51fa\u65e0\u9700\u8bad\u7ec3\u7684\u8f7b\u91cf\u7ea7\u65b9\u6cd5 Multiplex CoT\uff0c\u901a\u8fc7\u53cc\u91cd\u601d\u7ef4\u94fe\u63d0\u5347\u63a8\u7406\u8d28\u91cf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4e3b\u8981\u5185\u5bb9<\/h2>\n\n\n\n<p>Multiplex CoT\uff1a\u4e00\u79cd\u53cc\u94fe\u601d\u7ef4\u65b9\u6cd5<\/p>\n\n\n\n<p>Multiplex CoT \u5c06 CoT \u63a8\u7406\u7684\u4f18\u52bf\u4e0e\u81ea\u6211\u53cd\u5c04\u673a\u5236\u76f8\u7ed3\u5408\u3002\u8be5\u8fc7\u7a0b\u6982\u8ff0\u5982\u4e0b\uff1a<br>1. \u521d\u59cb CoT \u751f\u6210\uff1a\u8be5\u6a21\u578b\u751f\u6210\u4e00\u4e2a\u63a8\u7406\u94fe\uff0c\u5176\u4e2d\u601d\u7ef4\u8fc7\u7a0b\u7684\u6bcf\u4e00\u6b65\u90fd\u88ab\u9610\u660e\u5e76\u7528\u4e8e\u5f97\u51fa\u6700\u7ec8\u7ed3\u8bba\u3002<br>2. \u5ba1\u67e5\u548c\u6539\u8fdb\uff1a\u5728\u751f\u6210\u521d\u59cb CoT \u540e\uff0c\u6a21\u578b\u968f\u540e\u542f\u52a8\u7b2c\u4e8c\u8f6e\u63a8\u7406\uff0c\u5bf9\u7b2c\u4e00\u4e2a CoT \u8fdb\u884c\u6279\u8bc4\u3002\u7b2c\u4e8c\u6761\u601d\u8def\u8bc4\u4f30\u521d\u59cb\u63a8\u7406\u7684\u903b\u8f91\u4e00\u81f4\u6027\uff0c\u8bc6\u522b\u4efb\u4f55\u6f5c\u5728\u7684\u7f3a\u9677\u6216\u4e0d\u4e00\u81f4\u4e4b\u5904\u3002<br>3. \u6700\u7ec8\u8f93\u51fa\uff1a\u6839\u636e\u6279\u8bc4\uff0c\u6a21\u578b\u5b8c\u5584\u5176\u63a8\u7406\uff0c\u4ea7\u751f\u66f4\u8fde\u8d2f\u3001\u66f4\u51c6\u786e\u7684\u6700\u7ec8\u7b54\u6848\u3002<br>       \u8fd9\u4e2a\u4e24\u9636\u6bb5\u7684\u8fc7\u7a0b\u6a21\u4eff\u4e86\u7c7b\u4f3c\u4eba\u7c7b\u7684\u81ea\u6211\u53cd\u601d\uff0c\u5176\u4e2d\u7b2c\u4e00\u9636\u6bb5\u6d89\u53ca\u4ea7\u751f\u60f3\u6cd5\uff0c\u7b2c\u4e8c\u9636\u6bb5\u4fa7\u91cd\u4e8e\u8bc4\u4f30\u548c\u5b8c\u5584\u8fd9\u4e9b\u60f3\u6cd5\u3002\u8be5\u65b9\u6cd5\u65e8\u5728\u4e0e\u73b0\u6709\u7684 LLM \u67b6\u6784\u65e0\u7f1d\u534f\u4f5c\uff0c\u800c\u65e0\u9700\u5bf9\u5e95\u5c42\u6a21\u578b\u53c2\u6570\u8fdb\u884c\u4efb\u4f55\u66f4\u6539\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/Figure_1-1024x576.png\" alt=\"\" class=\"wp-image-3617\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/Figure_1-1024x576.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/Figure_1-300x169.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/Figure_1-768x432.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/Figure_1-1536x864.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/Figure_1.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u903b\u8f91\u4e00\u81f4\u6027\u548c\u8fde\u8d2f\u6027<\/p>\n\n\n\n<p>Multiplex CoT \u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u5b83\u80fd\u591f\u901a\u8fc7\u5ba1\u67e5\u548c\u5b8c\u5584\u521d\u59cb\u8f93\u51fa\u6765\u8fed\u4ee3\u6539\u8fdb\u63a8\u7406\u8fc7\u7a0b\u3002\u8be5\u6587\u5c06\u903b\u8f91\u4e00\u81f4\u6027\u5b9a\u4e49\u4e3a\u8fde\u7eed\u63a8\u7406\u6b65\u9aa4\u4e4b\u95f4\u7684\u6709\u6548\u903b\u8f91\u8fde\u63a5\u6570\u3002\u5982\u679c si \u4ee3\u8868\u601d\u7ef4\u94fe\u4e2d\u7684\u7b2c i \u6b65\uff0cI\uff08si\uff0c si+1\uff09 \u662f\u4e00\u4e2a\u6307\u793a\u51fd\u6570\uff0c\u5982\u679c si \u548c si+1 \u4e4b\u95f4\u5b58\u5728\u903b\u8f91\u8fde\u63a5\uff0c\u5219\u8fd4\u56de 1\uff0c\u90a3\u4e48\u5355\u4e2a\u601d\u7ef4\u94fe\u7684\u903b\u8f91\u4e00\u81f4\u6027 C \u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"287\" height=\"98\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471.png\" alt=\"\" class=\"wp-image-3618\"\/><\/figure>\n\n\n\n<p>\u5728\u5e94\u7528 Multiplex CoT \u65f6\uff0c\u8fdb\u884c\u7b2c\u4e8c\u8f6e\u63a8\u7406\uff0c\u5bf9\u521d\u59cb\u63a8\u7406\u8fdb\u884c\u6279\u5224\u548c\u5b8c\u5584\u3002\u8be5\u6587\u5c06\u63a8\u7406\u8fc7\u7a0b\u7684\u8fde\u8d2f\u6027\u5b9a\u4e49\u4e3a\u521d\u59cb\u63a8\u7406\u6b65\u9aa4\u548c\u7cbe\u7ec6\u63a8\u7406\u6b65\u9aa4\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u7a0b\u5ea6\u3002\u8fde\u8d2f\u6027 H \u53ef\u4ee5\u91cf\u5316\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"297\" height=\"85\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-1.png\" alt=\"\" class=\"wp-image-3619\"\/><\/figure>\n\n\n\n<p>\u7ea0\u9519\u7387<\/p>\n\n\n\n<p>Multiplex CoT \u7684\u4e3b\u8981\u597d\u5904\u4e4b\u4e00\u662f\u5b83\u80fd\u591f\u5728\u7b2c\u4e8c\u8f6e\u601d\u7ef4\u751f\u6210\u671f\u95f4\u7ea0\u6b63\u521d\u59cb\u63a8\u7406\u94fe\u4e2d\u7684\u9519\u8bef\u3002\u8be5\u6587\u5c06\u7ea0\u9519\u7387 Ecorr \u5b9a\u4e49\u4e3a\u5728\u7b2c\u4e8c\u8f6e\u63a8\u7406\u4e2d\u8bc6\u522b\u548c\u7ea0\u6b63\u7684\u9519\u8bef\u6bd4\u4f8b\u3002\u8bbe Einitial \u8868\u793a\u521d\u59cb\u601d\u7ef4\u94fe\u4e2d\u7684\u9519\u8bef\u6570\uff0cEcorrected \u8868\u793a\u5728\u5ba1\u9605\u671f\u95f4\u66f4\u6b63\u7684\u9519\u8bef\u6570\u3002\u7ea0\u9519\u7387\u53ef\u4ee5\u8ba1\u7b97\u4e3a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"304\" height=\"70\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-2.png\" alt=\"\" class=\"wp-image-3620\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-2.png 304w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-2-300x69.png 300w\" sizes=\"auto, (max-width: 304px) 100vw, 304px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u9a8c\u8bc4\u4f30<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1 Multiplex CoT \u7684\u5f71\u54cd\uff0c\u4f5c\u8005\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u4efb\u52a1\uff0c\u8be5\u6587\u6d4b\u91cf\u4e86\u5e94\u7528 Multiplex CoT \u524d\u540e\u7684\u903b\u8f91\u4e00\u81f4\u6027\u548c\u7ea0\u9519\u7387\u3002\u4ee5\u4e0b\u662f\u7b97\u672f\u95ee\u9898\u89e3\u51b3\u4efb\u52a1\u7684\u7ed3\u679c\u6458\u8981\u3002\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0cMultiplex CoT \u65b9\u6cd5\u5c06\u903b\u8f91\u4e00\u81f4\u6027\u63d0\u9ad8\u4e86 7%\uff0c\u800c\u7ea0\u9519\u7387\u4e3a 15%\uff0c\u8fd9\u8868\u660e\u8be5\u6a21\u578b\u80fd\u591f\u5728\u81ea\u6211\u53cd\u601d\u9636\u6bb5\u8bc6\u522b\u548c\u7ea0\u6b63\u5f88\u5927\u4e00\u90e8\u5206\u9519\u8bef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"114\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-3-1024x114.png\" alt=\"\" class=\"wp-image-3621\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-3-1024x114.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-3-300x33.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-3-768x86.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-3.png 1086w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8be5\u6587\u8fd8\u8bc4\u4f30\u4e86 Multiplex CoT \u5bf9\u7b97\u672f\u4ee5\u5916\u7684\u4efb\u52a1\u7684\u5f71\u54cd\uff0c\u4f8b\u5982\u5e38\u8bc6\u6027\u63a8\u7406\u3001\u9053\u5fb7\u51b3\u7b56\u548c\u903b\u8f91\u8c1c\u9898\u3002\u8868 2 \u603b\u7ed3\u4e86\u8fd9\u4e9b\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"156\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-4-1024x156.png\" alt=\"\" class=\"wp-image-3622\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-4-1024x156.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-4-300x46.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-4-768x117.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/07\/WPS\u56fe\u72471-4.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u56fe\u6240\u793a\uff0cMultiplex CoT \u63d0\u9ad8\u4e86\u6240\u6709\u4efb\u52a1\u4e2d\u63a8\u7406\u7684\u903b\u8f91\u4e00\u81f4\u6027\uff0c\u5728\u9053\u5fb7\u51b3\u7b56\u548c\u903b\u8f91\u8c1c\u9898\u4e2d\u89c2\u5bdf\u5230\u663e\u7740\u7684\u7ea0\u9519\u7387\u3002\u8fd9\u4e9b\u7ed3\u679c\u7a81\u51fa\u4e86 Multiplex CoT \u5728\u9700\u8981\u591a\u6b65\u63a8\u7406\u548c\u6279\u5224\u6027\u5206\u6790\u7684\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u8bba\u6587\u603b\u7ed3<\/h2>\n\n\n\n<p>\u8be5\u6587\u63d0\u4f9b\u4e86 Multiplex CoT \u7684\u8be6\u7ec6\u6570\u5b66\u5206\u6790\uff0c\u91cf\u5316\u4e86\u5176\u5bf9\u903b\u8f91\u4e00\u81f4\u6027\u3001\u8fde\u8d2f\u6027\u548c\u7ea0\u9519\u7387\u7684\u5f71\u54cd\u3002\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0cMultiplex CoT \u901a\u8fc7\u63d0\u9ad8\u63a8\u7406\u8d28\u91cf\u548c\u6a21\u578b\u7684\u81ea\u6211\u7ea0\u6b63\u80fd\u529b\uff0c\u663e\u7740\u589e\u5f3a\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u3002\u901a\u8fc7\u8fed\u4ee3\u6539\u8fdb\uff0cMultiplex CoT \u4f18\u4e8e\u4f20\u7edf\u7684\u5355\u9636\u6bb5\u601d\u7ef4\u94fe\u63a8\u7406\uff0c\u4e3a\u9700\u8981\u903b\u8f91\u4e25\u8c28\u6027\u548c\u6279\u5224\u6027\u53cd\u601d\u7684\u4efb\u52a1\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u65b9\u6cd5\u3002\u7406\u8bba\u89c1\u89e3\u548c\u5b9e\u9a8c\u7ed3\u679c\u7684\u7ed3\u5408\u8bc1\u5b9e\uff0cMultiplex CoT \u4e3a\u63d0\u9ad8 LLM \u6027\u80fd\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u6269\u5c55\u4e14\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u4f7f\u5176\u6210\u4e3a\u9700\u8981\u51c6\u786e\u3001\u8fde\u8d2f\u548c\u4e00\u81f4\u63a8\u7406\u7684\u5e94\u7528\u7684\u5b9d\u8d35\u5de5\u5177\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aJi Shihao, Song Zihui, Zhong Fucheng, Jia Jisen, Wu  [&hellip;]<\/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-3616","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3616","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=3616"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3616\/revisions"}],"predecessor-version":[{"id":3623,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3616\/revisions\/3623"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3616"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3616"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}