{"id":118129,"date":"2026-10-26T11:40:36","date_gmt":"2026-10-26T03:40:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118129.html"},"modified":"2026-10-26T11:40:36","modified_gmt":"2026-10-26T03:40:36","slug":"%e8%ae%ba%e6%96%87%e6%80%bb%e7%bb%93%ef%bc%9adoesnt-stop-reasoning-analysis-of-spurious-cot-termination","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118129.html","title":{"rendered":"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination"},"content":{"rendered":"<p># \u8bba\u6587\u603b\u7ed3\uff1aDoesn\\&#8217;t Stop Reasoning: Analysis of Spurious CoT Termination&gt; \u8bba\u6587arXiv\uff1ahttps:\/\/arxiv.org\/abs\/2609.03633&gt; \u4f1a\u8bae\uff1aEMNLP 2026 Main Conference&gt; \u9886\u57df\uff1a\u5927\u63a8\u7406\u6a21\u578b\u3001\u601d\u7ef4\u94feCoT\u3001\u63d0\u524d\u9000\u51fa\uff08Early\u2011Exit\uff09\u63a8\u7406\u7ec8\u6b62<\/p>\n<p>## \u4e00\u3001\u6587\u7ae0\u4e3b\u8981\u5185\u5bb9\u601d\u7ef4\u94fe\uff08CoT\uff09\u53ef\u4ee5\u63d0\u5347\u5927\u63a8\u7406\u6a21\u578b\uff08LRM\uff09\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u4f46\u4f1a\u4ea7\u751f\u5927\u91cf\u5197\u957f\u5197\u4f59\u63a8\u7406\u6587\u672c\u3002**\u65e0\u8bad\u7ec3\u7684\u63d0\u524d\u9000\u51fa\uff08early\u2011exit\uff09\u65b9\u6cd5**\u901a\u8fc7\u5728\u63a8\u7406\u4e2d\u95f4\u70b9\u63d2\u5165&#8220;\uff08EoT\uff0c\u601d\u8003\u7ed3\u675f\u6807\u8bb0\uff09\uff0c\u8bd5\u56fe\u8ba9\u6a21\u578b\u4ece\u63a8\u7406\u9636\u6bb5\u5207\u6362\u5230\u7b54\u6848\u8f93\u51fa\u9636\u6bb5\uff0c\u4ee5\u6b64\u7f29\u77ed\u63a8\u7406token\u5f00\u9500\u3002<\/p>\n<p>\u672c\u6587\u53d1\u73b0\u4e00\u4e2a\u5173\u952e\u73b0\u8c61\uff1a**\u5916\u90e8\u6ce8\u5165\u7684EoT\u6807\u8bb0\uff0c\u5e76\u4e0d\u603b\u80fd\u5e72\u51c0\u5730\u89e6\u53d1\u4ece\u63a8\u7406\u5230\u56de\u7b54\u7684\u5207\u6362**\u3002\u63d2\u5165EoT\u4e4b\u540e\uff0c\u6a21\u578b\u4f9d\u65e7\u4f1a\u7ee7\u7eed\u8f93\u51fa\u7c7b\u4f3c\u63a8\u7406\u7684\u5185\u5bb9\uff0c\u76f4\u5230\u6a21\u578b\u81ea\u8eab\u91cd\u65b0\u751f\u6210\u4e00\u4e2a\u539f\u751fEoT\uff1b\u5728\u91cd\u65b0\u751f\u6210EoT\u4e4b\u524d\u7684\u8fd9\u6bb5\u6587\u672c\uff0c\u4ecd\u7136\u8868\u73b0\u51fa\u63a8\u7406\u884c\u4e3a\u3002\u4f5c\u8005\u5c06\u8be5\u73b0\u8c61\u547d\u540d\u4e3a**\u865a\u5047CoT\u7ec8\u6b62\uff08spurious CoT termination\uff09**\uff0c\u5e76\u4e14\u8be5\u6bb5\u63a8\u7406\u6587\u672c\u957f\u5ea6\uff0c\u548c\u63d0\u524d\u9000\u51fa\u8282\u7701\u7684\u63a8\u7406token\u6570\u91cf\u6b63\u76f8\u5173\u3002<\/p>\n<p>\u4f5c\u8005\u63d0\u51fa\u5047\u8bbe\uff1a\u6a21\u578b\u5bf9\u5916\u90e8\u6ce8\u5165\u7684EoT token\u6ce8\u610f\u529b\u4e0d\u8db3\uff0c\u662f\u865a\u5047\u7ec8\u6b62\u7684\u6839\u6e90\u3002\u4e3a\u6b64\u8bbe\u8ba1**Exit\u2011token Attention Biasing\uff08EAB\uff0c\u9000\u51fa\u6807\u8bb0\u6ce8\u610f\u529b\u504f\u7f6e\uff09**\u65b9\u6cd5\uff0c\u5728\u63a8\u7406\u65f6\u63d0\u5347\u6a21\u578b\u5bf9\u6ce8\u5165EoT token\u7684\u6ce8\u610f\u529b\u6743\u91cd\u3002<\/p>\n<p>\u5b9e\u9a8c\u8986\u76d64\u4e2a\u5927\u63a8\u7406\u6a21\u578b\u30015\u4e2a\u8bc4\u6d4b\u57fa\u51c6\u30012\u79cd\u4e3b\u6d41\u63d0\u524d\u9000\u51fa\u7b97\u6cd5\u3002\u5b9e\u9a8c\u8868\u660e\uff1a\u589e\u5927\u5bf9\u6ce8\u5165EoT\u7684\u6ce8\u610f\u529b\uff0c\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u865a\u5047CoT\u7ec8\u6b62\u53d1\u751f\u6982\u7387\uff0c\u7f29\u77ed\u591a\u4f59\u7684\u56de\u7b54\u9636\u6bb5\u957f\u5ea6\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u63ed\u793a\u4e00\u4e2a\u91cd\u8981\u5c40\u9650\uff1a**\u4ec5<\/p>\n","protected":false},"excerpt":{"rendered":"<p># \u8bba\u6587\u603b\u7ed3\uff1aDoesn\\&#8217;t Stop Reasoning: Analysis of Spurious CoT Termination&gt; \u8bba\u6587arXiv\uff1ahttps:\/\/arxiv.org\/abs\/2609.03633&gt; \u4f1a\u8bae\uff1aEMNLP 2026 Main Conference&gt; \u9886\u57df\uff1a\u5927\u63a8\u7406\u6a21\u578b\u3001\u601d\u7ef4\u94feCoT\u3001\u63d0\u524d\u9000\u51fa\uff08Early\u2011Exit\uff09\u63a8\u7406\u7ec8\u6b62<br \/>\n## \u4e00\u3001\u6587\u7ae0\u4e3b\u8981\u5185\u5bb9\u601d\u7ef4\u94fe\uff08CoT\uff09\u53ef\u4ee5\u63d0\u5347\u5927\u63a8\u7406\u6a21\u578b\uff08LRM\uff09\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u4f46\u4f1a\u4ea7\u751f\u5927\u91cf\u5197\u957f\u5197\u4f59\u63a8\u7406\u6587\u672c\u3002**<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,224,51],"topic":[],"class_list":["post-118129","post","type-post","status-publish","format-standard","hentry","category-server","tag-50","tag-224","tag-51"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/118129.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"# \u8bba\u6587\u603b\u7ed3\uff1aDoesn&#039;t Stop Reasoning: Analysis of Spurious CoT Termination&gt; \u8bba\u6587arXiv\uff1ahttps:\/\/arxiv.org\/abs\/2609.03633&gt; \u4f1a\u8bae\uff1aEMNLP 2026 Main Conference&gt; \u9886\u57df\uff1a\u5927\u63a8\u7406\u6a21\u578b\u3001\u601d\u7ef4\u94feCoT\u3001\u63d0\u524d\u9000\u51fa\uff08Early\u2011Exit\uff09\u63a8\u7406\u7ec8\u6b62 ## \u4e00\u3001\u6587\u7ae0\u4e3b\u8981\u5185\u5bb9\u601d\u7ef4\u94fe\uff08CoT\uff09\u53ef\u4ee5\u63d0\u5347\u5927\u63a8\u7406\u6a21\u578b\uff08LRM\uff09\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u4f46\u4f1a\u4ea7\u751f\u5927\u91cf\u5197\u957f\u5197\u4f59\u63a8\u7406\u6587\u672c\u3002**\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/118129.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-26T03:40:36+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/118129.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/118129.html\",\"name\":\"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-10-26T03:40:36+00:00\",\"dateModified\":\"2026-10-26T03:40:36+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/118129.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/118129.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/118129.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/118129.html","og_locale":"zh_CN","og_type":"article","og_title":"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"# \u8bba\u6587\u603b\u7ed3\uff1aDoesn't Stop Reasoning: Analysis of Spurious CoT Termination&gt; \u8bba\u6587arXiv\uff1ahttps:\/\/arxiv.org\/abs\/2609.03633&gt; \u4f1a\u8bae\uff1aEMNLP 2026 Main Conference&gt; \u9886\u57df\uff1a\u5927\u63a8\u7406\u6a21\u578b\u3001\u601d\u7ef4\u94feCoT\u3001\u63d0\u524d\u9000\u51fa\uff08Early\u2011Exit\uff09\u63a8\u7406\u7ec8\u6b62 ## \u4e00\u3001\u6587\u7ae0\u4e3b\u8981\u5185\u5bb9\u601d\u7ef4\u94fe\uff08CoT\uff09\u53ef\u4ee5\u63d0\u5347\u5927\u63a8\u7406\u6a21\u578b\uff08LRM\uff09\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u4f46\u4f1a\u4ea7\u751f\u5927\u91cf\u5197\u957f\u5197\u4f59\u63a8\u7406\u6587\u672c\u3002**","og_url":"https:\/\/www.wsisp.com\/helps\/118129.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-10-26T03:40:36+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/118129.html","url":"https:\/\/www.wsisp.com\/helps\/118129.html","name":"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-10-26T03:40:36+00:00","dateModified":"2026-10-26T03:40:36+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/118129.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/118129.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/118129.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u8bba\u6587\u603b\u7ed3\uff1aDoesn\u2018t Stop Reasoning: Analysis of Spurious CoT Termination"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/118129","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=118129"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/118129\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=118129"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=118129"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=118129"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=118129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}