{"id":7757,"date":"2025-11-13T05:32:00","date_gmt":"2025-11-12T20:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7757"},"modified":"2025-11-09T09:55:48","modified_gmt":"2025-11-09T00:55:48","slug":"thought-branches-interpreting-llm-reasoning-requires-resampling","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7757","title":{"rendered":"Thought Branches: Interpreting LLM Reasoning Requires Resampling\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Thought Branches: Interpreting LLM Reasoning Requires Resampling&nbsp;<\/strong>[11.0]<br>\u4e00\u3064\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u7814\u7a76\u3059\u308b\u3053\u3068\u306f\u56e0\u679c\u7684\u5f71\u97ff\u3068\u57fa\u790e\u3068\u306a\u308b\u8a08\u7b97\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u4e0d\u5341\u5206\u3067\u3042\u308b\u3068\u4e3b\u5f35\u3059\u308b\u3002 \u30e2\u30c7\u30eb\u6c7a\u5b9a\u306e\u305f\u3081\u306e\u518d\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.27484v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.27484v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Fri, 31 Oct 2025 14:02:37 GMT)<\/li>\n\n\n\n<li>\u300cwe can measure a partial CoT\u2019s impact by resampling only the subsequent text. We present case studies using resampling to investigate model decisions. First, when a model states a reason for its action, does that reason actually cause the action?\u300d\u3068\u3001CoT\u3078\u306e\u4ecb\u5165\u3068\u305d\u306e\u5f71\u97ff\u306b\u95a2\u3059\u308b\u5831\u544a\u3002\u5148\u884c\u7814\u7a76\u3092\u542b\u3081\u3066\u9762\u767d\u3044\u52d5\u4f5c\u5206\u6790\u3002\u3053\u306e\u5831\u544a\u3067\u306f\u300cWe address this by repeatedly resampling to remove sentences and by measuring resilience, the number of interventions required to erase a sentence\u2019s content from a trace.\u00a0\u300d\u306a\u3069CoT\u306e\u904e\u7a0b\u306e\u5206\u5e03\u306b\u3082\u6ce8\u76ee\u3057\u8a08\u7b97\u30b3\u30b9\u30c8\u306f\u9ad8\u3044\u304c\u7d0d\u5f97\u6027\u306e\u9ad8\u3044\u624b\u6cd5\u3092\u7528\u3044\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[59,452],"class_list":["post-7757","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-chain-of-thought","tag-xai"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7757","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7757"}],"version-history":[{"count":3,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7757\/revisions"}],"predecessor-version":[{"id":7760,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7757\/revisions\/7760"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7757"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7757"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7757"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}