{"id":6799,"date":"2025-05-26T05:54:00","date_gmt":"2025-05-25T20:54:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6799"},"modified":"2025-05-25T09:02:10","modified_gmt":"2025-05-25T00:02:10","slug":"when-less-language-is-more-language-reasoning-disentanglement-makes-llms-better-multilingual-reasoners","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6799","title":{"rendered":"When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners\u00a0<\/strong>[111.5]<br>\u8a00\u8a9e\u56fa\u6709\u306e\u30a2\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u591a\u8a00\u8a9e\u63a8\u8ad6\u6027\u80fd\u3092\u7d99\u7d9a\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3092\u793a\u3059\u3002 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30a2\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e0d\u8981\u306e\u30a2\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u8a08\u7b97\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u306a\u304c\u3089\u3001\u540c\u7b49\u307e\u305f\u306f\u512a\u308c\u305f\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.15257v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.15257v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 21 May 2025 08:35:05 GMT)<\/li>\n\n\n\n<li>\u300cDrawing inspiration from cognitive neuroscience, which suggests that human reasoning functions largely independently of language processing, we hypothesize that LLMs similarly encode reasoning and language as separable components that can be disentangled to enhance multilingual reasoning\u300d\u306b\u57fa\u3065\u304d\u3001\u300cThrough targeted interventions in the LLMs\u2019 activation space, we demonstrate that removing language-specific information significantly improves reasoning performance across languages.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u4eee\u8aac\u3082\u691c\u8a3c\u7d50\u679c\u3082\u975e\u5e38\u306b\u8208\u5473\u6df1\u3044\u3002LLM\u306f\u4eba\u9593\u306e\u8133\u3068\u306f\u5168\u304f\u5225\u306e\u306f\u305a\u3060\u304c\u8fd1\u3044\u52d5\u304d\uff08\u6a5f\u80fd\u5206\u89e3\uff09\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u306f\u4f55\u6545\u306a\u3093\u3060\u308d\u3046\u30fb\u30fb\u30fb<\/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":[267],"class_list":["post-6799","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-multilingual"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6799","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=6799"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6799\/revisions"}],"predecessor-version":[{"id":6800,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6799\/revisions\/6800"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6799"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6799"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6799"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}