{"id":7185,"date":"2025-07-30T03:33:00","date_gmt":"2025-07-29T18:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7185"},"modified":"2025-07-27T10:36:29","modified_gmt":"2025-07-27T01:36:29","slug":"the-impact-of-language-mixing-on-bilingual-llm-reasoning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7185","title":{"rendered":"The Impact of Language Mixing on Bilingual LLM Reasoning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Impact of Language Mixing on Bilingual LLM Reasoning\u00a0<\/strong>[4.5]<br>\u4e2d\u56fd\u8a9e\u3068\u82f1\u8a9e\u306e\u30d0\u30a4\u30ea\u30f3\u30ac\u30eb\u63a8\u8ad6\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u8a00\u8a9e\u30b9\u30a4\u30c3\u30c1\u30f3\u30b0\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002 \u5358\u8a00\u8a9e\u5fa9\u53f7\u3092\u5f37\u5236\u3059\u308b\u3068 \u6570\u5b66\u63a8\u8ad6\u30bf\u30b9\u30af\u306e\u7cbe\u5ea6\u306f 5.6 \u30dd\u30a4\u30f3\u30c8\u4f4e\u4e0b\u3059\u308b \u6f5c\u5728\u7684\u306a\u8a00\u8a9e\u30b9\u30a4\u30c3\u30c1\u304c\u3001\u63a8\u8ad6\u306b\u5bb3\u3092\u4e0e\u3048\u308b\u304b\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u3001\u8efd\u91cf\u306a\u30d7\u30ed\u30fc\u30d6\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.15849v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.15849v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 21 Jul 2025 17:56:09 GMT)<\/li>\n\n\n\n<li>LRM\u3067\u3088\u304f\u898b\u308b\u63a8\u8ad6\u904e\u7a0b\u3067\u69d8\u3005\u306a\u8a00\u8a9e\u304c\u6df7\u3058\u308b\u554f\u984c\u306b\u3064\u3044\u3066\u3001\u300cDiscouraging this behavior in DeepSeek-R1 was found to degrade accuracy, suggesting that language mixing may benefit reasoning.\u300d\u3068\u306e\u3053\u3068\u3002\u307e\u305f\u3001\u300cAltogether, these results suggest that language mixing is not a random artifact of multilingual training but a deliberate strategy that LLMs adopt to improve complex reasoning.\u300d\u3068\u3044\u3046\u8a18\u8f09\u3082\u3042\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":[232,267],"class_list":["post-7185","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-lrm","tag-multilingual"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7185","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=7185"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7185\/revisions"}],"predecessor-version":[{"id":7186,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7185\/revisions\/7186"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7185"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7185"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7185"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}