{"id":6267,"date":"2025-02-17T05:43:00","date_gmt":"2025-02-16T20:43:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6267"},"modified":"2025-02-17T05:43:00","modified_gmt":"2025-02-16T20:43:00","slug":"deepthink-aligning-language-models-with-domain-specific-user-intents","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6267","title":{"rendered":"DeepThink: Aligning Language Models with Domain-Specific User Intents\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>DeepThink: Aligning Language Models with Domain-Specific User Intents\u00a0<\/strong>[25.5]<br>\u672c\u7814\u7a76\u3067\u306f\u3001\u9ad8\u54c1\u8cea\u306a\u547d\u4ee4\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306eDeepThink\u3068\u547c\u3070\u308c\u308b\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 DeepThink\u306f\u307e\u305a\u3001\u3044\u304f\u3064\u304b\u306e\u30b7\u30fc\u30c9\u8cea\u554f\u3092\u751f\u6210\u3057\u3066\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u8cea\u554f\u3092\u6a21\u5023\u3057\u3001\u4f1a\u8a71\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3066\u3001\u96a0\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30cb\u30fc\u30ba\u3092\u660e\u3089\u304b\u306b\u3057\u3001\u4f1a\u8a71\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u3088\u3063\u3066\u56de\u7b54\u3092\u6d17\u7df4\u3059\u308b\u3002 \u5b9f\u9a13\u306b\u3088\u308a\u3001DeepThink\u306f\u5e83\u544a\u30c9\u30e1\u30a4\u30f3\u5185\u306e\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u4e0a\u3067\u306eGPT-4-turbo+RAG\u30d9\u30fc\u30b9\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u6bd4\u8f03\u3057\u3066\u5e73\u5747\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c7.92%\u5411\u4e0a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.05497v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.05497v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 08 Feb 2025 09:04:16 GMT)<\/li>\n\n\n\n<li>\u300c: data synthesis based on conversations, data refinement based on conversations, and supervised fine-tuning (SFT) enhanced with retrieval, DeepThink addresses the critical challenge of adapting LLM to understand and meet hidden user needs in vertical domains.\u300d\u3068\u3044\u3046\u30c7\u30fc\u30bf\u5408\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff0b\u03b1\u306e\u63d0\u6848\u3068\u6709\u52b9\u6027\u691c\u8a3c\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u306e\u96a0\u308c\u305f\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081LLM\u306e\u5185\u90e8\u77e5\u8b58\u304c\u6709\u52b9\u3068\u3044\u3046\u89e3\u91c8\u3060\u308d\u3046\u304b\u3002\u3042\u308a\u305d\u3046\u306a\u6c17\u306f\u3059\u308b\u306e\u3068\u3001\u5927\u898f\u6a21\u306b\u884c\u3046AgentSociety\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u73fe\u5b9f\u7684\u306a\u3089\u69d8\u3005\u306a\u5206\u91ce\u3067\u6d3b\u7528\u3067\u304d\u305d\u3046\u3002\uff08\u60aa\u7528\u3082\u6016\u3044\uff09<\/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":[390],"class_list":["post-6267","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6267","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=6267"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6267\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6267"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6267"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6267"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}