{"id":7229,"date":"2025-08-05T05:22:00","date_gmt":"2025-08-04T20:22:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7229"},"modified":"2025-08-02T16:26:34","modified_gmt":"2025-08-02T07:26:34","slug":"teaching-language-models-to-gather-information-proactively","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7229","title":{"rendered":"Teaching Language Models To Gather Information Proactively\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Teaching Language Models To Gather Information Proactively\u00a0<\/strong>[53.9]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u307e\u3059\u307e\u3059\u5354\u529b\u7684\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u308b\u3002 \u672c\u7814\u7a76\u3067\u306f,\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u60c5\u5831\u53ce\u96c6\u3068\u3044\u3046\u65b0\u305f\u306a\u30bf\u30b9\u30af\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u5c0e\u5165\u3059\u308b\u3002 \u30ad\u30fc\u60c5\u5831\u3092\u30de\u30b9\u30ad\u30f3\u30b0\u3059\u308b\u3001\u90e8\u5206\u7684\u306b\u7279\u5b9a\u3055\u308c\u305f\u73fe\u5b9f\u4e16\u754c\u306e\u30bf\u30b9\u30af\u3092\u751f\u6210\u3059\u308b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u8a2d\u8a08\u3059\u308b\u3002 \u3053\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306e\u4e2d\u6838\u3068\u306a\u308b\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u771f\u306b\u65b0\u3057\u3044\u6697\u9ed9\u306e\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3059\u8cea\u554f\u306b\u5831\u916c\u3092\u4e0e\u3048\u308b\u3001\u5f37\u5316\u3055\u308c\u305f\u5fae\u8abf\u6574\u6226\u7565\u3067\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.21389v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.21389v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 28 Jul 2025 23:50:09 GMT)<\/li>\n\n\n\n<li>\u300cproactive information gathering\u300d\u3092\u884c\u3046\u3088\u3046\u3001Synthetic Conversation Engine\u3068Reinforcement Fine-Tuning\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u3092\u5f37\u5316\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3001\u300cQwen 2.5-7B model significantly outperforms 03-mini by 18% on automatic evaluation metrics. More importantly, human evaluation reveals that clarification questions and final outlines generated by our model are favored by human annotators by 42% and 28% respectively.\u300d\u3068\u306e\u3053\u3068\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":[42,390],"class_list":["post-7229","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7229","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=7229"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7229\/revisions"}],"predecessor-version":[{"id":7230,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7229\/revisions\/7230"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7229"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7229"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}