{"id":7772,"date":"2025-11-19T05:47:00","date_gmt":"2025-11-18T20:47:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7772"},"modified":"2025-11-15T19:52:28","modified_gmt":"2025-11-15T10:52:28","slug":"can-llm-annotations-replace-user-clicks-for-learning-to-rank","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7772","title":{"rendered":"Can LLM Annotations Replace User Clicks for Learning to Rank?\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Can LLM Annotations Replace User Clicks for Learning to Rank?\u00a0<\/strong>[112.2]<br>\u5927\u898f\u6a21\u306a\u6559\u5e2b\u4ed8\u304d\u30c7\u30fc\u30bf\u306f\u6700\u65b0\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u4e0d\u53ef\u6b20\u3060\u304c\u3001\u9ad8\u54c1\u8cea\u306a\u4eba\u7684\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u53d6\u5f97\u306b\u306f\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u3002 \u30af\u30ea\u30c3\u30af\u30c7\u30fc\u30bf\u306f\u4f4e\u30b3\u30b9\u30c8\u306e\u4ee3\u66ff\u624b\u6bb5\u3068\u3057\u3066\u5e83\u304f\u4f7f\u308f\u308c\u3066\u304a\u308a\u3001\u8fd1\u5e74\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u767a\u5c55\u306b\u4f34\u3044\u3001LLM\u30d9\u30fc\u30b9\u306e\u95a2\u9023\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3082\u6709\u671b\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3002 \u516c\u958b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308bTianGong-ST\u3068\u3001\u7523\u696d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308bBaidu-Click\u306e\u4e21\u65b9\u306e\u5b9f\u9a13\u306f\u3001\u30af\u30ea\u30c3\u30af\u7ba1\u7406\u30e2\u30c7\u30eb\u304c\u9ad8\u5468\u6ce2\u30af\u30a8\u30ea\u3067\u3088\u308a\u826f\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u793a\u3059\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u30c7\u30fc\u30bf\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3068\u5468\u6ce2\u6570\u5bfe\u5fdc\u591a\u76ee\u7684\u5b66\u7fd2\u3068\u3044\u30462\u3064\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3092\u691c\u8a0e\u3057\u3001\u4e21\u65b9\u306e\u76e3\u8996\u4fe1\u53f7\u3092\u7d71\u5408\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.06635v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.06635v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 10 Nov 2025 02:26:14 GMT)<\/li>\n\n\n\n<li>\u300cWe find that models trained on click data can capture semantic matching and document-level signals, with performance advantages in high-frequency queries. Models trained on LLM annotations exhibit a stronger ability to capture semantic matching, with performance advantages in medium- and low-frequency queries, and are better at distinguishing between relevant and irrelevant content compared to those trained on clicks\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Trustworthy-Information-Access\/LLMAnn_Click\">GitHub &#8211; Trustworthy-Information-Access\/LLMAnn_Click<\/a><\/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-7772","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\/7772","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=7772"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7772\/revisions"}],"predecessor-version":[{"id":7773,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7772\/revisions\/7773"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}