{"id":7503,"date":"2025-10-09T05:41:00","date_gmt":"2025-10-08T20:41:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7503"},"modified":"2025-10-04T16:27:48","modified_gmt":"2025-10-04T07:27:48","slug":"who-gets-cited-most-benchmarking-long-context-language-models-on-scientific-articles","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7503","title":{"rendered":"Who Gets Cited Most? Benchmarking Long-Context Language Models on Scientific Articles\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Who Gets Cited Most? Benchmarking Long-Context Language Models on Scientific Articles\u00a0<\/strong>[81.9]<br>SciTrek\u306f\u3001\u79d1\u5b66\u8ad6\u6587\u3092\u7528\u3044\u305f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u9577\u6587\u63a8\u8ad6\u80fd\u529b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u65b0\u3057\u3044\u8cea\u554f\u5fdc\u7b54\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u672c\u5206\u6790\u306b\u3088\u308a,\u30e2\u30c7\u30eb\u306e\u57fa\u672c\u7684\u6570\u5024\u6f14\u7b97\u3092\u884c\u306a\u3044,\u7279\u5b9a\u306e\u60c5\u5831\u3092\u9577\u3044\u6587\u8108\u3067\u6b63\u78ba\u306b\u7279\u5b9a\u3059\u308b\u80fd\u529b\u306b\u304a\u3044\u3066,\u7cfb\u7d71\u7684\u306a\u6b20\u70b9\u304c\u660e\u3089\u304b\u3068\u306a\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.21028v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.21028v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 25 Sep 2025 11:36:09 GMT)<\/li>\n\n\n\n<li>\u300cThis paper introduced SciTrek, a benchmark designed for testing the ability of LLMs to perform multi-document information synthesis and structured reasoning over full-text scientific articles.\u00a0\u300d\u3068\u79d1\u5b66\u5206\u91ce\u306e\u30de\u30eb\u30c1\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30fb\u9577\u6587\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/oaimli\/SciTrek\">GitHub &#8211; oaimli\/SciTrek: Benchmarking long-context language models on scientific articles<\/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":[263,517,667],"class_list":["post-7503","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-multi-document","tag-517","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7503","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=7503"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7503\/revisions"}],"predecessor-version":[{"id":7504,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7503\/revisions\/7504"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7503"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7503"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7503"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}