{"id":6750,"date":"2025-05-15T05:26:00","date_gmt":"2025-05-14T20:26:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6750"},"modified":"2025-05-11T13:31:05","modified_gmt":"2025-05-11T04:31:05","slug":"textitnew-news-system-2-fine-tuning-for-robust-integration-of-new-knowledge","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6750","title":{"rendered":"$\\textit{New News}$: System-2 Fine-tuning for Robust Integration of New Knowledge"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>$\\textit{New News}$: System-2 Fine-tuning for Robust Integration of New Knowledge\u00a0<\/strong>[6.1]<br>\u6211\u3005\u306f,\u8907\u6570\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u307e\u305f\u304c\u308b\u4eee\u8aac\u7684\u304b\u3064\u59a5\u5f53\u306a\u30cb\u30e5\u30fc\u30b9\u304b\u3089\u306a\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308b$textitNew News$\u3092\u7d39\u4ecb\u3057\u305f\u3002 \u6211\u3005\u306f,\u6587\u8108\u3092\u4f34\u308f\u306a\u3044\u30e2\u30c7\u30eb\u304b\u3089\u77e5\u8b58\u3092\u62bd\u51fa\u3057,\u6587\u8108\u3092\u4f34\u308f\u306a\u3044\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306b\u7d44\u307f\u8fbc\u3080\u305f\u3081\u306e,\u30bb\u30eb\u30d5\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u751f\u6210\u30d7\u30ed\u30c8\u30b3\u30eb\u306e\u30b9\u30a4\u30fc\u30c8\u3092\u63a2\u7d22\u3059\u308b\u3002 \u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089,Sys2-FT\u306e\u81ea\u5df1QA\u30d7\u30ed\u30c8\u30b3\u30eb\u306f,\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30cb\u30e5\u30fc\u30b9\u306e\u91cd\u307f\u4ed8\u3051\u5b66\u7fd2\u3092\u5927\u5e45\u306b\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.01812v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.01812v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 03 May 2025 12:49:35 GMT)<\/li>\n\n\n\n<li>ICL\u3068FT\u306e\u30ae\u30e3\u30c3\u30d7\u306b\u95a2\u3059\u308b\u5206\u6790\u3068Sys2-FT\u3068\u3044\u3046\u624b\u6cd5\u306e\u63d0\u6848\u3002\u300cOur results demonstrate that the self-QA protocol of Sys2-FT significantly improves models\u2019 in-weight learning of the news.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>ICL\u3068FT\u306e\u5dee\u7570\u306f\u3068\u3066\u3082\u8208\u5473\u6df1\u3044\u3057\u5b9f\u7528\u4e0a\u3082\u91cd\u8981\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":[150,200],"class_list":["post-6750","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fine-tuning","tag-in-context-learning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6750","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=6750"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6750\/revisions"}],"predecessor-version":[{"id":6751,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6750\/revisions\/6751"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6750"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6750"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6750"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}