{"id":7486,"date":"2025-09-24T03:10:00","date_gmt":"2025-09-23T18:10:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7486"},"modified":"2025-09-21T15:14:38","modified_gmt":"2025-09-21T06:14:38","slug":"cat-causal-attention-tuning-for-injecting-fine-grained-causal-knowledge-into-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7486","title":{"rendered":"CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models\u00a0<\/strong>[42.1]<br>\u56e0\u679c\u6ce8\u610f\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(Causal Attention Tuning, CAT)\u306f\u3001\u6ce8\u610f\u6a5f\u69cb\u306b\u5fae\u7c92\u306a\u56e0\u679c\u77e5\u8b58\u3092\u6ce8\u5165\u3059\u308b\u65b0\u3057\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u3002 \u30c8\u30fc\u30af\u30f3\u30ec\u30d9\u30eb\u306e\u56e0\u679c\u4fe1\u53f7\u3092\u81ea\u52d5\u7684\u306b\u751f\u6210\u3059\u308b\u305f\u3081\u306b,\u4eba\u9593\u306e\u5148\u884c\u60c5\u5831\u3092\u6d3b\u7528\u3059\u308b\u81ea\u52d5\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u63d0\u6848\u3059\u308b\u3002 Cat\u306fSTG\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30675.76%\u3001\u4e0b\u6d41\u30bf\u30b9\u30af\u30671.56%\u306e\u5e73\u5747\u7684\u306a\u6539\u5584\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.01535v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.01535v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 09 Sep 2025 04:01:50 GMT)<\/li>\n\n\n\n<li>\u300c(1) causal prior knowledge extraction \u300d\u300c(2) causal constraint attention training.\u300d\u304b\u3089\u306a\u308b\u56e0\u679c\u95a2\u4fc2\u306e\u6295\u5165<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Kairong-Han\/CAT\">GitHub &#8211; Kairong-Han\/CAT<\/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":[57,564],"class_list":["post-7486","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-causalnlp","tag-564"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7486","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=7486"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7486\/revisions"}],"predecessor-version":[{"id":7487,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7486\/revisions\/7487"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7486"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7486"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7486"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}