{"id":7511,"date":"2025-09-30T06:00:00","date_gmt":"2025-09-29T21:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7511"},"modified":"2026-01-11T07:55:41","modified_gmt":"2026-01-10T22:55:41","slug":"causal-understanding-by-llms-the-role-of-uncertainty","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7511","title":{"rendered":"Causal Understanding by LLMs: The Role of Uncertainty\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Causal Understanding by LLMs: The Role of Uncertainty\u00a0<\/strong>[43.9]<br>\u8fd1\u5e74\u306e\u8ad6\u6587\u3067\u306f\u3001LLM\u306f\u56e0\u679c\u95a2\u4fc2\u5206\u985e\u306b\u304a\u3044\u3066\u307b\u307c\u30e9\u30f3\u30c0\u30e0\u306a\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u308b\u3002 \u56e0\u679c\u7684\u4e8b\u4f8b\u3078\u306e\u4e8b\u524d\u66dd\u9732\u304c\u56e0\u679c\u7684\u7406\u89e3\u3092\u6539\u5584\u3059\u308b\u304b\u5426\u304b\u3092\u691c\u8a0e\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.20088v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.20088v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 24 Sep 2025 13:06:35 GMT)<\/li>\n\n\n\n<li>LLM\u3092\u56e0\u679c\u95a2\u4fc2\u3092\u6574\u7406\u53ef\u80fd\u304b\u306e\u691c\u8a3c\u3001\u300c\u00a0uncertainty in causal tasks stems primarily from deficits in causal under- standing rather than limitations in memorization.\u300d\u3001\u300cAddressing these limitations will require a shift beyond current pretraining paradigms\u2014toward models that explicitly encode and reason over causal structures, and that are capable of expressing calibrated uncertainty when faced with ambiguity or unseen conditions.\u300d\u3068\u53b3\u3057\u3044\u6307\u6458\u3002<\/li>\n\n\n\n<li>\u30c6\u30b9\u30c8\u3057\u3066\u3044\u308b\u3082\u306e\u304c\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u306a\u30e2\u30c7\u30eb\u306a\u306e\u304b\u306f\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\u3067\u306f\u3042\u308b\u3002\uff08\u3082\u3063\u3068\u3082\u5546\u7528\u30e2\u30c7\u30eb\u3060\u3068\u30c7\u30fc\u30bf\u3001pre train\u3082post train\u3082\u3088\u304f\u308f\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u306f\u3042\u308b\u306e\u3060\u304c\u3002\u3002\u3002\uff09<\/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":[563,564],"class_list":["post-7511","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-563","tag-564"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7511","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=7511"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7511\/revisions"}],"predecessor-version":[{"id":7512,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7511\/revisions\/7512"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7511"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7511"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7511"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}