{"id":7651,"date":"2025-10-20T04:38:00","date_gmt":"2025-10-19T19:38:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7651"},"modified":"2025-10-18T16:45:10","modified_gmt":"2025-10-18T07:45:10","slug":"large-language-models-do-not-really-know-what-they-dont-know","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7651","title":{"rendered":"Large Language Models Do NOT Really Know What They Don&#8217;t Know"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Large Language Models Do NOT Really Know What They Don&#8217;t Know\u00a0<\/strong>[37.6]<br>\u6700\u8fd1\u306e\u7814\u7a76\u306f\u3001\u5927\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u304c\u3001\u305d\u306e\u5185\u90e8\u8868\u73fe\u306b\u4e8b\u5b9f\u6027\u4fe1\u53f7\u3092\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u308b\u3002 LLM\u306f\u3001\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u3084\u30b9\u30d7\u30ea\u30a2\u30b9\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u306b\u983c\u308b\u3053\u3068\u3067\u3001\u4e8b\u5b9f\u30a8\u30e9\u30fc\u3092\u767a\u751f\u3055\u305b\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.09033v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.09033v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 10 Oct 2025 06:09:04 GMT)<\/li>\n\n\n\n<li>Associated Hallucinations (AHs) \u3068Unassociated Hallucinations (UHs)\u3092\u533a\u5225\u3057\u3066\u5206\u6790\u3057\u3001\u300cLLMs do not encode truthfulness in their hidden states but only patterns of knowledge recall and utilization, showing that LLMs don\u2019t really know what they don\u2019t know.\u300d\u3068\u4e3b\u5f35\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":[184,223],"class_list":["post-7651","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-hallucination","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7651","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=7651"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7651\/revisions"}],"predecessor-version":[{"id":7652,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7651\/revisions\/7652"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7651"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7651"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7651"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}