{"id":6724,"date":"2025-05-14T04:16:00","date_gmt":"2025-05-13T19:16:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6724"},"modified":"2025-05-11T07:22:43","modified_gmt":"2025-05-10T22:22:43","slug":"holmes-automated-fact-check-with-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6724","title":{"rendered":"Holmes: Automated Fact Check with Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Holmes: Automated Fact Check with Large Language Models\u00a0<\/strong>[31.8]<br>\u672c\u7814\u7a76\u3067\u306f,Large Language Models (LLMs) \u3092\u7528\u3044\u3066\u81ea\u52d5\u507d\u60c5\u5831\u691c\u51fa\u3092\u884c\u3046\u3002 \u65b0\u305f\u306a\u30a8\u30d3\u30c7\u30f3\u30b9\u691c\u7d22\u624b\u6cd5\u3092\u7279\u5fb4\u3068\u3059\u308b\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bHolmes\u3092\u63d0\u6848\u3059\u308b\u3002 \u63d0\u6848\u624b\u6cd5\u3067\u306f,(1)LLM\u3092\u7528\u3044\u305f\u8981\u7d04\u3092\u7528\u3044\u3066\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u304b\u3089\u9375\u60c5\u5831\u3092\u62bd\u51fa\u3057,(2)\u30a8\u30d3\u30c7\u30f3\u30b9\u306e\u54c1\u8cea\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u6307\u6a19\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.03135v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.03135v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 06 May 2025 03:19:51 GMT)<\/li>\n\n\n\n<li>\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u306b\u95a2\u3059\u308b\u8ad6\u6587\u3067\u4e01\u5be7\u306a\u8a18\u8f09\u3068FIndings\u304c\u3068\u3068\u3066\u3082\u53c2\u8003\u306b\u306a\u308b\u3002\n<ul class=\"wp-block-list\">\n<li>\u300cFinding 1: LLMs CANNOT accurately verify the truth- fulness of the claim directly.\u300d\u3001\u300cFinding 2: LLMs have shortcomings in searching for claim-relevant public information and their responses may include hallucinated links that weaken result trust- worthiness.\u300d\u3001\u300cFinding 3: Human-written evidence enhances LLMs\u2019 ability to verify multimodal claims and generate coherent justifications.\u300d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4e0a\u8a18\u3092\u3082\u3068\u306bHolmes\u3092\u8a2d\u8a08\u3001\u6709\u52b9\u6027\u3092\u78ba\u8a8d\u3068\u306e\u3053\u3068<\/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":[138,524],"class_list":["post-6724","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fact-checking","tag-524"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6724","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=6724"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6724\/revisions"}],"predecessor-version":[{"id":6725,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6724\/revisions\/6725"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6724"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6724"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6724"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}