{"id":6325,"date":"2025-03-03T03:33:00","date_gmt":"2025-03-02T18:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6325"},"modified":"2025-03-03T03:33:00","modified_gmt":"2025-03-02T18:33:00","slug":"factreasoner-a-probabilistic-approach-to-long-form-factuality-assessment-for-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6325","title":{"rendered":"FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models\u00a0<\/strong>[59.2]<br>\u672c\u7a3f\u3067\u306f,\u78ba\u7387\u8ad6\u7684\u63a8\u8ad6\u306b\u4f9d\u62e0\u3057\u305f\u65b0\u305f\u306a\u4e8b\u5b9f\u6027\u8a55\u4fa1\u5668FactReasoner\u3092\u63d0\u6848\u3059\u308b\u3002 \u30e9\u30d9\u30eb\u4ed8\u304d\u304a\u3088\u3073\u30e9\u30d9\u30eb\u306a\u3057\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5b9f\u9a13\u306f\u3001FactReasoner\u304c\u6700\u5148\u7aef\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3088\u308a\u3082\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.18573v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.18573v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 25 Feb 2025 19:01:48 GMT)<\/li>\n\n\n\n<li>\u4e00\u822c\u7684\u306a\u300cFactReasoner proceeds in a manner similar to existing prompt-based assessors by decomposing the response into atomic units and retrieving contexts relevant to them from an external knowledge source.\u300d\u3067\u306f\u306a\u304f\u3001\u300cFactReasoner evaluates the factuality of the atoms by probabilistic reasoning over a graphical model that represents the logical relationships between the textual utterances corresponding to the atoms and contexts.\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\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":[138],"class_list":["post-6325","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fact-checking"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6325","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=6325"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6325\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6325"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6325"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6325"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}