{"id":7913,"date":"2025-12-26T03:44:00","date_gmt":"2025-12-25T18:44:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7913"},"modified":"2025-12-21T21:49:11","modified_gmt":"2025-12-21T12:49:11","slug":"the-facts-leaderboard-a-comprehensive-benchmark-for-large-language-model-factuality","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7913","title":{"rendered":"The FACTS Leaderboard: A Comprehensive Benchmark for Large Language Model Factuality"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The FACTS Leaderboard: A Comprehensive Benchmark for Large Language Model Factuality\u00a0<\/strong>[70.5]<br>FACTS Leaderboard\u306f\u3001\u5b9f\u969b\u306b\u6b63\u78ba\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u7dcf\u5408\u7684\u306b\u8a55\u4fa1\u3059\u308b\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u30b9\u30a4\u30fc\u30c8\u3067\u3042\u308b\u3002 \u3053\u306e\u30b9\u30a4\u30fc\u30c8\u306f\u30014\u3064\u306e\u7570\u306a\u308b\u30b5\u30d6\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u4e0a\u3067\u306e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u96c6\u7d04\u3059\u308b\u3053\u3068\u3067\u3001\u4e8b\u5b9f\u6027\u306e\u7dcf\u5408\u7684\u306a\u5c3a\u5ea6\u3092\u63d0\u4f9b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.10791v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.10791v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 11 Dec 2025 16:35:14 GMT)<\/li>\n\n\n\n<li>\u300cThe FACTS Leaderboard introduced here is designed to address this need by providing a holistic evaluation suite. It aggregates performance across four specialized sub-leaderboards, each targeting a distinct dimension of factuality. \u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\n<ul class=\"wp-block-list\">\n<li>FACTS Multimodal tests a model\u2019s ability to combine visual grounding with world knowledge to answer questions about an image. <\/li>\n\n\n\n<li>FACTS Parametric measures the model\u2019s ability to use its internal knowledge accurately in factoid question use-cases. <\/li>\n\n\n\n<li>FACTS Search evaluates the practical and increasingly common use case of generating factual responses by interacting with a search tool. <\/li>\n\n\n\n<li>FACTS Grounding v2 is an updated version of FACTS Grounding, which tests grounding to a given document, with improved judges.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/www.kaggle.com\/benchmarks\/google\/facts\">FACTS Benchmark Suite Leaderboard | Kaggle<\/a>\u3001\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u306a\u30e2\u30c7\u30eb\u306f\u3084\u306f\u308a\u5f37\u3044\u3002Gemini 3 Pro preview\u306eSearch\u306f\u3055\u3059\u304c\u3002\u6700\u65b0\u30e2\u30c7\u30eb\u3067\u306e\u691c\u8a3c\u7d50\u679c\u304c\u77e5\u308a\u305f\u3044\u3068\u3053\u308d\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":[517],"class_list":["post-7913","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7913","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=7913"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7913\/revisions"}],"predecessor-version":[{"id":7914,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7913\/revisions\/7914"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7913"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7913"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7913"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}