{"id":4252,"date":"2024-01-08T05:38:00","date_gmt":"2024-01-07T20:38:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4252"},"modified":"2024-01-08T05:38:00","modified_gmt":"2024-01-07T20:38:00","slug":"the-earth-is-flat-unveiling-factual-errors-in-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4252","title":{"rendered":"The Earth is Flat? Unveiling Factual Errors in Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Earth is Flat? Unveiling Factual Errors in Large Language Models\u00a0<\/strong>[89.9]<br>ChatGPT\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u3084\u5fae\u8abf\u6574\u306e\u77e5\u8b58\u304c\u8c4a\u5bcc\u306b\u3042\u308b\u305f\u3081\u3001\u69d8\u3005\u306a\u5fdc\u7528\u304c\u3042\u308b\u3002 \u305d\u308c\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u533b\u7642\u3001\u30b8\u30e3\u30fc\u30ca\u30ea\u30ba\u30e0\u3001\u6559\u80b2\u3068\u3044\u3063\u305f\u91cd\u8981\u306a\u5206\u91ce\u306b\u61f8\u5ff5\u3092\u62b1\u304d\u3001\u4e8b\u5b9f\u3068\u5e38\u8b58\u306e\u8aa4\u308a\u3092\u5f15\u304d\u8d77\u3053\u3059\u50be\u5411\u306b\u3042\u308b\u3002 LLM\u306b\u304a\u3051\u308b\u4e8b\u5b9f\u4e0d\u6b63\u78ba\u306a\u4e8b\u5b9f\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f,\u65b0\u3057\u3044\u81ea\u52d5\u30c6\u30b9\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bFactChecker\u3092\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2401.00761v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2401.00761v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 1 Jan 2024 14:02:27 GMT)<\/li>\n\n\n\n<li>WIkidata\u3092\u30d9\u30fc\u30b9\u306b\u00a03\u7a2e\u985e\uff08Yes-No, Multiple-Choice, WH (wh\u3067\u59cb\u307e\u308b\u7591\u554f\u8a5e\u3092\u4f7f\u3063\u305f\u8cea\u554f)\uff09\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u30c6\u30b9\u30c8\u30c7\u30fc\u30bfFactChecker\u3092\u69cb\u7bc9\u3057\u305f\u3068\u306e\u5831\u544a\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u8981\u7d20\u304c\u591a\u3044\u3002<\/li>\n\n\n\n<li>\u300cFactChecker can substantially enhance the factual accuracy, resulting in an average improvement of 6.5% for the ICL method, and a notable enhancement of 33.2% for the fine-tuning method.\u300d\u3068\u3044\u3046\u306e\u3082\u8208\u5473\u6df1\u3044\uff08\u304c\u3001\u3053\u306e\u8a55\u4fa1\u3092\u89e3\u91c8\u3059\u308b\u306e\u306f\u96e3\u3057\u305d\u3046\u2026\uff09\u3001\u30b3\u30fc\u30c9\u7b49\u516c\u958b\u4e88\u5b9a\u3068\u306e\u3053\u3068\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":[138,491],"class_list":["post-4252","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fact-checking","tag-491"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4252","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=4252"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4252\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4252"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4252"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}