{"id":4088,"date":"2023-12-04T05:20:00","date_gmt":"2023-12-03T20:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4088"},"modified":"2023-12-04T05:20:00","modified_gmt":"2023-12-03T20:20:00","slug":"enhancing-uncertainty-based-hallucination-detection-with-stronger-focus","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4088","title":{"rendered":"Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus\u00a0<\/strong>[99.3]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u69d8\u3005\u306a\u5206\u91ce\u306b\u308f\u305f\u308b\u5370\u8c61\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3067\u5927\u304d\u306a\u4eba\u6c17\u3092\u96c6\u3081\u3066\u3044\u308b\u3002 LLM\u306f\u3001\u30e6\u30fc\u30b6\u306e\u671f\u5f85\u3092\u6e80\u305f\u3055\u306a\u3044\u975e\u73fe\u5b9f\u7684\u3042\u308b\u3044\u306f\u975e\u611f\u899a\u7684\u306a\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u5e7b\u899a\u3055\u305b\u308b\u50be\u5411\u304c\u3042\u308b\u3002 LLM\u306b\u304a\u3051\u308b\u5e7b\u899a\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306e\u65b0\u3057\u3044\u57fa\u6e96\u306e\u306a\u3044\u4e0d\u78ba\u5b9f\u6027\u306b\u57fa\u3065\u304f\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2311.13230v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2311.13230v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 22 Nov 2023 08:39:17 GMT)<\/li>\n\n\n\n<li>\u00a0reference-free\u306a\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u691c\u51fa\u624b\u6cd5\u306e\u63d0\u6848\u3001\u300cThe proposed method aims to imitate human factuality checking by considering three aspects: focus on informative keywords, focus on preceding words and focus on token properties.\u300d\u3068\u3044\u3046\u65b9\u6cd5<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/zthang\/focus\">GitHub &#8211; zthang\/Focus<\/a><\/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-4088","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\/4088","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=4088"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4088\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4088"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4088"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4088"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}