{"id":4435,"date":"2024-02-23T04:56:00","date_gmt":"2024-02-22T19:56:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4435"},"modified":"2024-02-23T04:56:00","modified_gmt":"2024-02-22T19:56:00","slug":"can-llms-produce-faithful-explanations-for-fact-checking-towards-faithful-explainable-fact-checking-via-multi-agent-debate","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4435","title":{"rendered":"Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate\u00a0<\/strong>[75.1]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306b\u512a\u308c\u308b\u304c\u3001\u4e8b\u5b9f\u30c1\u30a7\u30c3\u30af\u306b\u304a\u3044\u3066\u5fe0\u5b9f\u306a\u8aac\u660e\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u306f\u4f9d\u7136\u3068\u3057\u3066\u904e\u5c0f\u8a55\u4fa1\u3055\u308c\u3066\u3044\u308b\u3002 \u591a\u69d8\u306a\u5f79\u5272\u3092\u6301\u3064\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u8907\u6570\u306eLSM\u3092\u5229\u7528\u3059\u308b\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30c7\u30d9\u30fc\u30c8\u30fb\u30ea\u30d5\u30a1\u30a4\u30f3\u30e1\u30f3\u30c8(MADR)\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 MADR\u306f\u3001\u6700\u7d42\u7684\u306a\u8aac\u660e\u304c\u53b3\u5bc6\u306a\u691c\u8a3c\u3092\u884c\u3044\u3001\u4e0d\u8aa0\u5b9f\u306a\u8981\u7d20\u306e\u53ef\u80fd\u6027\u3092\u8457\u3057\u304f\u4f4e\u6e1b\u3057\u3001\u63d0\u793a\u3055\u308c\u305f\u8a3c\u62e0\u3068\u5bc6\u63a5\u306b\u4e00\u81f4\u3055\u305b\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2402.07401v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2402.07401v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 12 Feb 2024 04:32:33 GMT)<\/li>\n\n\n\n<li>\u300cOur findings reveal that zero-shot prompting LLMs often fails to yield faithful explanations.80% of the generated explanations include hallucinated details.\u300d\u306a\u306e\u3067\u3001Multi-Agent Debate Refinement\u00a0\u306b\u3088\u3063\u3066\u6539\u5584\u3057\u305f\u3068\u3044\u3046\u5831\u544a\u3002\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u6539\u5584\u3057\u3066\u3044\u308b\u304c\u3001\u307e\u3060\u307e\u3060\u53b3\u3057\u3044\u7d50\u679c\u306b\u601d\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u300cLLMs cannot reliably assess the faithfulness of the generated explanations and discover the most suitable evaluation protocols for LLM-based automatic evaluation\u300d\u3068\u3044\u3046findings\u306f\u91cd\u8981<\/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":[138,223],"class_list":["post-4435","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fact-checking","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4435","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=4435"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4435\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4435"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4435"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4435"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}