{"id":6026,"date":"2025-01-13T05:03:00","date_gmt":"2025-01-12T20:03:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6026"},"modified":"2025-01-13T05:03:00","modified_gmt":"2025-01-12T20:03:00","slug":"think-more-hallucinate-less-mitigating-hallucinations-via-dual-process-of-fast-and-slow-thinking","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6026","title":{"rendered":"Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking\u00a0<\/strong>[124.7]<br>HaluSearch\u306f\u3001\u30c4\u30ea\u30fc\u691c\u7d22\u30d9\u30fc\u30b9\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d44\u307f\u8fbc\u3093\u3060\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3092\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066\u30d5\u30ec\u30fc\u30e0\u5316\u3059\u308b\u3002 \u8a8d\u77e5\u79d1\u5b66\u306b\u304a\u3051\u308b\u4e8c\u91cd\u30d7\u30ed\u30bb\u30b9\u7406\u8ad6\u306b\u7740\u60f3\u3092\u5f97\u305f\u968e\u5c64\u7684\u601d\u8003\u30b7\u30b9\u30c6\u30e0\u30b9\u30a4\u30c3\u30c1\u6a5f\u69cb\u3092\u5c0e\u5165\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.01306v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.01306v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 02 Jan 2025 15:36:50 GMT)<\/li>\n\n\n\n<li>\u300cWe propose HaluSearch, which integrates tree search-based algorithms (e g , MCTS) to explicitly implement a slow thinking process during the inference stage of LLMs, fully exploiting their own internal knowledge to mitigate hallucinations in generated text.\u300d\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u306e\u5831\u916c\u3092\u8a55\u4fa1\u3059\u308b\u30b9\u30bf\u30a4\u30eb\u3002\u300cTo facilitate self-evaluation, we trained the reward model using data synthesized by the HaluSearch framework to assess the degree of hallucinations and provide reward signals.\u300d\u3068\u306e\u3053\u3068\u3002\u300cAdditionally, to improve efficiency, we introduced a dynamic system switch mechanism, which utilizes a trained switch model to enable LLMs to adaptively alternate between fast and slow thinking modes at both the instance and step levels.\u300d\u3068\u3044\u3046\u6a5f\u69cb\u3092\u6709\u3059\u308b\u3053\u3068\u304c\u7279\u5fb4\u7684\u3067\u3001overthinking\u5bfe\u7b56\u3068\u3057\u3066\u3082\u6709\u671b\u305d\u3046\u306a\u611f\u3058\u304c\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u73fe\u6642\u70b9\u3067\u306e\u5168\u90e8\u5165\u308a\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u9762\u767d\u3044\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":[184,366,390],"class_list":["post-6026","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-hallucination","tag-slow-thinking","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6026","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=6026"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6026\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}