{"id":6362,"date":"2025-03-03T04:53:00","date_gmt":"2025-03-02T19:53:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6362"},"modified":"2025-03-03T04:53:00","modified_gmt":"2025-03-02T19:53:00","slug":"the-law-of-knowledge-overshadowing-towards-understanding-predicting-and-preventing-llm-hallucination","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6362","title":{"rendered":"The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination\u00a0<\/strong>[85.2]<br>\u672c\u7a3f\u3067\u306f,\u77e5\u8b58\u306e\u30b7\u30a7\u30fc\u30c9\u30a4\u30f3\u30b0\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u3067,\u4e8b\u5b9f\u306e\u5e7b\u899a\u3092\u5b9a\u91cf\u5316\u3059\u308b\u65b0\u3057\u3044\u67a0\u7d44\u307f\u3092\u63d0\u6848\u3059\u308b\u3002 \u30aa\u30fc\u30d0\u30b7\u30e3\u30c9\u30a6(27.9%)\u3001MemoTrap(13.1%)\u3001NQ-Swap(18.3%)\u306e\u30e2\u30c7\u30eb\u4e8b\u5b9f\u6027\u3092\u9855\u8457\u306b\u5411\u4e0a\u3055\u305b\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.16143v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.16143v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 22 Feb 2025 08:36:06 GMT)<\/li>\n\n\n\n<li>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u5b9a\u91cf\u5316\u3068\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u3048\u308b\u30c7\u30b3\u30fc\u30c9\u6226\u7565\u300cContrastive Decoding to Amplify Overshadowed Knowledge (CoDA)\u300d\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u300cOur work identify knowledge overshadowing as a contributional cause of LLMs hallucination, where dominant knowledge suppresses less frequent facts, leading to fact distortions.\u300d\u306f\u76f4\u89b3\u30fb\u7d4c\u9a13\u7684\u306b\u9055\u548c\u611f\u306f\u306a\u304f\u3001\u5b9f\u9a13\u7d50\u679c\u3082\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],"class_list":["post-6362","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-hallucination"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6362","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=6362"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6362\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6362"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6362"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6362"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}