{"id":6668,"date":"2025-05-09T05:54:00","date_gmt":"2025-05-08T20:54:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6668"},"modified":"2025-05-09T05:54:00","modified_gmt":"2025-05-08T20:54:00","slug":"chain-of-defensive-thought-structured-reasoning-elicits-robustness-in-large-language-models-against-reference-corruption","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6668","title":{"rendered":"Chain-of-Defensive-Thought: Structured Reasoning Elicits Robustness in Large Language Models against Reference Corruption\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Chain-of-Defensive-Thought: Structured Reasoning Elicits Robustness in Large Language Models against Reference Corruption\u00a0<\/strong>[52.0]<br>\u305d\u3053\u3067\u672c\u7814\u7a76\u3067\u306f,\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u304a\u3044\u3066,\u30c1\u30a7\u30fc\u30f3\u30fb\u30aa\u30d6\u30fb\u30c7\u30a3\u30d5\u30a7\u30f3\u30b7\u30d6\u30fb\u601d\u60f3\u3068\u547c\u3070\u308c\u308b\u5358\u7d14\u306a\u624b\u6cd5\u3092\u7528\u3044\u3066,\u53c2\u7167\u7834\u640d\u306b\u5bfe\u3059\u308b\u30ed\u30d0\u30b9\u30c8\u6027\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3057\u305f\u3053\u3068\u3092\u793a\u3059\u3002 \u7279\u306b\u3001\u30e1\u30bd\u30c3\u30c9\u306e\u5358\u7d14\u3055\u3068\u9069\u7528\u6027\u3092\u8003\u3048\u308b\u3068\u3001\u3053\u306e\u6539\u5584\u306f\u9a5a\u304f\u3079\u304d\u3082\u306e\u3067\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2504.20769v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2504.20769v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 29 Apr 2025 13:50:05 GMT)<\/li>\n\n\n\n<li>\u300cNumber the references (if they are not already). 2.Include additional task instructions to firstly identify relevant and reliable contexts. 3. Before responses, insert structured reasoning steps that enunciates the indices of the relevant contexts (Irelevant) and the indices of reliable contexts (Ireliable).\u300d\u3068\u3044\u3046Chain of defensive thought\u306e\u63d0\u6848<\/li>\n\n\n\n<li>\u300cIn particular, we show how a wide range of large language models exhibit significantly improved robustness against reference corruption using a simple method called chain-of-defensive-thought, where only a few exemplars with structured and defensive reasoning are provided as demonstrations.\u300d\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":[60,313],"class_list":["post-6668","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-chain","tag-prompt"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6668","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=6668"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6668\/revisions"}],"predecessor-version":[{"id":6711,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6668\/revisions\/6711"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6668"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6668"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6668"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}