{"id":5235,"date":"2024-08-07T05:13:00","date_gmt":"2024-08-06T20:13:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5235"},"modified":"2024-08-07T05:13:00","modified_gmt":"2024-08-06T20:13:00","slug":"internal-consistency-and-self-feedback-in-large-language-models-a-survey","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5235","title":{"rendered":"Internal Consistency and Self-Feedback in Large Language Models: A Survey"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Internal Consistency and Self-Feedback in Large Language Models: A Survey\u00a0<\/strong>[17.5]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u6b63\u78ba\u306b\u5fdc\u7b54\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u3057\u3070\u3057\u3070\u4e0d\u5341\u5206\u306a\u63a8\u8ad6\u3084\u5e7b\u899a\u7684\u5185\u5bb9\u3092\u751f\u6210\u3059\u308b\u3002 \u7406\u8ad6\u7684\u67a0\u7d44\u307f\u306f\u300c\u5185\u90e8\u6574\u5408\u6027(internal Consistency)\u300d\u3068\u547c\u3070\u308c\u3001\u63a8\u8ad6\u306e\u6b20\u5982\u3084\u5e7b\u899a\u306e\u5b58\u5728\u3068\u3044\u3063\u305f\u73fe\u8c61\u306b\u3064\u3044\u3066\u7d71\u4e00\u7684\u306a\u8aac\u660e\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u81ea\u5df1\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af(Self-Feedback)\u3068\u547c\u3070\u308c\u308b\u5185\u90e8\u4e00\u8cab\u6027\u3092\u30de\u30a4\u30cb\u30f3\u30b0\u3059\u308b,\u5408\u7406\u7684\u304b\u3064\u52b9\u679c\u7684\u306a\u7406\u8ad6\u7684\u67a0\u7d44\u307f\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.14507v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.14507v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 19 Jul 2024 17:59:03 GMT)<\/li>\n\n\n\n<li>Self-\u306a\u3093\u3068\u304b\u306b\u95a2\u9023\u3059\u308b\u3082\u306e\u306e\u30b5\u30fc\u30d9\u30a4\u3002\u300cSelf-Evaluation\u300d \u3068\u300c Self-Update\u300d\u304b\u3089\u306a\u308b\u300cSelf-Feedback\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af \u300d\u3067\u8003\u3048\u308b\u3068\u6574\u7406\u3057\u3084\u3059\u3044\u306e\u306f\u78ba\u304b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/IAAR-Shanghai\/ICSFSurvey\">GitHub &#8211; IAAR-Shanghai\/ICSFSurvey: A comprehensive survey on Internal Consistency and Self-Feedback in Large Language Models, including theoretical frameworks, task classifications, evaluation methods, future research directions and more!<\/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":[223,387],"class_list":["post-5235","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5235","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=5235"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5235\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}