{"id":2764,"date":"2025-03-31T09:39:33","date_gmt":"2025-03-31T01:39:33","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?page_id=2764"},"modified":"2025-03-31T09:39:33","modified_gmt":"2025-03-31T01:39:33","slug":"s2af-an-action-framework-to-self-check-the-understanding-self-consistency-of-largelanguage-models","status":"publish","type":"page","link":"https:\/\/www.15zhi.net\/blog\/s2af-an-action-framework-to-self-check-the-understanding-self-consistency-of-largelanguage-models\/","title":{"rendered":"S2AF: An Action Framework to Self-check the Understanding Self-consistency of LargeLanguage Models"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u80cc\u666f(Background)<\/h2>\n\n\n\n<p>\u8bba\u6587\u805a\u7126\u4e8e\u5982\u4f55\u8861\u91cf\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u5176\u5df2\u5b66\u77e5\u8bc6\u5173\u7cfb\u7684\u771f\u5b9e\u638c\u63e1\u548c\u7406\u89e3\uff0c\u8ba4\u4e3a\u4ec5\u4f9d\u8d56\u4f20\u7edf\u7684\u201c\u8f93\u51fa\u5c42\u9762\u81ea\u6d3d\u6027\u201d\u4e0d\u8db3\u4ee5\u53cd\u6620\u6a21\u578b\u5185\u5728\u903b\u8f91\u4e00\u81f4\u6027\u548c\u6df1\u5c42\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u521b\u65b0\u70b9(Highlights)<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63d0\u51fa\u201c\u7406\u89e3\u81ea\u6d3d\u6027\u201d\u65b0\u6982\u5ff5\uff0c\u4ece\u8f93\u5165\u4e0e\u8f93\u51fa\u7684\u4e00\u81f4\u6027\u53bb\u91cf\u5316\u6a21\u578b\u5bf9\u4e8b\u5b9e\u3001\u903b\u8f91\u7b49\u77e5\u8bc6\u7684\u638c\u63e1\u7a0b\u5ea6\uff1b<\/li>\n<\/ol>\n\n\n\n<p>2. \u8bbe\u8ba1\u4e86\u81ea\u68c0\u6846\u67b6\uff0c\u901a\u8fc7\u81ea\u95ee\u81ea\u7b54\u7684\u65b9\u5f0f\uff0c\u6784\u6210\u4e00\u4e2a\u903b\u8f91\u95ed\u73af\uff1b<\/p>\n\n\n\n<p>3. \u6784\u5efa\u5e76\u5f00\u653e LogicAware \u6570\u636e\u96c6\uff0c\u7ed3\u5408 FOLIO \u8fdb\u884c\u591a\u7ef4\u5ea6\u3001\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u7684\u5b9e\u8bc1\u5206\u6790\uff1b<\/p>\n\n\n\n<p>4. \u63d0\u51fa\u4e86 SEF \u673a\u5236\uff0c\u8ba9\u6a21\u578b\u5229\u7528\u81ea\u8eab\u751f\u6210\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u53cd\u54fa\u540e\u7eed\u63a8\u7406\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u81ea\u6d3d\u8868\u73b0\uff1b<\/p>\n\n\n\n<p>5. \u5b9a\u91cf\u4e0e\u5b9a\u6027\u7814\u7a76\u76f8\u7ed3\u5408\uff0c\u6df1\u5165\u63a2\u8ba8\u4e86\u5e7b\u89c9\u51fa\u73b0\u7684\u6a21\u5f0f\u548c\u5f71\u54cd\uff0c\u4e3a\u540e\u7eed\u6539\u8fdb\u5927\u6a21\u578b\u7684\u81ea\u6d3d\u6027\u63d0\u4f9b\u4e86\u65b9\u5411\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"586\" height=\"521\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-10-1.png\" alt=\"\" class=\"wp-image-2766\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-10-1.png 586w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-10-1-300x267.png 300w\" sizes=\"auto, (max-width: 586px) 100vw, 586px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5(Methodology)<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-12.png\" alt=\"\" class=\"wp-image-2754\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"794\" height=\"707\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-11-1.png\" alt=\"\" class=\"wp-image-2767\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-11-1.png 794w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-11-1-300x267.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-11-1-768x684.png 768w\" sizes=\"auto, (max-width: 794px) 100vw, 794px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u679c\uff08Results\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-13-1024x289.png\" alt=\"\" class=\"wp-image-2755\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-14.png\" alt=\"\" class=\"wp-image-2756\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-15.png\" alt=\"\" class=\"wp-image-2757\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u7247-16-1024x671.png\" alt=\"\" class=\"wp-image-2758\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba\uff08Conclusion\uff09<\/h2>\n\n\n\n<p>LLM\u5728\u7406\u89e3\u548c\u628a\u63e1\u77e5\u8bc6\u5173\u7cfb\u65b9\u9762\u8868\u73b0\u51fa\u5dee\u5f02\uff0c\u800c\u4e14\uff0c\u5b9e\u9a8c\u8868\u660e\uff0cLLM\u7684\u6027\u80fd\u53ef\u4ee5\u901a\u8fc7\u5b83\u4eec\u81ea\u5df1\u7684\u8f93\u51fa\u6765\u63d0\u9ad8\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8be5\u6846\u67b6\u4e3a\u6df1\u5165\u63a2\u7d22LLM\u80fd\u529b\u53ca\u5176\u81ea\u4e3b\u63a8\u7406\u548c\u8bc4\u4f30\u63d0\u4f9b\u4e86\u4e00\u4e2a\u65b0\u7684\u89c6\u89d2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u76f8\u5173\u94fe\u63a5(Links)<\/h2>\n\n\n\n<p>Shao H, Wang F, Xie Z. S2AF: An action framework to self-check the Understanding Self-Consistency of Large Language Models[J]. Neural Networks, 2025: 107365.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0893608025002448\">https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0893608025002448<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f(Background) \u8bba\u6587\u805a\u7126\u4e8e\u5982\u4f55\u8861\u91cf\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u5176\u5df2\u5b66\u77e5\u8bc6\u5173\u7cfb\u7684\u771f\u5b9e\u638c\u63e1\u548c\u7406\u89e3\uff0c\u8ba4\u4e3a\u4ec5\u4f9d\u8d56\u4f20\u7edf\u7684\u201c [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-2764","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/2764","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2764"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/2764\/revisions"}],"predecessor-version":[{"id":2769,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/pages\/2764\/revisions\/2769"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2764"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}