{"id":57034,"date":"2025-02-07T20:02:20","date_gmt":"2025-02-07T12:02:20","guid":{"rendered":"https:\/\/swarma.org\/?p=57034"},"modified":"2025-02-07T20:02:20","modified_gmt":"2025-02-07T12:02:20","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9c%9f%e7%9a%84%e4%bc%9a%e6%8e%a8%e7%90%86%e5%90%97%ef%bc%9ftransformer%e8%84%91%e5%9b%9e%e8%b7%af%e7%aa%a5%e6%8e%a2%e4%b8%a8%e5%91%a8%e6%97%a5%e7%9b%b4%e6%92%ad%c2%b7","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=57034","title":{"rendered":"\u5927\u6a21\u578b\u771f\u7684\u4f1a\u63a8\u7406\u5417\uff1fTransformer\u8111\u56de\u8def\u7aa5\u63a2\u4e28\u5468\u65e5\u76f4\u64ad\u00b7\u5927\u6a21\u578b2.0\u8bfb\u4e66\u4f1a"},"content":{"rendered":"<div class='wxsyncmain'>\n<section style=\"margin-bottom: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"width: 661px;vertical-align: top\">\n<section>\n<p style=\"text-align: center\"><img class=\"rich_pages wxw-img\" data-backh=\"325\" data-backw=\"578\" data-height=\"720\" data-imgfileid=\"100224447\" data-ratio=\"0.562962962962963\" data-type=\"jpeg\" data-w=\"1080\" data-width=\"1280\" style=\"letter-spacing: 0.578px;width: 100%;height: auto\" src=\"\/wp-content\/uploads\/2025\/03\/wxsync-2025-03-3de35ca6779dfe77eea4329729123647.jpeg\" \/><\/p>\n<\/section>\n<section style=\"margin-top: 10px;letter-spacing: 0.544px\">\n<section style=\"width: 661px\">\n<section style=\"padding-right: 3px;float: left;line-height: 1\">\n<section style=\"text-align: left\">\n<section style=\"padding-left: 10px;width: auto;vertical-align: top;min-width: 10%;height: auto;line-height: 0\">\n<section>\n<section style=\"width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><\/section>\n<\/section>\n<section>\n<section style=\"text-align: justify;font-size: 16px;line-height: 1.5\">\n<p><strong>\u5bfc\u8bed<\/strong><\/p>\n<\/section>\n<\/section>\n<section>\n<section style=\"width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 4px;padding-left: 4px;clear: right;min-height: 4.5em !important\">\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.578px\">\u201c\u7ec4\u5408\u5173\u7cfb\u63a8\u7406\u201d\u662f\u4eba\u7c7b\u62e5\u6709\u7684\u4e00\u79cd\u5f3a\u5927\u80fd\u529b\u3002\u4eba\u7c7b\u80fd\u591f\u7406\u89e3\u591a\u4e2a\u5b9e\u4f53\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u5e76\u57fa\u4e8e\u8fd9\u4e9b\u5173\u7cfb\u8fdb\u884c\u63a8\u7406\u3002\u6bd4\u5982\u8bf4\uff0c\u5f53\u6211\u4eec\u770b\u5230 \u201c\u8fc8\u514b\u60f3\u53bb\u9a6c\u5fb7\u91cc\uff0c\u7ea6\u7ff0\u60f3\u53bb\u66fc\u8c37\u201d\uff0c\u5c31\u80fd\u63a8\u7406\u51fa\u7ea6\u7ff0\u60f3\u53bb\u6cf0\u56fd\u3002\u90a3\u4e48\u50cfTransformer\u8fd9\u6837\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u662f\u5426\u5177\u5907\u8fd9\u79cd\u80fd\u529b\uff1f\u4ee5\u53ca\u5176\u5185\u90e8\u662f\u5982\u4f55\u5904\u7406\u548c\u5b9e\u73b0\u8fd9\u79cd\u63a8\u7406\u7684\u5462\uff1f<\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.578px\"><br \/><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247701119&amp;idx=1&amp;sn=52535e032aff6eb5a0cbd5e7244d14a7&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.578px\">\u5927\u6a21\u578b2.0\u7cfb\u5217\u8bfb\u4e66\u4f1a<\/span><\/strong><\/a><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.578px\">\u65e8\u5728\u6df1\u5165\u63a2\u8ba8\u5927\u6a21\u578b\u63a8\u7406\u65b0\u8303\u5f0f\u80cc\u540e\u7684\u6838\u5fc3\u6280\u672f\u548c\u57fa\u672c\u539f\u7406\uff0c\u800c\u5927\u6a21\u578b2.0\u8bfb\u4e66\u4f1a\u7684\u7b2c\u516d\u671f\u5206\u4eab\u5c06\u7531\u5f69\u4e91\u5929\u6c14\u8054\u5408\u521b\u59cb\u4eba\u3001\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u89e3\u8bfb\u7531\u5f69\u4e91\u79d1\u6280\u548c\u5317\u4eac\u90ae\u7535\u5927\u5b66\u5408\u4f5c\u5b8c\u6210\u4e14\u88ab\u7b2c 39 \u5c4aAAAI \u4f1a\u8bae\u9ad8\u5206\u5f55\u53d6\u7684\u65b0\u5de5\u4f5c\u300cBenchmarking and Understanding Compositional Relational Reasoning of LLMs\u300d\uff0c\u63a2\u7d22\u5927\u6a21\u578b\u5185\u90e8\u7684\u5173\u952e\u63a8\u7406\u673a\u5236\u3002<\/span><\/strong><\/section>\n<section class=\"channels_iframe_wrp\"><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.578px\"><\/span><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.578px\"><strong><span style=\"letter-spacing: 0.578px\"><strong style=\"font-family: PingFangSC-light;text-indent: 0em;letter-spacing: 0.578px;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.578px\"><span style=\"letter-spacing: 0.578px\"><\/span><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"font-size: 15px;text-indent: 0em;letter-spacing: 0.578px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<section><strong style=\"text-align: justify;letter-spacing: 0.578px;text-indent: 0em\"><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"text-indent: 0em;letter-spacing: 0.544px;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"text-indent: 0em;letter-spacing: 0.544px;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"text-indent: 0em;letter-spacing: 0.544px;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<section><strong style=\"letter-spacing: 0.578px;text-indent: 0em\"><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<section><strong style=\"letter-spacing: 0.578px;text-indent: 0em\"><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px;text-align: center\"><img class=\"rich_pages wxw-img\" data-backh=\"42\" data-backw=\"578\" data-fileid=\"100098753\" data-imgfileid=\"100222198\" data-ratio=\"0.07314814814814814\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;font-family: PingFangSC-light;font-size: 15px;letter-spacing: 0.544px;text-align: center;width: 100%;height: auto\" src=\"\" \/><\/section>\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px;text-align: center\"><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages wxw-img\" data-backh=\"999\" data-backw=\"562\" data-height=\"1920\" data-imgfileid=\"100224450\" data-ratio=\"1.7777777777777777\" data-type=\"png\" data-w=\"1080\" data-width=\"1080\" style=\"letter-spacing: 0.578px;width: 100%;height: auto\" src=\"\/wp-content\/uploads\/2025\/03\/wxsync-2025-03-778150a80614388b05f25bcf57979113.png\" \/><\/section>\n<p style=\"text-align: center\"><\/p>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\">\u5206\u4eab\u5185\u5bb9\u7b80\u4ecb<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\">&nbsp;&nbsp;<\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u672c\u6b21\u5206\u4eab\u9996\u5148\u660e\u786e\u8ba8\u8bba\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7ec4\u5408\u5173\u7cfb\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u6838\u5fc3\u7f3a\u9677\uff0c\u5f00\u53d1\u4e86\u4e00\u4e2a\u65b0\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u79f0\u4e3a\u5e7f\u4e49\u5173\u8054\u56de\u5fc6\uff08Generalized Associative Recall, GAR\uff09\uff0c\u4e13\u95e8\u7528\u6765\u8bc4\u4f30\u5927\u6a21\u578b\u5728\u7ec4\u5408\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u5e76\u7814\u7a76\u6a21\u578b\u5728\u89e3\u51b3\u95ee\u9898\u65f6\u7684\u8111\u56de\u8def\uff0c\u63ed\u793a\u4e86\u6a21\u578b\u5185\u90e8\u7684\u5173\u952e\u63a8\u7406\u673a\u5236\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/section>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\">\u5927\u7eb2<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, 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style=\"font-size: 15px\">\n<section style=\"line-height: 1.75em\">\u5927\u6a21\u578b\u5185\u90e8\u7684\u5173\u952e\u63a8\u7406\u673a\u5236<\/section>\n<\/li>\n<\/ul>\n<h2 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<section style=\"margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/section>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\">\u4e3b\u8bb2\u4eba\u4ecb\u7ecd<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px\"><img class=\"rich_pages wxw-img\" data-height=\"1080\" data-imgfileid=\"100224444\" data-ratio=\"0.562962962962963\" data-type=\"png\" data-w=\"1080\" data-width=\"1920\" src=\"\/wp-content\/uploads\/2025\/03\/wxsync-2025-03-37847febd47f35744b09c65ab5c88380.png\" \/><\/p>\n<h3 style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.578px;line-height: 1.75em;margin-bottom: 8px\"><strong><span style=\"font-size: 15px\">\u8096\u8fbe<\/span><\/strong><span style=\"font-size: 15px\">\uff0c<\/span><span style=\"font-size: 15px;, Arial, sans-serif;letter-spacing: 0.034em\">\u96c6\u667a\u79d1\u5b66\u5bb6\u793e\u7fa4\u6210\u5458\uff0c\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u5f69\u4e91\u5929\u6c14\u8054\u5408\u521b\u59cb\u4eba\u3001\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u8bb2\u5e08\uff0c\u4e3b\u8981\u8d1f\u8d23\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u548c\u7b97\u6cd5\u7684\u7814\u53d1\u7528\u4e8e\u5f69\u4e91\u5929\u6c14\u3001\u5f69\u4e91\u5c0f\u8bd1\u3001\u5f69\u4e91\u5c0f\u68a6\u7b49\u4ea7\u54c1\u3002<\/span><\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u7814\u7a76\u5174\u8da3\u4e3a\uff1a\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u3001\u5927\u6a21\u578b\u53ca\u5176\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u7a0b\u5e8f\u5206\u6790\u3001\u8f6f\u4ef6\u5b89\u5168\u7b49\u9886\u57df\u7684\u5e94\u7528\uff1b\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6a21\u578b\u7ed3\u6784\u548c\u673a\u5236\u53ef\u89e3\u91ca\u6027\uff1b\u8ba4\u77e5\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u7684\u4ea4\u53c9\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/section>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\">\u4e3b\u8981\u6d89\u53ca\u5230\u7684\u53c2\u8003\u6587\u732e<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><\/p>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px\">\n<li>\n<h2 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left\"><span style=\", Arial, sans-serif;letter-spacing: 0.034em;font-size: 15px\">Ni R, Xiao D, Meng Q, et al. Benchmarking and Understanding Compositional Relational Reasoning of LLMs[J]. arXiv preprint arXiv:2412.12841, 2024.<\/span><span style=\", Arial, sans-serif;letter-spacing: 0.034em;font-size: 15px\"><\/span><\/h2>\n<\/li>\n<\/ul>\n<h2 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em\"><\/section>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\">\u76f4\u64ad\u4fe1\u606f<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px\"><strong><span style=\"font-size: 15px\">\u76f4\u64ad\u65f6\u95f4\uff1a<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><span style=\"font-size: 15px;letter-spacing: 0.578px\">2025\u5e742\u67089\u65e5\uff08\u672c\u5468\u65e5\uff09\u665a\u4e0a19:30-20:30<\/span><\/span><\/span><\/p>\n<section class=\"channels_iframe_wrp\"><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px\"><strong><span style=\"font-size: 15px\"><\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px\"><strong><span style=\"font-size: 15px\">\u53c2\u4e0e\u65b9\u5f0f\uff1a<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;margin-bottom: 0px\"><span style=\"font-size: 15px\"><img class=\"rich_pages wxw-img\" data-height=\"400\" data-imgfileid=\"100224451\" data-ratio=\"1\" data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"height: 174px;letter-spacing: 0.578px;width: 174px\" src=\"\/wp-content\/uploads\/2025\/03\/wxsync-2025-03-0d0482d9529061211c7b051fdc94f8cd.png\" \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;margin-bottom: 0px\"><span style=\"font-size: 13px\">\u626b\u7801\u62a5\u540d<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;margin-bottom: 0px\"><span style=\"font-size: 13px\"><br \/><\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u626b\u7801\u53c2\u4e0e<a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247701119&amp;idx=1&amp;sn=52535e032aff6eb5a0cbd5e7244d14a7&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u6a21\u578b2.0\u8bfb\u4e66\u4f1a<\/a>\uff0c\u52a0\u5165\u7fa4\u804a\uff0c\u83b7\u53d6\u7cfb\u5217\u8bfb\u4e66\u4f1a\u56de\u770b\u6743\u9650\uff0c\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u793e\u533a\u7684\u79cd\u5b50\u7528\u6237\uff0c\u4e0e\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u4e0e\u4f01\u4e1a\u5b9e\u8df5\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u793e\u533a\u7684\u53d1\u5c55\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong>\u62a5\u540d\u6210\u4e3a\u4e3b\u8bb2\u4eba<\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bfb\u4e66\u4f1a\u6210\u5458\u5747\u53ef\u4ee5\u5728\u8bfb\u4e66\u4f1a\u671f\u95f4\u7533\u8bf7\u6210\u4e3a\u4e3b\u8bb2\u4eba\u3002\u4e3b\u8bb2\u4eba\u4f5c\u4e3a\u8bfb\u4e66\u4f1a\u6210\u5458\uff0c\u5747\u9075\u5faa\u5185\u5bb9\u5171\u521b\u5171\u4eab\u673a\u5236\uff0c\u53ef\u4ee5\u83b7\u5f97\u62a5\u540d\u8d39\u9000\u6b3e\uff0c\u5e76\u5171\u4eab\u672c\u8bfb\u4e66\u4f1a\u4ea7\u751f\u7684\u6240\u6709\u5185\u5bb9\u8d44\u6e90\u3002\u8be6\u60c5\u8bf7\u89c1\uff1a<a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247701119&amp;idx=1&amp;sn=52535e032aff6eb5a0cbd5e7244d14a7&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u6a21\u578b2.0\u8bfb\u4e66\u4f1a\uff1a\u878d\u5408\u5b66\u4e60\u4e0e\u63a8\u7406\u7684\u5927\u6a21\u578b\u65b0\u8303\u5f0f\uff01<\/a><\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px\"><\/p>\n<section style=\"margin-top: 10px;margin-bottom: 0px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;text-align: center;justify-content: center\">\n<section style=\"width: auto;vertical-align: top;min-width: 10%;height: auto\">\n<section style=\"margin-bottom: -15px\">\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 2;letter-spacing: 3px\">\n<p><strong>\u5927\u6a21\u578b2.0\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;clear: both;min-height: 1em;line-height: 2em\"><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px;font-size: 15px\">o1\u6a21\u578b\u4ee3\u8868\u5927\u8bed\u8a00\u6a21\u578b\u878d\u5408\u5b66\u4e60\u4e0e\u63a8\u7406\u7684\u65b0\u8303\u5f0f\u3002\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u6559\u6388\u5f20\u6c5f\u3001Google DeepMind\u7814\u7a76\u79d1\u5b66\u5bb6\u51af\u7199\u680b\u3001\u963f\u91cc\u5df4\u5df4\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u5458\u738b\u7ef4\u57d9\u548c\u4e2d\u79d1\u9662\u4fe1\u5de5\u6240\u5f20\u6770\u5171\u540c\u53d1\u8d77<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247701119&amp;idx=1&amp;sn=52535e032aff6eb5a0cbd5e7244d14a7&amp;chksm=e89888f2dfef01e40f71af107c5b46866fb08094fbfa95638206bbc00f0ef802455a33b4da92&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" style=\"cursor: default\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578bII\uff1a\u878d\u5408\u5b66\u4e60\u4e0e\u63a8\u7406\u7684\u5927\u6a21\u578b\u65b0\u8303\u5f0f \u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u672c\u6b21\u8bfb\u4e66\u4f1a\u5c06\u5173\u6ce8\u5927\u6a21\u578b\u63a8\u7406\u8303\u5f0f\u7684\u6f14\u8fdb\u3001\u57fa\u4e8e\u641c\u7d22\u4e0e\u8499\u7279\u5361\u6d1b\u6811\u7684\u63a8\u7406\u4f18\u5316\u3001\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5927\u6a21\u578b\u4f18\u5316\u3001\u601d\u7ef4\u94fe\u65b9\u6cd5\u4e0e\u5185\u5316\u673a\u5236\u3001\u81ea\u6211\u6539\u8fdb\u4e0e\u63a8\u7406\u9a8c\u8bc1\u3002\u5e0c\u671b\u901a\u8fc7\u8bfb\u4e66\u4f1a\u63a2\u7d22o1\u5177\u4f53\u5b9e\u73b0\u7684\u6280\u672f\u8def\u5f84\uff0c\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u7684\u7406\u89e3\u673a\u5668\u63a8\u7406\u548c\u4eba\u5de5\u667a\u80fd\u7684\u672c\u8d28\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px;font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px;font-size: 15px\">\u4ece2024\u5e7412\u67087\u65e5\u5f00\u59cb\uff0c\u9884\u8ba1\u6bcf\u5468\u516d\u8fdb\u884c\u4e00\u6b21\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 6-8 \u5468\u5de6\u53f3\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u52a0\uff0c\u6fc0\u53d1\u66f4\u591a\u7684\u601d\u7ef4\u706b\u82b1\uff01<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"letter-spacing: 0.544px\"><br \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247701119&amp;idx=1&amp;sn=52535e032aff6eb5a0cbd5e7244d14a7&amp;chksm=e89888f2dfef01e40f71af107c5b46866fb08094fbfa95638206bbc00f0ef802455a33b4da92&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span style=\"font-size: 15px;letter-spacing: 0.578px;vertical-align: bottom;width: 100%\"><span class=\"js_jump_icon h5_image_link\"><img class=\"rich_pages wxw-img\" data-backh=\"321\" data-backw=\"562\" data-imgfileid=\"100221315\" data-ratio=\"0.5712962962962963\" data-w=\"1080\" style=\"border-width: 0px;border-style: initial;border-color: initial;width: 100%;height: auto !important\" src=\"\" \/><\/span><\/span><\/a><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;line-height: 2em\"><span style=\"font-size: 15px;letter-spacing: 0.578px\"><br \/><\/span><\/p>\n<p style=\"margin-right: 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