{"id":60895,"date":"2025-06-17T18:41:43","date_gmt":"2025-06-17T10:41:43","guid":{"rendered":"https:\/\/swarma.org\/?p=60895"},"modified":"2025-06-17T18:41:43","modified_gmt":"2025-06-17T10:41:43","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%80%8e%e6%a0%b7%e5%b7%a5%e4%bd%9c%ef%bc%9ftransformer%e5%9b%9e%e8%b7%af%e5%9f%ba%e7%a1%80%e4%b8%a8%e5%91%a8%e5%9b%9b%e7%9b%b4%e6%92%ad%c2%b7%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=60895","title":{"rendered":"\u5927\u6a21\u578b\u600e\u6837\u5de5\u4f5c\uff1fTransformer\u56de\u8def\u57fa\u7840\u4e28\u5468\u56db\u76f4\u64ad\u00b7\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a"},"content":{"rendered":"<div class='wxsyncmain'>\n<section data-mpa-powered-by=\"yiban.io\" style=\"margin-bottom: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px\" data-pm-slice=\"0 0 []\">\n<section style=\"width: 661px;vertical-align: top\">\n<section style=\"margin-top: 10px;letter-spacing: 0.544px\">\n<section><span><img class=\"rich_pages wxw-img\" data-ratio=\"0.6059027777777778\" data-type=\"png\" data-w=\"1152\" style=\"width:100%\" data-width=\"1152\" data-height=\"698\" data-backw=\"578\" data-backh=\"350\" data-imgfileid=\"100231030\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-2eac3bd5d5c7ebf085c2f2f2116fbf49.png\" \/><\/span><\/section>\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\"><span><br \/><\/span><\/section>\n<\/section>\n<section>\n<section style=\"text-align: justify;font-size: 16px;line-height: 1.5\">\n<p><strong><span>\u5bfc\u8bed<\/span><\/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\"><span><br \/><\/span><\/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: 0.544px\"><span>\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u5f20\u62f3\u77f3\u3001\u963f\u91cc\u4e91\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u8d1f\u8d23\u4eba\u6c88\u65ed\u3001\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7855\u58eb\u751f\u6768\u660e\u54f2\u548c\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u59da\u4e91\u5fd7\u5171\u540c\u53d1\u8d77<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u672c\u8bfb\u4e66\u4f1a\u65e8\u5728\u7a81\u7834\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u56f0\u5883\uff0c\u5c1d\u8bd5\u4ece\u4e0d\u540c\u89c6\u89d2\u68b3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u79d1\u5b66\u65b9\u6cd5\u8bba\u3002<\/span><\/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: 0.544px\"><span><br \/><\/span><\/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: 0.544px\"><span>\u672c\u671f\u662f\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a\u7684\u7b2c\u4e00\u6b21\u5206\u4eab\uff0c\u4e5f\u662f\u81ea\u4e0b\u800c\u4e0a\u89c6\u89d2\u7406\u89e3\u5927\u6a21\u578b\u673a\u5236\u53ef\u89e3\u91ca\u6027\u7684\u6982\u89c8\u548c\u5165\u95e8\u5f15\u5bfc\uff0c\u7edd\u5bf9\u4e0d\u80fd\u9519\u8fc7\uff01<\/span><\/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: 0.544px\"><\/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\"><\/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>\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 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 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=\"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 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 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;text-align: right\"><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: 0.544px\"><strong><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-top: 10px\">\n<section style=\"width: 661px\">\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/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\">\n<section style=\"vertical-align: middle;line-height: 0\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-ratio=\"0.07314814814814814\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 677px !important;height: auto !important\" data-fileid=\"100098753\" data-imgfileid=\"100226453\" src=\"\" \/><\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><br \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><img class=\"rich_pages wxw-img\" data-ratio=\"1.7777777777777777\" data-type=\"png\" data-w=\"1080\" style=\"width:100%\" data-width=\"1080\" data-height=\"1920\" data-backw=\"562\" data-backh=\"999\" data-imgfileid=\"100231031\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-1f949c7ff24e199c83f20f27b876c58c.png\" \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><br \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span>\u5206\u4eab\u7b80\u4ecb<\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span style=\"font-weight: normal\">Transformer\u5df2\u6210\u4e3a\u5927\u6a21\u578b\u7684\u4e8b\u5b9e\u6807\u51c6\u67b6\u6784\u3002\u5b83\u7684\u80fd\u529b\u8fb9\u754c\u5728\u54ea\u91cc\uff1f\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u9519\/\u5e7b\u89c9\uff1f\u80fd\u5426\/\u600e\u6837\u6539\u8fdb\uff1f\u4e86\u89e3Transformer\u7684\u5185\u90e8\u5de5\u4f5c\u673a\u7406\u5bf9\u8fd9\u4e9b\u95ee\u9898\u90fd\u6709\u57fa\u7840\u6027\u610f\u4e49\u3002\u672c\u6b21\u5206\u4eab\u5c06\u4ecb\u7ecd\u7531\u6ce8\u610f\u529b\u5934\u548c\u524d\u9988\u7f51\u7edc\u7ec4\u6210\u7684Transformer circuits\uff08\u56de\u8def\uff09\u7684\u57fa\u672c\u6982\u5ff5\uff0c\u901a\u8fc7\u63a2\u5bfbinduction head\u3001indirect object identification (IOI)\u3001\u4e8b\u5b9e\u77e5\u8bc6\u56de\u5fc6\u7b49\u7ecf\u5178\u4f8b\u5b50\u7684\u56de\u8def\u7406\u89e3Transformer\u5b8c\u6210\u8fd9\u4e9b\u7684\u4efb\u52a1\u7684\u673a\u5236\uff0c\u5e76\u4ecb\u7ecd\u56de\u8def\u53d1\u73b0\u7684\u5e38\u7528\u65b9\u6cd5\u7684\u539f\u7406\u3002\u53ef\u4f5c\u4e3a\u56de\u8def\u7814\u7a76\u8fd9\u4e2a\u5927\u6a21\u578b\u673a\u5236\u53ef\u89e3\u91ca\u6027\u5b50\u9886\u57df\u7684\u6982\u89c8\u548c\u5165\u95e8\u5f15\u5bfc\u3002<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span>\u5206\u4eab\u5927\u7eb2<\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u673a\u5236\u53ef\u89e3\u91ca\u6027\u7684\u4e24\u79cd\u7814\u7a76\u65b9\u6cd5<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u9759\u6001\u5206\u6790\uff08\u6743\u91cd\uff09<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u52a8\u6001\u5206\u6790\uff08\u56de\u8def\uff09<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>Transformre\u548c\u56de\u8def\u57fa\u7840<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6b8b\u5dee\u6d41\u548c\u7ebf\u6027\u7ed3\u6784<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6ce8\u610f\u529b\u5934\u548c\u524d\u9988\u7f51\u7edc\u7684\u4f5c\u7528<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6ce8\u610f\u529b\u5934\u7684\u7ec4\u5408<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>Hello World\u56de\u8def\uff1ainduction head<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5178\u578b\u56de\u8def\u4e3e\u4f8b<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>indirect object identification (IOI)<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u4e8b\u5b9e\u77e5\u8bc6\u56de\u5fc6<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u4e0a\u4e0b\u6587\u5b66\u4e60<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u56de\u8def\u53d1\u73b0<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u57fa\u4e8epatch\u7684\u65b9\u6cd5\uff08activation patching\u3001path patching\uff09<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u81ea\u52a8\u5316\u65b9\u6cd5\uff08ACDC\uff09<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u57fa\u4e8e\u68af\u5ea6\u7684\u65b9\u6cd5\uff08EAP\u3001EAP-IG\uff09<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span>\u6838\u5fc3\u6982\u5ff5<\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">Transformer circuit<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8fd9\u4e2a\u5927\u5bb6\u90fd\u542c\u8bf4\u8fc7\uff0c\u4f46\u662f\u53ef\u80fd\u53c8\u4e0d\u662f\u7279\u522b\u7406\u89e3\uff0c\u671f\u5f85\u8096\u8fbe\u8001\u5e08\u7684\u8bb2\u89e3\uff1a\u5b83\u7684\u6570\u5b66\u6846\u67b6\u662f\u4ec0\u4e48\uff0c\u4e3a\u4ec0\u4e48\u6709\u6548\uff1f<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">induction head\uff08\u611f\u5e94\u5934\uff09<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u611f\u5e94\u5934\u662f Transformer \u6700\u57fa\u672c\u7684\u60c5\u5883\u5b66\u4e60\u5f62\u5f0f\u3002\u5b83\u6307\u7684\u662f Transformer \u5982\u4f55\u5728\u7b2c\u4e8c\u6b21\u8bc6\u522b\u5df2\u7ecf\u89c1\u5230\u8fc7\u7684\u6a21\u5f0f\uff0c\u4f8b\u5982\u89c2\u5bdf\u5230<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"AB\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\u5b50\u5e8f\u5217\u65f6\u5b66\u4e60\u5230\u6a21\u5f0f\uff08&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"B\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\u8ddf\u968f&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"A\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\uff09\uff0c\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u5f53\u6a21\u578b\u7b2c\u4e8c\u6b21\u770b\u5230&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"Barack\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\u65f6\uff0c\u5373\u4f7f\u5b83\u6ca1\u6709\u4f7f\u7528\u5305\u542b\u6b64\u540d\u79f0\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4e5f\u80fd\u9884\u6d4b&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"Obama\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\u8ddf\u968f&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"Barack\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">activation patching\uff08\u6fc0\u6d3b\u8865\u4e01\uff09<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6fc0\u6d3b\u8865\u4e01\uff08\u53c8\u540d\u56e0\u679c\u4e2d\u4ecb\u5206\u6790\u3001\u4e92\u6362\u5e72\u9884\u3001\u56e0\u679c\u8ffd\u8e2a\u3001\u91cd\u91c7\u6837\u6d88\u878d &#8230;\uff09\u662f\u4e00\u79cd\u6838\u5fc3<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u673a\u68b0\u53ef\u89e3\u91ca\u6027<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u6280\u672f\u3002\u5173\u952e\u601d\u60f3\u662f\uff0c\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u6a21\u578b\u884c\u4e3a\uff0c\u53ea\u6709\u4e00\u7ec4\u7a00\u758f\u7684\u7ec4\u4ef6\uff08\u5934\u90e8\u548c\u795e\u7ecf\u5143\uff09\u53ef\u80fd\u662f\u76f8\u5173\u7684\u3002\u5e0c\u671b\u901a\u8fc7\u56e0\u679c\u5e72\u9884\u6765\u5b9a\u4f4d\u8fd9\u4e9b\u7ec4\u6210\u90e8\u5206\u3002\u4f46\u662f\uff0c\u53ea\u8981\u6709\u4efb\u4f55\u63d0\u793a\uff0c\u5c31\u4f1a\u6d89\u53ca\u5230\u8bb8\u591a\u6a21\u578b\u884c\u4e3a\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">Indirect object identification \uff08IOI\uff09<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>IOI \u7535\u8def\u662f\u5728 GPT2-small \u4e2d\u53d1\u73b0\u7684\uff0c\u76f8\u5f53\u5e9e\u5927\u4e14\u590d\u6742\u3002\u662f\u6307\u6a21\u578b\u5185\u90e8\u662f\u5426\u201c\u7406\u89e3\u201d\u4e86\u8c01\u662f\u63a5\u6536\u8005\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u53e5\u5b50&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"John and Mary went to the shops, John gave a bag to Mary\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\uff0cIOI \u4efb\u52a1\u4f1a\u9884\u6d4b\u5355\u8bcd&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"Mary\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\u7d27\u8ddf\u5728\u5355\u8bcd&nbsp;<\/span><\/span><code style=\"font-size: 15px\"><span><span>\"to\"<\/span><\/span><\/code><span style=\"font-size: 15px\"><span>&nbsp;\u4e4b\u540e\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">Edge attribution patching\uff08EAP\uff09<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">EAP with integrated gradients (EAP-IG)<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>EAP\u548cEAP-IG\u901a\u8fc7\u96c6\u6210\u68af\u5ea6\u6765\u66f4\u597d\u5730\u7ef4\u62a4\u7535\u8def\u7684\u5fe0\u5b9e\u5ea6\uff0c\u4ece\u800c\u627e\u5230\u66f4\u52a0\u5fe0\u5b9e\u7684\u7535\u8def\u3002\u65e8\u5728\u89e3\u51b3\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u4e2d\u7684\u4e00\u4e2a\u95ee\u9898\u627e\u5230\u80fd\u591f\u6700\u5c0f\u5316\u8ba1\u7b97\u5b50\u56fe\u7684\u7535\u8def\uff0c\u4ee5\u89e3\u91ca\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u884c\u4e3a\uff1f<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">Automated circuit discovery\uff08\u81ea\u52a8\u56de\u8def\u53d1\u73b0\uff0cACDC\uff09<\/span><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span>\u53c2\u8003\u6587\u732e<\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7ecf\u5178\u7684\u601d\u8003Transformer\u57fa\u7840\u601d\u60f3\u7684\u6587\u7ae0\uff0c\u6587\u7ae0\u53ef\u4ee5\u5206\u6210\u4e24\u4e2a\u90e8\u5206\uff0c\u4e00\u4e2a\u90e8\u5206\u662f\u5982\u4f55\u7528\u6570\u5b66\u6846\u67b6\u53bb\u63a8\u7406Transformer\uff0c\u6bd4\u5982\u5176\u4ee3\u6570\u8868\u8fbe\uff0c\u5206\u89e3\u65b9\u5f0f\uff0c\u4ee5\u53ca\u4e00\u4e9b\u9700\u8981\u4e86\u89e3\u7684\u6982\u5ff5\u6027\u5185\u5bb9\uff1b\u53e6\u4e00\u90e8\u5206\u662f\u5728\u771f\u5b9e\u8bed\u8a00\u6570\u636e\u4e0a\u8bad\u7ec3tiny\u7248\u7684transformer\uff0c\u5e76\u53bb\u89e3\u91ca\uff0c\u9a8c\u8bc1\u4e0a\u90e8\u5206\u7684\u5185\u5bb9\u3002\u672c\u671f\u8bb2\u5ea7\u4e3b\u8bb2\u4eba\u4f1a\u91cd\u70b9\u8bb2\u89e3\uff0c\u5e76\u671f\u5f85\u548c\u5927\u5bb6\u5145\u5206\u8ba8\u8bba\u7684\u4e00\u7bc7Anthropic\u53d1\u5e03\u7684\u7814\u7a76\u6587\u732e\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Elhage, Nelson, et al. &#8220;A mathematical framework for transformer circuits.&#8221;&nbsp;<\/span><\/span><em style=\"font-size: 15px\"><span><span>Transformer Circuits Thread<\/span><\/span><\/em><span style=\"font-size: 15px\"><span>&nbsp;1.1 (2021): 12.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8fd9\u7bc7\u535a\u5ba2\u5efa\u7acb\u4e86\u4e00\u4e2aTransformer\u7684\u9690\u55bb\uff1a\u4e00\u7fa4\u4eba\u6392\u6210\u4e00\u961f\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u6bcf\u4eba\uff08\u6b8b\u5dee\u6d41\u4e2d\u7684\u5411\u91cf\uff09<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u624b\u91cc\u62ff\u7740\u4e00\u4e2a\u5355\u8bcd ([2]) \u3002\u6bcf\u4e2a\u4eba\u90fd\u77e5\u9053\u81ea\u5df1\u7684\u5355\u8bcd\u548c\u5728\u961f\u4f0d\u4e2d\u7684\u4f4d\u7f6e\uff0c\u4f46\u4ed6\u4eec\u770b\u4e0d\u5230\u961f\u4f0d\u4e2d\u7684\u5176\u4ed6\u4eba\u3002\u6bcf\u4e2a\u4eba\u7684\u76ee\u6807\u662f\u731c\u51fa\u524d\u9762\u7684\u4eba\u62ff\u7740\u7684\u5355\u8bcd\u3002<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u4eba\u4eec\u53ef\u4ee5\u5411\u961f\u4f0d\u4e2d\u7ad9\u5728\u4ed6\u4eec\u540e\u9762\u7684\u6bcf\u4e2a\u4eba\u5927\u58f0\u63d0\u95ee\uff08\u524d\u9762\u7684\u4eba\u542c\u4e0d\u5230\uff09\uff08\u6ce8\u610f\u529b\u5934\uff09<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u3002\u542c\u5230\u95ee\u9898\u540e\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u6bcf\u4e2a\u4eba\u90fd\u53ef\u4ee5\u9009\u62e9\u662f\u5426\u56de\u7b54\uff0c\u4ee5\u53ca\u5c06\u54ea\u4e9b\u4fe1\u606f\u4f20\u8fbe\u7ed9\u63d0\u95ee\u8005(MLP)<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u3002\u6b64\u540e\uff0c\u4eba\u4eec\u4e0d\u4f1a\u8bb0\u4f4f\u4ed6\u4eec\u88ab\u95ee\u5230\u7684\u95ee\u9898\uff08\u56e0\u6b64\u4fe1\u606f\u4e0d\u80fd\u5728\u961f\u4f0d\u4e2d\u540e\u9000\uff0c\u53ea\u80fd\u524d\u8fdb\uff09\u3002\u5f53\u961f\u4f0d\u4e2d\u7684\u4e2a\u4eba\u4ece\u8fd9\u4e9b\u4ea4\u6d41\u4e2d\u6536\u96c6\u4fe1\u606f\u65f6\uff0c\u4ed6\u4eec\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\u6765\u7ec4\u7ec7\u540e\u7eed\u95ee\u9898\u5e76\u63d0\u4f9b\u7b54\u6848\u3002<\/span><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.5340566606389391\" data-type=\"png\" data-w=\"1659\" data-width=\"1659\" data-height=\"886\" data-imgfileid=\"100231028\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-fe77e9d4784ecb1a7c6099a9b630e65c.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Callum McDougall.&nbsp;<\/span><\/span><u><span style=\"font-size: 15px\"><span>An Analogy for Understanding Transformers \u2014 EA Forum<\/span><\/span><\/u><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>IOI \u7535\u8def\u662f\u5728 GPT2-small \u4e2d\u53d1\u73b0\u7684\uff0c\u76f8\u5f53\u5e9e\u5927\u4e14\u590d\u6742\u3002\u5728\u5927\u6a21\u578b\uff08\u5982GPT\uff09\u7684\u673a\u5236\u5206\u6790\u4e2d\uff0c\u201cindirect object identification\u201d \u53ef\u80fd\u6307\u6a21\u578b\u5185\u90e8\u662f\u5426\u201c\u7406\u89e3\u201d\u4e86\u8c01\u662f\u63a5\u6536\u8005\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Wang, Kevin, et al. &#8220;Interpretability in the wild: a circuit for indirect object identification in gpt-2 small.&#8221;&nbsp;<\/span><\/span><em style=\"font-size: 15px\"><span><span>arXiv preprint arXiv:2211.00593<\/span><\/span><\/em><span style=\"font-size: 15px\"><span>&nbsp;(2022).<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8fd9\u662f\u4e00\u7bc7\u5173\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u63d0\u53d6\u8fc7\u7a0b\u7684\u6587\u732e\uff0c\u63d0\u51fa\u4e00\u79cd\u4e09\u9636\u6bb5\u63d0\u53d6\u65b9\u6cd5\u3002<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u9636\u6bb51\uff1a\u53d1\u751f\u5728Transformer\u5e95\u5c42\uff0c\u5b9e\u4f53\u7684\u6700\u5173\u952e\u7684\u8bcd\u6c47\u4f1a\u4e0d\u65ad\u96c6\u6210\u4fe1\u606f\uff0c\u89e6\u53d1\u66f4\u591a\u76f8\u5173\u5c5e\u6027\u8bcd\u6c47\u3002<\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u9636\u6bb52\uff1a\u53d1\u751f\u5728Transformer\u5e95\u5c42\uff0c\u4e0a\u4e0b\u6587\u7684\u91cd\u8981\u4fe1\u606f\u901a\u8fc7Attention\u96c6\u6210\u5230\u63d0\u793a\u8bcd\u6700\u540e\u4e00\u4e2a\u4f4d\u7f6e\u3002<\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u9636\u6bb53\uff1a\u53d1\u751f\u5728Transformer\u9ad8\u5c42\uff0c\u6700\u540e\u4e00\u4e2a\u4f4d\u7f6e\u5728\u9ad8\u5c42\u901a\u8fc7Attention Heads\u628a\u7f16\u7801\u7684\u77e5\u8bc6\u63d0\u53d6\u51fa\u6765\uff08Attention Head\u91cc\u4f1a\u7f16\u7801&lt;\u5b9e\u4f53-\u5c5e\u6027&gt;\u4fe1\u606f\uff09\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Geva, Mor, et al. &#8220;Dissecting recall of factual associations in auto-regressive language models.&#8221;&nbsp;<\/span><\/span><em style=\"font-size: 15px\"><span><span>arXiv preprint arXiv:2304.14767<\/span><\/span><\/em><span style=\"font-size: 15px\"><span>&nbsp;(2023).<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u672c\u6587\u63d0\u51fa\u4e86\u81ea\u52a8\u56de\u8def\u53d1\u73b0\u7684\u7b97\u6cd5ACDC\uff0c\u9012\u5f52\u5730\u6784\u5efa\u4e00\u4e2a\u5b50\u56fe\uff0c\u8be5\u5b50\u56fe\u901a\u8fc7\u5c06\u6a21\u578b\u6fc0\u6d3b\u4fee\u8865\u5230\u4e0e\u7279\u5b9a\u4efb\u52a1\u76f8\u5173\u7684\u6570\u636e\u70b9\u4e0a\u6765\u8bc6\u522b\u3002\u4f5c\u8005\u8bc1\u660e\uff0cACDC \u80fd\u591f\u57fa\u672c\u5fe0\u5b9e\u5730\u6062\u590d\u5148\u524d\u7814\u7a76\u4eba\u5458\u5728\u5404\u79cd\u4efb\u52a1\uff08\u5c24\u5176\u662f Python \u6587\u6863\u5b57\u7b26\u4e32\u3001IOI \u548cInduction head\uff09\u4e2d\u624b\u52a8\u8bc6\u522b\u7684\u7535\u8def\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Conmy, Arthur, et al. &#8220;Towards automated circuit discovery for mechanistic interpretability.&#8221;&nbsp;<\/span><\/span><em style=\"font-size: 15px\"><span><span>Advances in Neural Information Processing Systems<\/span><\/span><\/em><span style=\"font-size: 15px\"><span>&nbsp;36 (2023): 16318-16352.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8fd9\u7bc7\u6587\u732e\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5\u2014\u2014EAP-IG\uff0c\u5b83\u901a\u8fc7\u96c6\u6210\u68af\u5ea6\u6765\u66f4\u597d\u5730\u7ef4\u62a4\u7535\u8def\u7684\u5fe0\u5b9e\u5ea6\uff0c\u4ece\u800c\u627e\u5230\u66f4\u52a0\u5fe0\u5b9e\u7684\u7535\u8def\u3002\u65e8\u5728\u89e3\u51b3\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u4e2d\u7684\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u4f55\u627e\u5230\u80fd\u591f\u6700\u5c0f\u5316\u8ba1\u7b97\u5b50\u56fe\u7684\u7535\u8def\uff0c\u4ee5\u89e3\u91ca\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u884c\u4e3a\uff1f<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Hanna, Michael, Sandro Pezzelle, and Yonatan Belinkov. &#8220;Have faith in faithfulness: Going beyond circuit overlap when finding model mechanisms.&#8221;&nbsp;<\/span><\/span><em style=\"font-size: 15px\"><span><span>arXiv preprint arXiv:2403.17806<\/span><\/span><\/em><span style=\"font-size: 15px\"><span>&nbsp;(2024).<\/span><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span>\u4e3b\u8bb2\u4eba\u7b80\u4ecb<\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.5625\" data-type=\"jpeg\" data-w=\"1920\" data-width=\"1920\" data-height=\"1080\" data-imgfileid=\"100231029\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-2033b9331c7ed8070166103f3ef4cce3.jpeg\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">\u8096\u8fbe<\/span><span>\uff0c\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u5f69\u4e91\u79d1\u6280\u8054\u5408\u521b\u59cb\u4eba\u3001\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u526f\u6559\u6388\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7814\u7a76\u65b9\u5411\uff1a\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><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span>\u53c2\u4e0e\u65b9\u5f0f<\/span><\/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\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/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\"><span><br \/><\/span><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">\u53c2\u4e0e\u65f6\u95f4<\/span><\/span><\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>2025\u5e746\u670819\u65e5\uff08\u5468\u56db\uff09\u665a\u4e0a19:30-21:30<\/span><\/span><\/p>\n<section class=\"channels_iframe_wrp\"><\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">\u62a5\u540d\u52a0\u5165\u793e\u7fa4\u4ea4\u6d41<\/span><\/span><\/h3>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"1\" data-type=\"png\" data-w=\"400\" style=\"width: 183px;height: 183px\" data-width=\"400\" data-height=\"400\" data-imgfileid=\"100231027\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-28841061d43c51a963cad30ed6c01aa7.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;font-size: 13px;text-align: center\" data-mpa-action-id=\"mc03axq41abl\" data-pm-slice=\"0 0 []\"><span><span>https:\/\/pattern.swarma.org\/study_group_issue\/919?from=wechat<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u626b\u7801\u53c2\u4e0e<\/span><a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a><span>\uff0c\u52a0\u5165\u793e\u7fa4\uff0c\u83b7\u53d6\u7cfb\u5217\u8bfb\u4e66\u4f1a\u6c38\u4e45\u56de\u770b\u6743\u9650\uff0c\u4e0e\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u63a2\u7d22\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8fd9\u4e00\u524d\u6cbf\u9886\u57df\u7684\u53d1\u5c55\u3002<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\"><\/ul>\n<section style=\"margin-bottom: 0px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-size: 14px;, Arial, sans-serif\" data-pm-slice=\"0 0 []\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; color: rgb(136, 136, 136); font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif; font-size: 14px; letter-spacing: 0.544px; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<section data-pm-slice=\"2 3 []\" style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 1.75em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/section>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;text-align: center;justify-content: center\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: auto;vertical-align: top;min-width: 10%;height: auto\">\n<section style=\"margin: 0px 0px -15px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 10px;max-width: 100%;font-size: 16px;line-height: 2;letter-spacing: 3px\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-size: 14px;, Arial, sans-serif\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; color: rgb(136, 136, 136); font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif; font-size: 14px; letter-spacing: 0.544px; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<p data-pm-slice=\"0 0 []\" style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u5f20\u62f3\u77f3\u3001\u963f\u91cc\u4e91\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u8d1f\u8d23\u4eba\u6c88\u65ed\u3001\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7855\u58eb\u751f\u6768\u660e\u54f2\u548c\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u59da\u4e91\u5fd7\u5171\u540c\u53d1\u8d77<a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u672c\u8bfb\u4e66\u4f1a\u65e8\u5728\u7a81\u7834\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u56f0\u5883\uff0c\u5c1d\u8bd5\u4ece\u4ee5\u4e0b\u56db\u4e2a\u89c6\u89d2\u68b3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u79d1\u5b66\u65b9\u6cd5\u8bba\uff1a<\/span><\/p>\n<p style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u81ea\u4e0b\u800c\u4e0a\uff1aTransformer circuit \u4e3a\u4ec0\u4e48\u6709\u6548\uff1f<\/span><\/p>\n<p style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u81ea\u4e0a\u800c\u4e0b\uff1a\u795e\u7ecf\u7f51\u7edc\u7684\u7cbe\u7ec6\u51b3\u7b56\u903b\u8f91\u548c\u6027\u80fd\u6839\u56e0\u662f\u5426\u53ef\u4ee5\u88ab\u4e25\u8c28\u3001\u6e05\u6670\u5730\u89e3\u91ca\u6e05\u695a\uff1f<\/span><\/p>\n<section style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u590d\u6742\u79d1\u5b66\uff1a\u6e17\u6d41\u76f8\u53d8\u3001\u6d8c\u73b0\u3001\u81ea\u7ec4\u7ec7\u7b49\u590d\u6742\u79d1\u5b66\u7406\u8bba\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684\u63a8\u7406\u4e0e\u5b66\u4e60\u80fd\u529b\uff1f<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u7cfb\u7edf\u5de5\u7a0b\uff1a\u5982\u4f55\u62e5\u62b1\u4e0d\u786e\u5b9a\u6027\uff0c\u5728\u5177\u4f53\u7684\u4e1a\u754c\u5b9e\u8df5\u4e2d\u521b\u9020\u4ef7\u503c\uff1f<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u4e94\u4f4d\u53d1\u8d77\u4eba\u8001\u5e08\u4f1a\u5e26\u9886\u5927\u5bb6\u7814\u8bfb\u9886\u57df\u524d\u6cbf\u8bba\u6587\uff0c\u73b0\u8bda\u9080\u5bf9\u6b64\u8bdd\u9898\u611f\u5174\u8da3\u7684\u670b\u53cb\uff0c\u4e00\u8d77\u5171\u521b\u3001\u5171\u5efa\u3001\u5171\u4eab\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u4e3b\u9898\u793e\u533a\uff0c\u901a\u8fc7\u4e92\u76f8\u7684\u4ea4\u6d41\u4e0e\u78b0\u649e\uff0c\u4fc3\u8fdb\u6211\u4eec\u66f4\u6df1\u5165\u7684\u7406\u89e3\u4ee5\u4e0a\u95ee\u9898\u3002\u65e0\u8bba\u60a8\u662f\u81f4\u529b\u4e8e\u7a81\u7834AI\u53ef\u89e3\u91ca\u6027\u7406\u8bba\u74f6\u9888\u7684\u7814\u7a76\u8005\uff0c\u63a2\u7d22\u590d\u6742\u7cfb\u7edf\u4e0e\u667a\u80fd\u672c\u8d28\u7684\u4ea4\u53c9\u5b66\u79d1\u63a2\u7d22\u8005\uff0c\u8fd8\u662f\u8ffd\u6c42\u6a21\u578b\u5b89\u5168\u53ef\u4fe1\u7684\u5de5\u7a0b\u5b9e\u8df5\u8005\uff0c\u8bda\u9080\u60a8\u5171\u540c\u53c2\u4e0e\u8fd9\u573a\u63ed\u5f00\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u7684\u601d\u60f3\u76db\u5bb4\u3002<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u8bfb\u4e66\u4f1a\u8ba1\u5212\u4e8e2025\u5e746\u670819\u65e5\u542f\u52a8\uff0c\u6bcf\u5468\u56db\u665a19:30-21:30\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab10\u5468\u5de6\u53f3\u3002<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" target=\"_blank\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span style=\"margin:0px;padding:0px;max-width:100%;vertical-align:bottom;overflow:hidden;width:100%\" class=\"js_jump_icon h5_image_link\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-ratio=\"0.5712962962962963\" data-w=\"1080\" style=\"margin: 0px;padding: 0px;border: 0px;max-width: 100%;vertical-align: bottom;height: auto !important;width: 661px !important\" data-backw=\"578\" data-backh=\"330\" src=\"\" \/><\/span><\/a><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; color: rgb(136, 136, 136); font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif; font-size: 14px; letter-spacing: 0.544px; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-size: 14px;, Arial, sans-serif\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; color: rgb(136, 136, 136); font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif; font-size: 14px; letter-spacing: 0.544px; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px 24px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 17px;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 8px 5px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);color: rgb(136, 136, 136);font-family: 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