{"id":62070,"date":"2025-07-15T21:59:53","date_gmt":"2025-07-15T13:59:53","guid":{"rendered":"https:\/\/swarma.org\/?p=62070"},"modified":"2025-07-15T21:59:53","modified_gmt":"2025-07-15T13:59:53","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9f%a5%e8%af%86%e5%9b%9e%e8%b7%af%e7%9a%84%e5%bd%a2%e6%88%90%e4%b8%8esae%e5%9c%a8%e5%8f%af%e8%a7%a3%e9%87%8a%e4%b8%ad%e7%9a%84%e6%bd%9c%e5%8a%9b%e4%b8%a8%e5%91%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=62070","title":{"rendered":"\u5927\u6a21\u578b\u77e5\u8bc6\u56de\u8def\u7684\u5f62\u6210\u4e0eSAE\u5728\u53ef\u89e3\u91ca\u4e2d\u7684\u6f5c\u529b\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-backh=\"325\" data-backw=\"578\" data-height=\"864\" data-imgfileid=\"100233421\" data-ratio=\"0.5625\" data-type=\"png\" data-w=\"1536\" data-width=\"1536\" style=\"width:100%\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-c923bc9397bc8b3f1f754b10c6d71734.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>\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u56de\u8def\u662f\u5982\u4f55\u5f62\u6210\u7684\uff1f\u5982\u4f55\u5229\u7528\u7a00\u758f\u81ea\u7f16\u7801\u5668\uff08SAE\uff09\u8fd9\u4e2a\u65b0\u5174\u7684\u89e3\u91ca\u6027\u5de5\u5177\u6765\u201c\u7406\u89e3\u201d LLM 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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-fileid=\"100098753\" data-imgfileid=\"100226453\" data-ratio=\"0.31116389548693585\" data-type=\"png\" data-w=\"842\" style=\"vertical-align: middle;width: 677px\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-ac4b02f1ac7175a13ed24a790fc1c88f.png\"><\/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\" \/><img class=\"rich_pages wxw-img\" data-backh=\"1353\" data-backw=\"562\" data-height=\"2600\" data-imgfileid=\"100233420\" data-ratio=\"2.4074074074074074\" data-type=\"jpeg\" data-w=\"1080\" data-width=\"1080\" style=\"width: 100%\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-180a012c50e69703cac81a162ea21859-scaled.jpeg\"><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><br \/><\/span><\/section>\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\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\"><span style=\"font-size: 15px\"><span>\u672c\u6b21\u5206\u4eab\u9996\u5148\u4ecb\u7ecd\u8bed\u8a00\u6a21\u578b\u5185\u90e8\u77e5\u8bc6\u56de\u8def\u7684\u5f62\u6210\u8fc7\u7a0b\u5e76\u5c55\u73b0\u7406\u89e3LLM\u7684\u96be\u70b9\uff1a\u591a\u4e49\u6027\u3002\u4e3a\u4e86\u89e3\u51b3\u6bcf\u4e00\u7ef4\u7f16\u7801\u4e86\u591a\u4e2a\u4e92\u76f8\u6b63\u4ea4\u7684\u77e5\u8bc6\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u4ecb\u7ecd\u7a00\u758f\u81ea\u7f16\u7801\u5668\uff08Sparse Auto Encoder\uff09\u8fd9\u4e2a\u6253\u7834\u591a\u4e49\u6027\u8fc8\u5411\u5355\u4e49\u6027\u7684\u65b0\u5174\u7684\u89e3\u91ca\u6027\u5de5\u5177\u3002\u6211\u4eec\u4f1a\u8fdb\u4e00\u6b65\u8ba8\u8bba\u7a00\u758f\u81ea\u7f16\u7801\u5668\u7684\u4e09\u4e2a\u5e94\u7528\u524d\u666f\uff0c\u5305\u62ec\u5982\u4f55\u5229\u7528\u5b83\u6765\u201c\u7406\u89e3\u201d LLM \u7684\u884c\u4e3a\uff08\u4ee5 Anthropic Haiku \u4e3a\u4f8b)\uff0c\u4ee5\u53ca\u5982\u4f55\u5229\u7528\u5b83\u6765\u5b9e\u73b0\u53ef\u63a7\u7684\u6587\u672c\u5206\u7c7b\u548c\u6587\u672c\u751f\u6210\u3002\u4f5c\u4e3a\u4e00\u4e2a\u65b0\u5174\u7684\u6280\u672f\uff0c\u5206\u4eab\u4f1a\u5c06\u4ee5\u8ba8\u8bba\u8be5\u65b9\u5411\u7684\u524d\u666f\u4e0e\u6311\u6218\u7ed3\u675f\u3002<\/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>\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<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>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u56de\u8def\u7684\u5f62\u6210\u8fc7\u7a0b<\/span><\/span><\/p>\n<\/li>\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>\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u53ec\u56de\u7684\u56de\u8def<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u56de\u8def\u89c6\u89d2\u4e0b\u8bed\u8a00\u6a21\u578b\u662f\u5982\u4f55\u5b66\u4e60\u65b0\u77e5\u8bc6<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7a00\u758f\u81ea\u7f16\u7801\u5668\u7b80\u8ff0<\/span><\/span><\/p>\n<\/li>\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>Polysemantic\u4e0b\u53ef\u89e3\u91ca\u7684\u6311\u6218<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7a00\u758f\u81ea\u7f16\u7801\u5668\u7684\u539f\u7406<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7a00\u758f\u81ea\u7f16\u7801\u5668\u7684\u67b6\u6784\u4e0e\u8bad\u7ec3<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7a00\u758f\u81ea\u7f16\u7801\u5668\u7684\u5e94\u7528<\/span><\/span><\/p>\n<\/li>\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>SAE\u7528\u4e8e\u6a21\u578b\u5206\u6790\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u751f\u7269\u5b66\u539f\u7406<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>SAE\u7528\u4e8e\u6587\u672c\u5206\u7c7b\uff1a\u53bb\u9664\u201c\u6377\u5f84\u201d\u7279\u5f81\uff0c\u63d0\u5347\u5206\u7c7b\u6cdb\u5316\u6027<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>SAE\u7528\u4e8e\u6587\u672c\u751f\u6210\uff1a\u589e\u5f3a\u6a21\u578b\u5b89\u5168\u610f\u8bc6\uff0c\u62b5\u5fa1\u8d8a\u72f1\u653b\u51fb<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8ba8\u8bba<\/span><\/span><\/p>\n<\/li>\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>\u5982\u4f55\u66f4\u597d\u5730\u5229\u7528SAE\u6765\u7406\u89e3\u66f4\u590d\u6742\u7684\u6a21\u578b\u884c\u4e3a\uff08\u5982\u6570\u5b66\u63a8\u7406\uff09\uff1f<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>SAE\u662f\u5426\u80fd\u66f4\u597d\u5730\u5b9e\u73b0\u53ef\u63a7\u6587\u672c\u751f\u6210\uff1f<\/span><\/span><\/p>\n<\/li>\n<\/ul>\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<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><span>\u7a00\u758f\u81ea\u7f16\u7801\u5668 Sparse Auto Encoder(SAE)<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u77e5\u8bc6\u56de\u8def Knowledge Circuits<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u591a\u4e49\u6027 Polysemanticity<\/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>\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<ol style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span style=\"font-size: 14px\"><span style=\"font-size: 15px\">Yunzhi, Yao, et al. Knowledge Circuits in Pretrained Transformers. NeurIPS 2024<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Yixin, Ou, et al. How do llms acquire new knowledge? a knowledge circuits perspective on continual pre-training. ACL 2025<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Huben, Robert, et al. &#8220;Sparse autoencoders find highly interpretable features in language models.&#8221; The Twelfth International Conference on Learning Representations. 2023.<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Gao, Leo, et al. &#8220;Scaling and evaluating sparse autoencoders.&#8221; The Thirteenth International Conference on Learning Representations.<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Anthropic. &#8220;Towards Monosemanticity: Decomposing Language Models With Dictionary Learning.&#8221; Transformer Circuits Thread. 2023. https:\/\/transformer-circuits.pub\/2023\/monosemantic-features<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Anthropic. &#8220;On the Biology of a Large Language Model.&#8221; Transformer Circuits Thread. 2025. https:\/\/transformer-circuits.pub\/2025\/attribution-graphs\/biology.html<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Shu, Dong, et al. &#8220;A survey on sparse autoencoders: Interpreting the internal mechanisms of large language models.&#8221; arXiv. 2025.<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>Wu, Xuansheng, et al. &#8220;Self-regularization with latent space explanations for controllable llm-based classification.&#8221; KDD. 2025.<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-size: 14px\"><span style=\"font-size: 15px\">Wu, Xuansheng, et al. &#8220;Interpreting and steering llms with mutual information-based explanations on sparse autoencoders.&#8221; arXiv. 2025.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\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\" style=\"width:100%\" data-width=\"1920\" data-height=\"1080\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100233419\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-ecfd912c185b20c5dcbfcde06fcc86fa.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\">\u59da\u4e91\u5fd7<\/span><span>\uff0c\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3a\u9648\u534e\u94a7\u6559\u6388\u4e0e\u5f20\u5b81\u8c6b\u6559\u6388\uff0c\u76ee\u524d\u662fUCLA\u7684Nanyun Peng\u7ec4\u8bbf\u95ee\u7814\u7a76\u5b66\u8005\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u589e\u5f3a\uff0c\u77e5\u8bc6\u7f16\u8f91\u4e0e\u53ef\u89e3\u91ca\u6027\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<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-backh=\"316\" data-backw=\"562\" data-height=\"1080\" data-imgfileid=\"100233418\" data-ratio=\"0.5625\" data-type=\"jpeg\" data-w=\"1920\" data-width=\"1920\" style=\"width:100%\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-dfcc318212f81f986e7d2635fd88c2e3.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\">\u5434\u70dc\u5723<\/span><span>\uff0c\u4f50\u6cbb\u4e9a\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u56db\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u53ef\u7528\u7684\u5927\u8bed\u8a00\u6a21\u578b\u89e3\u91ca\u6027\uff08Usable XAI\uff09\uff0c\u5173\u6ce8\u4e8e\u5982\u4f55\u66f4\u597d\u5730\u7406\u89e3\u77e5\u8bc6\u5728\u6a21\u578b\u9690\u7a7a\u95f4\u7684\u8868\u793a\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u6a21\u578b\u63a7\u5236\u3002\u4ed6\u5df2\u53d1\u8868\u540c\u884c\u8bc4\u5ba1\u8bba\u658714\u7bc7\uff0c\u7d2f\u8ba1\u5f15\u7528\u91cf700+\uff0c\u66fe\u4e8e\u817e\u8baf AI Lab\u3001\u767e\u5ea6 NLP\u3001\u4e9a\u9a6c\u900aRufus\u7b49\u4e1a\u5185\u9876\u5c16\u56e2\u961f\u5b9e\u4e60\u3002<\/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<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\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><span>2025\u5e747\u670820\u65e5\uff08\u5468\u65e5\uff09\u4e0a\u534810:00-12:00<\/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-height=\"400\" data-imgfileid=\"100233417\" data-ratio=\"1\" data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"width:169px;height:169px\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-9fcf09799a8695904c1efa95565c0211.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\/945?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\u5df2\u4e8e2025\u5e746\u670819\u65e5\u542f\u52a8\uff0c\u6bcf\u5468\u56db\u665a19:30-21:30\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab8-10\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-backh=\"330\" data-backw=\"578\" 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\" 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 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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\">\u7834\u89e3AI\u9ed1\u7bb1\u7684\u56db\u91cd\u89c6\u89d2\uff1a\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.544px;line-height: 1.75em\"><span><br \/><\/span><\/section>\n<p style=\"margin-bottom: 0px;, Arial, sans-serif;letter-spacing: 0.544px;line-height: 1.75em\"><span style=\"font-family: PingFangSC-light;font-size: 15px;font-weight: 700;letter-spacing: 0.544px;text-align: left\"><span>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/p>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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