{"id":61812,"date":"2025-07-10T23:05:52","date_gmt":"2025-07-10T15:05:52","guid":{"rendered":"https:\/\/swarma.org\/?p=61812"},"modified":"2025-07-10T23:05:52","modified_gmt":"2025-07-10T15:05:52","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%8f%af%e8%a7%a3%e9%87%8a%e6%80%a7%e5%9c%a8%e5%b7%a5%e4%b8%9a%e7%95%8c%e7%9a%84%e5%ba%94%e7%94%a8%e5%ae%9e%e6%88%98%e4%b8%a8%e5%91%a8%e4%ba%94%e7%9b%b4%e6%92%ad%c2%b7","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=61812","title":{"rendered":"\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u5728\u5de5\u4e1a\u754c\u7684\u5e94\u7528\u5b9e\u6218\u4e28\u5468\u4e94\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 style=\"text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.6666666666666666\" data-type=\"png\" data-w=\"1536\" style=\"width:100%\" data-width=\"1536\" data-height=\"1024\" data-backw=\"578\" data-backh=\"385\" data-imgfileid=\"100232860\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-e31775b8016923889033d1146756a57f.png\" \/><\/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\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u9762\u4e34\u54ea\u4e9b\u6311\u6218\uff1f\u8fd9\u4e9b\u6311\u6218\u5982\u4f55\u89e3\u51b3\uff1f\u4e0d\u540c\u7684\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5982\u4f55\u6709\u6548\u7ed3\u5408\u89e3\u51b3\u7279\u5b9a\u4e1a\u52a1\u95ee\u9898\uff1f\u672c\u6b21\u5206\u4eab\u5c06\u7ed3\u5408\u6c88\u65ed\u8001\u5e08\u5728\u5de5\u4e1a\u754c\u7684\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u901a\u8fc7\u6570\u5b66\u3001\u77e5\u8bc6\u53ec\u56de\u3001\u6307\u4ee4\u9075\u5faa\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\u3001\u591a\u8bed\u8a00\u3001\u91cf\u5316\u7b49\u65b9\u9762\u7684\u7814\u7a76\uff0c\u8be6\u7ec6\u9610\u8ff0\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5982\u4f55\u7ed3\u5408\u6a21\u578b\u5fae\u8c03\u3001\u6a21\u578b\u63a7\u5236\u3001\u6a21\u578b\u91cf\u5316\u7b49\u65b9\u6cd5\u5728\u5206\u6790\u6a21\u578b\u5185\u90e8\u673a\u7406\u673a\u5236\u7684\u540c\u65f6\uff0c\u63d0\u5347\u6a21\u578b\u5e94\u7528\u6548\u679c\u3002<\/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=\"jpeg\" data-w=\"1080\" style=\"width:100%\" data-width=\"1080\" data-height=\"1920\" data-backw=\"562\" data-backh=\"999\" data-imgfileid=\"100232858\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-3d8690e8470d09666652e1d5e40f3051.jpeg\" \/><img class=\"rich_pages wxw-img\" \/><\/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: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u5feb\u901f\u53d1\u5c55\u5c55\u73b0\u51fa\u4e86\u524d\u6240\u672a\u6709\u7684\u80fd\u529b\uff0c\u4f46\u5176\u4e0d\u900f\u660e\u7684\u5185\u90e8\u51b3\u7b56\u8fc7\u7a0b\u4ecd\u662f\u4e00\u9879\u5173\u952e\u6311\u6218\u3002\u673a\u5236\u53ef\u89e3\u91ca\u6027\u5df2\u6210\u4e3a\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5b89\u5168\u6027\u3001\u53ef\u9760\u6027\u548c\u53ef\u63a7\u6027\u7684\u91cd\u8981\u524d\u6cbf\u9886\u57df\u3002\u5728\u672c\u6b21\u8bb2\u5ea7\u4e2d\uff0c\u9996\u5148\u5e26\u5927\u5bb6\u68b3\u7406\u901a\u8fc7\u9006\u5411\u5de5\u7a0b\u7406\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u5185\u90e8\u7ed3\u6784\uff0c\u786e\u7acb\u57fa\u7840\u6027\u539f\u7406\u548c\u53ef\u90e8\u7f72\u7684\u5e94\u7528\u65b9\u6848\u7684\u9886\u57df\u524d\u6cbf\u7814\u7a76\u3002\u7136\u540e\u91cd\u70b9\u5206\u6790\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7b97\u672f\u8ba1\u7b97\u3001\u591a\u8bed\u8a00\u5904\u7406\u548c\u4e8b\u5b9e\u53ec\u56de\u7b49\u5173\u952e\u80fd\u529b\u673a\u5236\uff0c\u63ed\u793a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u5c06\u4fe1\u606f\u4f5c\u4e3a\u79bb\u6563\u7684 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15px\"><span>\u7cbe\u51c6\u5fae\u8c03\uff1a\u5728Head-\u548cneuron-level\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\uff1b<\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7cbe\u51c6\u91cf\u5316\uff1a\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u7684\u91cf\u5316\u7b56\u7565\uff0c\u5b9e\u73b0\u4e86 3.4-bit\u4e0e 4 -bit \u57fa\u51c6\u6c34\u5e73\u76f8\u5f53\u7684\u6548\u679c\u3002<\/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>\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\"><strong style=\"font-size: 15px\"><span><span>\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u80cc\u666f<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u53ef\u89e3\u91ca\u6027\u57fa\u7840\u56de\u987e<\/span><\/span><\/strong><\/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>Head\/MLP\/Neuron\/Logits\/Circuit<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>Path patching\/Logit Lens\/Information Flow<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u53ef\u89e3\u91ca\u6027\u5178\u578b\u5e94\u7528\u6848\u4f8b<\/span><\/span><\/strong><\/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>\u6570\u5b66<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u77e5\u8bc6\u53ec\u56de<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6307\u4ee4\u9075\u5faa<\/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<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6a21\u578b\u63a7\u5236<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6a21\u578b\u878d\u5408<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u53ef\u89e3\u91ca\u6027\u5728\u591a\u8bed\u8a00\u4e0a\u7684\u7efc\u5408\u5b9e\u6218<\/span><\/span><\/strong><\/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>\u77e5\u8bc6\u6ce8\u5165<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u77e5\u8bc6\u53ec\u56de<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8bed\u8a00\u751f\u6210<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>Ongoing Works<\/span><\/span><\/strong><\/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>\u878d\u5408\u589e\u5f3a\u7684\u591a\u8bed\u8a00\u6a21\u578b<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6a21\u578b\u4f4e\u6bd4\u7279\u91cf\u5316<\/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: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>Circuit<\/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\"><span>\u6a21\u578b\u5185\u90e8\u7279\u5b9a\u80fd\u529b\u6216\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u7684\u76f8\u5173\u6a21\u5757\u53ca\u5176\u8fde\u63a5\uff08head\/neuron\u7b49\uff09\u6784\u6210\u7684\u5b50\u56fe\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\"><strong style=\"font-size: 15px\"><span><span>Path Patching<\/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\"><span>\u901a\u8fc7\u5bf9\u6a21\u578b\u5404\u6a21\u5757\u8fdb\u884c\u6270\u52a8\u5e76\u5206\u6790\u5bf9\u6a21\u578b\u7279\u5b9a\u884c\u4e3a\u7684\u5f71\u54cd\uff0c\u5b9a\u4f4d\u6a21\u578b\u5185\u90e8\u4e0e\u7279\u5b9a\u4efb\u52a1\u76f8\u5173\u7684\u5173\u952e\u6a21\u5757\uff08head\/neuron\u7b49\uff09\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>Neuron Description<\/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\"><span>\u901a\u8fc7\u5206\u6790\u539f\u5b50\u5728\u6fc0\u6d3b\u54cd\u5e94\u6bd4\u8f83\u5927\u7684\u6837\u672c\u96c6\u5408\u4e0a\u7684\u5171\u6027\uff0c\u5206\u6790\u539f\u5b50\u7684\u529f\u80fd\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u6a21\u578b\u5fae\u8c03<\/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\"><span>\u901a\u8fc7CPT\u3001SFT\u3001DPO\u3001RL\u7b49\u65b9\u5f0f\uff0c\u5bf9\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u7ee7\u7eed\u5fae\u8c03\u8bad\u7ec3\uff0c\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u80fd\u529b\uff0c\u6bd4\u5982\u7279\u5b9a\u9886\u57df\uff08\u6cd5\u5f8b\u3001\u91d1\u878d\u7b49\uff09\u3001\u6570\u5b66\u3001\u63a8\u7406\u3001\u591a\u8bed\u8a00\u7b49\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u6a21\u578b\u63a7\u5236<\/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\"><span>\u901a\u8fc7\u5bf9\u6a21\u578b\u5185\u90e8\u8868\u5f81\u8fdb\u884c\u7f16\u8f91\uff0c\u5b9a\u5411\u589e\u5f3a\u6216\u8005\u6291\u5236\u6a21\u578b\u7279\u5b9a\u884c\u4e3a\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u6a21\u578b\u878d\u5408<\/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\"><span>\u901a\u8fc7\u5bf9\u591a\u4e2a\u7279\u5b9a\u4e13\u5bb6\u6a21\u578b\uff08\u6bd4\u5982\u6570\u5b66\u3001\u4ee3\u7801\u3001\u7ffb\u8bd1\u7b49\uff09\u8fdb\u884c\u53c2\u6570\u52a0\u6743\u878d\u5408\uff0c\u5408\u6210\u4e00\u4e2a\u5728\u5404\u4e2a\u4efb\u52a1\u4e0a\u90fd\u63a5\u8fd1\u4e13\u5bb6\u6a21\u578b\u80fd\u529b\u7684\u7edf\u4e00\u6a21\u578b\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u6a21\u578b\u91cf\u5316<\/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\"><span>\u901a\u8fc7\u5c06\u6a21\u578b\u53c2\u6570\u7cbe\u5ea6\u964d\u4f4e\u5230\u7279\u5b9a\u4f4e\u6bd4\u7279\u6570\uff08\u6bd4\u5982INT4\uff0cINT8\u7b49\uff09\uff0c\u63d0\u5347\u6a21\u578b\u63a8\u7406\u6548\u7387\uff0c\u964d\u4f4e\u6a21\u578b\u663e\u5b58\u6d88\u8017\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>\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: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 14px\" data-mpa-action-id=\"mcubu09x1rv0\"><span>[1] Elhage, Nelson, et al. &#8220;A mathematical framework for transformer circuits.&#8221;&nbsp;<\/span><\/span><em style=\"font-size: 14px\"><span><span>Transformer Circuits Thread<\/span><\/span><\/em><span style=\"font-size: 14px\"><span>&nbsp;1.1 (2021): 12.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u7ecf\u5178\u7684\u601d\u8003Transformer\u57fa\u7840\u601d\u60f3\u7684\u6587\u7ae0\uff0c\u6587\u7ae0\u8be6\u7ec6\u9610\u8ff0\u4e86\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\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[2] 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: 14px\"><span><span>arXiv preprint arXiv:2211.00593<\/span><\/span><\/em><span style=\"font-size: 14px\"><span>&nbsp;(2022).<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u63d0\u51fapath patching\u65b9\u6cd5\u548ccircuit\u6982\u5ff5\u7684\u7ecf\u5178\u6587\u7ae0\uff0c\u901a\u8fc7path patching\u65b9\u6cd5\u5728 GPT2-small \u4e2d\u53d1\u73b0\u4e86\u76f8\u5f53\u5e9e\u5927\u4e14\u590d\u6742\u7684IOI\u56de\u8def\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[3] Dami Choi et al. &#8220;Scaling Automatic Neuron Description.&#8221; https:\/\/transluce.org\/neuron-descriptions.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u539f\u5b50\u53ef\u89e3\u91ca\u6027\u7ecf\u5178\u5de5\u4f5c\uff0c\u901a\u8fc7\u5206\u6790\u539f\u5b50\u5728\u6fc0\u6d3b\u54cd\u5e94\u6bd4\u8f83\u5927\u7684\u6837\u672c\u96c6\u5408\u4e0a\u7684\u5171\u6027\uff0c\u5206\u6790\u539f\u5b50\u7684\u529f\u80fd\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[4] Wei Zhang, et al, Interpreting and Improving Large Language Models in Arithmetic Calculation. ICML (Oral), 2024.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u672c\u6587\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5206\u6790\u4e86\u5927\u6a21\u578b\u5b8c\u6210\u6570\u503c\u8ba1\u7b97\u7684\u5173\u952eHead\u4ee5\u53ca\u5904\u7406\u8fc7\u7a0b\uff0c\u5e76\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5173\u952ehead\u8fdb\u884c\u7cbe\u51c6\u5fae\u8c03\uff0c\u63d0\u5347\u6a21\u578b\u6570\u5b66\u80fd\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u4fdd\u6301\u6a21\u578b\u901a\u7528\u80fd\u529b\u4e0d\u4e0b\u964d\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[5] Yiqun Wang et.al. Tracing and Dissecting How LLMs Recall Factual Knowledge for Real World Questions. ACL, 2025.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u672c\u6587\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5206\u6790\u4e86\u5927\u6a21\u578b\u5b8c\u6210\u591a\u6b65\u77e5\u8bc6\u53ec\u56de\u63a8\u7406\u7684\u5173\u952e\u6b65\u9aa4\u53ca\u5173\u952e\u6a21\u5757\uff0c\u5e76\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5173\u952e\u6a21\u5757\u8fdb\u884c\u7cbe\u51c6\u5fae\u8c03\uff0c\u63d0\u5347\u6a21\u578b\u77e5\u8bc6\u63a8\u7406\u80fd\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u4fdd\u6301\u6a21\u578b\u901a\u7528\u80fd\u529b\u4e0d\u4e0b\u964d\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[6] Wei Chen, et al. From yes-men to truth-tellers: addressing sycophancy in large language models with pinpoint tuning. ICML, 2024.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u672c\u6587\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5206\u6790\u4e86\u5927\u6a21\u578b\u4e0e\u8c04\u5a9a\u884c\u4e3a\u76f8\u5173\u7684\u5173\u952e\u6a21\u5757\uff0c\u5e76\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5173\u952e\u6a21\u5757\u8fdb\u884c\u7cbe\u51c6\u5fae\u8c03\uff0c\u964d\u4f4e\u6a21\u578b\u8c04\u5a9a\u884c\u4e3a\u7684\u57fa\u7840\u4e0a\uff0c\u4fdd\u6301\u6a21\u578b\u5176\u4ed6\u80fd\u529b\u4e0d\u4e0b\u964d\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[7] Chenghao Sun, et al. Interpret and Improve In-Context Learning via the Lens of Input-Label Mappings. ACL, 2025.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u672c\u6587\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5206\u6790\u4e86\u5927\u6a21\u578b\u4e0e\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u76f8\u5173\u7684\u5173\u952e\u6a21\u5757\uff0c\u5e76\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5173\u952e\u6a21\u5757\u8fdb\u884c\u7cbe\u51c6\u5fae\u8c03\uff0c\u63d0\u5347\u6a21\u578b\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u4fdd\u6301\u6a21\u578b\u5176\u4ed6\u80fd\u529b\u4e0d\u4e0b\u964d\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[8] Yuxin Xiao, et al, Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control. NeurIPS, 2024.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u672c\u6587\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u5206\u6790\u4e86\u5927\u6a21\u578b\u4e0e\u5b89\u5168\u6027\u76f8\u5173\u7684\u5173\u952e\u6a21\u5757\uff0c\u5e76\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5173\u952e\u6a21\u5757\u8fdb\u884c\u7cbe\u51c6\u63a7\u5236\uff0c\u63d0\u5347\u6a21\u578b\u5728\u591a\u79cd\u5b89\u5168\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u4fdd\u6301\u6a21\u578b\u5176\u4ed6\u80fd\u529b\u4e0d\u4e0b\u964d\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[9] Rui Dai, et al, Leveraging Submodule Linearity Enhances Task Arithmetic Performance in LLMs. ICLR, 2025.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\"><span>\u672c\u6587\u5206\u6790\u4e86\u5927\u6a21\u578b\u5404\u6a21\u5757\u7684\u7ebf\u6027\u6027\u8d28\uff0c\u5e76\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5173\u952e\u6a21\u5757\u53c2\u6570\u8fdb\u884c\u7cbe\u51c6\u878d\u5408\uff0c\u63d0\u5347\u591a\u4e2a\u4e0d\u540c\u4efb\u52a1\u4e13\u5bb6\u6a21\u578b\u5728\u878d\u5408\u4e4b\u540e\u7684\u6027\u80fd\u3002<\/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: 14px\"><br \/><\/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: 14px\"><span>[10] Wangyun Gu, et al. NeuronMerge: Merging Models via Functional Neuron Groups. ACL, 2025.<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 14px\" data-mpa-action-id=\"mcubu09x1rla\"><span>\u672c\u6587\u5206\u6790\u4e86\u5927\u6a21\u578b\u5185\u4e0e\u5404\u4e2a\u4efb\u52a1\u76f8\u5173\u7684\u539f\u5b50\uff0c\u5e76\u901a\u8fc7\u5bf9\u6a21\u578b\u53c2\u6570\u8fdb\u884c\u539f\u5b50\u7ea7\u522b\u7684\u7cbe\u51c6\u878d\u5408\uff0c\u63d0\u5347\u591a\u4e2a\u4e0d\u540c\u4efb\u52a1\u4e13\u5bb6\u6a21\u578b\u5728\u878d\u5408\u4e4b\u540e\u7684\u6027\u80fd\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>\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=\"png\" data-w=\"1280\" data-width=\"1280\" data-height=\"720\" data-imgfileid=\"100232857\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-efa183a56fa093efdce503a3a8c7b299.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6c88\u65ed\uff0c\u963f\u91cc\u4e91-\u98de\u5929\u5b9e\u9a8c\u5ba4\u9ad8\u7ea7\u7b97\u6cd5\u4e13\u5bb6\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u3002\u66fe\u83b7\u6d59\u6c5f\u7701\u79d1\u6280\u8fdb\u6b65\u4e00\u7b49\u5956\uff0c\u5728ICLR\/ICML\/NeurIPS\/ACL\/CVPR\/ECCV\/ICCV\u7b49\u56fd\u9645\u9876\u4f1a\u4e0a\u53d1\u8868\u8bba\u658740\u4f59\u7bc7\uff0cgoogle scholar\u5f15\u75281900\u4f59\u6b21\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\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u3001\u4e3b\u6743\u5927\u6a21\u578b\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\u5e74<\/span><\/span><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>7\u670811\u65e5\uff08\u5468\u4e94\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-height=\"400\" data-imgfileid=\"100232859\" data-ratio=\"1\" data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"width:168px;height:168px\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-d3434088bb154b1ec1461d9638d17ca1.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\/936?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-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, 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