{"id":63666,"date":"2025-08-20T15:04:33","date_gmt":"2025-08-20T07:04:33","guid":{"rendered":"https:\/\/swarma.org\/?p=63666"},"modified":"2025-08-20T15:04:33","modified_gmt":"2025-08-20T07:04:33","slug":"%e5%8f%af%e8%a7%a3%e9%87%8a%e6%80%a7%e6%96%b9%e6%b3%95%e6%a6%82%e8%a7%88%e4%b8%8e%e7%b1%bb%e8%84%91%e6%bd%9c%e7%a9%ba%e9%97%b4%e6%8e%a8%e7%90%86%e6%a1%86%e6%9e%b6%e5%b1%95%e6%9c%9b%e4%b8%a8%e5%91%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=63666","title":{"rendered":"\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u6982\u89c8\u4e0e\u7c7b\u8111\u6f5c\u7a7a\u95f4\u63a8\u7406\u6846\u67b6\u5c55\u671b\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=\"100235240\" data-ratio=\"0.5625\" data-type=\"jpeg\" data-w=\"1536\" data-width=\"1536\" style=\"background-color:transparent;width:100%\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-e1e5754a3001193bdeccd54c282b893f.jpeg\"><img class=\"rich_pages wxw-img\" \/><\/span><\/section>\n<section style=\"width: 661px\">\n<section style=\"padding-right: 3px;float: left;line-height: 1\">\n<section style=\"text-align: left\">\n<section style=\"padding-left: 10px;width: auto;vertical-align: top;min-width: 10%;height: auto;line-height: 0\">\n<section>\n<section style=\"width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span><br \/><\/span><\/section>\n<\/section>\n<section>\n<section style=\"text-align: justify;font-size: 16px;line-height: 1.5\">\n<p><strong><span>\u5bfc\u8bed<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<section>\n<section style=\"width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 4px;padding-left: 4px;clear: right;min-height: 4.5em !important\">\n<section style=\"margin-top: 5px;margin-bottom: 5px\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.544px\"><span>\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u5f20\u62f3\u77f3\u3001\u963f\u91cc\u4e91\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u8d1f\u8d23\u4eba\u6c88\u65ed\u3001\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7855\u58eb\u751f\u6768\u660e\u54f2\u548c\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u59da\u4e91\u5fd7\u5171\u540c\u53d1\u8d77<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u672c\u8bfb\u4e66\u4f1a\u65e8\u5728\u7a81\u7834\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u56f0\u5883\uff0c\u5c1d\u8bd5\u4ece\u4e0d\u540c\u89c6\u89d2\u68b3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u79d1\u5b66\u65b9\u6cd5\u8bba\u3002<\/span><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.544px\"><span><br \/><\/span><\/span><\/strong><\/section>\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"font-size: 13px;letter-spacing: 0.544px\"><span>\u672c\u6b21\u5206\u4eab\u8bb8\u94c1\u8001\u5e08\u5c06\u7ed3\u5408\u590d\u6742\u7cfb\u7edf\u3001\u795e\u7ecf\u79d1\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u7269\u7406\u5b66\u7b49\u4e0d\u540c\u9886\u57df\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u6982\u89c8\u5e76\u6bd4\u8f83\u53ef\u89e3\u91ca\u6027\u7684\u591a\u79cd\u65b9\u6cd5\u8def\u5f84\u3002\u5e76\u5c55\u793a\u90e8\u5206\u65b0\u7684\u7814\u7a76\u7ed3\u679c\uff0c\u5e76\u91cd\u70b9\u63a2\u8ba8\u5982\u4f55\u8bc4\u4f30\u6a21\u578b\u8f93\u51fa\u7684\u53ef\u9760\u6027\u3002\u4e4b\u540e\u5206\u4eab\u5c42\u7ea7\u5316\u63a8\u7406\u6a21\u578b\uff08HRM\uff09\u7684\u6846\u67b6\u4e0e\u672a\u6765\u5e94\u7528\u6f5c\u529b\u3002\u6700\u540e\u548c\u5706\u684c\u5609\u5bbe\uff08\u8096\u8fbe\u3001\u6c88\u65ed\u3001\u6768\u660e\u54f2\u3001\u59da\u4e91\u5fd7\uff09\u8ba8\u8bba\u5927\u5bb6\u5173\u6ce8\u7684\u95ee\u9898\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 data-mpa-powered-by=\"yiban.io\" data-pm-slice=\"0 0 []\" style=\"margin: 0px 0px 24px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 17px;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: right\">\n<section style=\"margin: 10px 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px;text-align: center\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: middle;line-height: 0\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-fileid=\"100098753\" data-imgfileid=\"100227057\" data-ratio=\"0.07314814814814814\" data-type=\"png\" data-w=\"1080\" style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: middle;width: 677px !important;height: auto !important\" src=\"\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-align: center\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-backh=\"1028\" data-backw=\"578\" data-imgfileid=\"100235254\" data-ratio=\"1.7777777777777777\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1080\" style=\"width:100%\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-0588a21bf093d01f3516dbb9ec9a6bea.jpeg\"><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><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: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u673a\u5236\u53ef\u89e3\u91ca\u6027\u662f\u4e00\u4e2a\u5178\u578b\u7684\u8de8\u5b66\u79d1\u95ee\u9898\u3002\u672c\u6b21\u5206\u4eab\u5c06\u7ed3\u5408\u590d\u6742\u7cfb\u7edf\u3001\u795e\u7ecf\u79d1\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u7269\u7406\u5b66\u7b49\u4e0d\u540c\u9886\u57df\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u6982\u89c8\u5e76\u6bd4\u8f83\u53ef\u89e3\u91ca\u6027\u7684\u591a\u79cd\u65b9\u6cd5\u8def\u5f84\u3002\u9664\u4e86\u56de\u987e\u65e2\u6709\u5de5\u4f5c\u5916\uff0c\u8fd8\u5c06\u5c55\u793a\u90e8\u5206\u65b0\u7684\u7814\u7a76\u7ed3\u679c\uff0c\u5e76\u91cd\u70b9\u63a2\u8ba8\u5982\u4f55\u8bc4\u4f30\u6a21\u578b\u8f93\u51fa\u7684\u53ef\u9760\u6027\u3002\u6700\u540e\uff0c\u5206\u4eab\u5c06\u4ecb\u7ecd\u4e0e\u53ef\u89e3\u91ca\u6027\u9ad8\u5ea6\u76f8\u5173\u7684\u6f5c\u7a7a\u95f4\u63a8\u7406\u9886\u57df\uff0c\u5206\u4eab\u5c42\u7ea7\u5316\u63a8\u7406\u6a21\u578b\uff08Hierarchical Reasoning Model, HRM\uff09\u7684\u6846\u67b6\u4e0e\u672a\u6765\u5e94\u7528\u6f5c\u529b\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\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<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\">\u4e00\u3001\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u65b9\u6cd5\u56de\u987e<\/span><\/span><\/h3>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u57fa\u4e8e\u56de\u8def\u5206\u6790\u7684\u65b9\u6cd5<\/span><\/span><\/strong><span><span>\uff1a\u89e3\u6790\u6a21\u578b\u5185\u90e8\u7535\u8def\u4e0e\u8868\u793a\u8def\u5f84<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u57fa\u4e8e\u590d\u6742\u7cfb\u7edf\u7684\u65b9\u6cd5<\/span><\/span><\/strong><span><span>\uff1a\u4ece\u52a8\u529b\u5b66\u4e0e\u6d8c\u73b0\u89d2\u5ea6\u7406\u89e3\u6a21\u578b<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u57fa\u4e8e\u795e\u7ecf\u79d1\u5b66\u7684\u65b9\u6cd5<\/span><\/span><\/strong><span><span>\uff1a\u501f\u9274\u8111\u79d1\u5b66\u5b9e\u9a8c\u4e0e\u8868\u5f81\u5206\u6790<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u57fa\u4e8e\u8ba4\u77e5\u5fc3\u7406\u5b66\u7684\u65b9\u6cd5<\/span><\/span><\/strong><span><span>\uff1a\u5bf9\u6bd4\u4eba\u7c7b\u601d\u7ef4\u6a21\u5f0f\u4e0e\u6a21\u578b\u673a\u5236<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u6a21\u578b\u8f93\u51fa\u53ef\u9760\u6027\u9884\u6d4b\u7814\u7a76<\/span><\/span><\/strong><span><span>\uff1a\u4ece\u89e3\u91ca\u6027\u8d70\u5411\u5b9e\u9645\u53ef\u63a7\u4e0e\u53ef\u9a8c\u8bc1<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\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\">\u4e8c\u3001\u6f5c\u7a7a\u95f4\u63a8\u7406 HRM \u6a21\u578b\u4ecb\u7ecd<\/span><\/span><\/h3>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>HRM \u8ba1\u7b97\u6846\u67b6\u4e0e\u8bad\u7ec3\u65b9\u6cd5<\/span><\/span><\/strong><span><span>\uff1a\u7ed3\u5408\u5c42\u7ea7\u5316\u7ed3\u6784\u4e0e\u7c7b\u8111\u52a8\u529b\u5b66<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>HRM \u7684\u53ef\u89e3\u91ca\u6027\u5206\u6790<\/span><\/span><\/strong><span><span>\uff1a\u4f4e\u7ef4\u6d41\u5f62\u3001\u5c42\u7ea7\u63a8\u7406\u4e0e\u900f\u660e\u673a\u5236<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u672a\u6765\u5e94\u7528\u6f5c\u529b<\/span><\/span><\/strong><span><span>\uff1a\u5728\u79d1\u5b66\u53d1\u73b0\u3001\u77e5\u8bc6\u63a8\u7406\u4e0e\u8de8\u9886\u57df\u6cdb\u5316\u4e2d\u7684\u53ef\u80fd\u6027<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\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\">\u4e09\u3001\u5706\u684c\u8ba8\u8bba<\/span><\/span><\/h3>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5728\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u4e0b\uff0c\u4f01\u4e1a\u5e94\u8be5\u6295\u5165\u591a\u5c11\u7814\u53d1\u6210\u672c\u6765\u8ffd\u6c42\u89e3\u91ca\u6027\uff1f<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u662f\u5426\u53ef\u4ee5\u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u5efa\u7acb\u4e00\u5957\u901a\u7528\u7684\u201c\u7b97\u5b50\u5e93\u201d\uff1f\u4f8b\u5982\u6a21\u578b\u60c5\u7eea\u7b97\u5b50\uff0c\u56de\u7b54\u53ef\u9760\u6027\u7b97\u5b50\u7b49\u3002<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5927\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u795e\u7ecf\u79d1\u5b66\u4e4b\u95f4\u7684\u4e92\u76f8\u542f\u53d1\u8fd8\u6709\u591a\u5927\u7684\u524d\u666f\uff1f<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u53ef\u89e3\u91ca\u6027\u662f\u5426\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u5229\u7528\u6f5c\u7a7a\u95f4\u8fdb\u884c\u63a8\u7406\uff1f<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u793e\u533a\u6210\u5458\u63d0\u95ee<\/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<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<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>\u9ed1\u5fc3\u6982\u5ff5<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>Circuit\uff08\u56de\u8def\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;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: 8px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>Path Patching\uff08\u8def\u5f84\u4fee\u8865\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;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: 8px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>PCA\uff08\u4e3b\u6210\u5206\u5206\u6790\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u4e00\u79cd\u964d\u7ef4\u65b9\u6cd5\u3002\u5728\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u4e2d\uff0c\u5e38\u7528\u4e8e\u5bf9\u6a21\u578b\u7684\u9ad8\u7ef4\u7279\u5f81\uff08\u5982\u795e\u7ecf\u5143\u6fc0\u6d3b\u503c\u3001\u9690\u85cf\u5c42\u8f93\u51fa\uff09\u8fdb\u884c\u964d\u7ef4\uff0c\u5c06\u590d\u6742\u7684\u9ad8\u7ef4\u6570\u636e\u6620\u5c04\u5230\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u63d0\u53d6\u6700\u5177\u4ee3\u8868\u6027\u7684\u4e3b\u6210\u5206\u3002<\/span><\/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>LORA\uff08\u4f4e\u79e9\u9002\u5e94\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u4e00\u79cd\u6a21\u578b\u5fae\u8c03\u6280\u672f\uff0c\u6838\u5fc3\u662f\u901a\u8fc7\u4f4e\u79e9\u77e9\u9635\u5206\u89e3\u6765\u8fd1\u4f3c\u8868\u793a\u6a21\u578b\u53c2\u6570\u7684\u66f4\u65b0\u91cf\uff0c\u4ec5\u8bad\u7ec3\u5c11\u91cf\u4f4e\u79e9\u77e9\u9635\u53c2\u6570\u800c\u975e\u5168\u90e8\u6a21\u578b\u53c2\u6570\u3002<\/span><\/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>Phase Transition\uff08\u76f8\u53d8\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u539f\u662f\u7269\u7406\u5b66\u6982\u5ff5\uff0c\u6307\u7cfb\u7edf\u5728\u5916\u754c\u6761\u4ef6\u53d8\u5316\u65f6\u4ece\u4e00\u79cd\u72b6\u6001\u7a81\u53d8\u5230\u53e6\u4e00\u79cd\u72b6\u6001\u7684\u8fc7\u7a0b\u3002\u5728\u5927\u6a21\u578b\u4e2d\uff0c\u6307\u6a21\u578b\u7684\u884c\u4e3a\u6216\u6027\u80fd\u5728\u67d0\u4e9b\u53c2\u6570\u53d8\u5316\u5230\u4e34\u754c\u503c\u65f6\u53d1\u751f\u7684\u7a81\u7136\u3001\u663e\u8457\u7684\u53d8\u5316\u3002<\/span><\/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>Small-world Network\uff08\u5c0f\u4e16\u754c\u7f51\u7edc\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u4e00\u79cd\u7f51\u7edc\u7ed3\u6784\u7279\u5f81\uff0c\u517c\u5177 \u201c\u9ad8\u805a\u7c7b\u7cfb\u6570\u201d\uff08\u8282\u70b9\u7684\u90bb\u5c45\u95f4\u8054\u7cfb\u7d27\u5bc6\uff09\u548c \u201c\u77ed\u5e73\u5747\u8def\u5f84\u957f\u5ea6\u201d\uff08\u4efb\u610f\u4e24\u8282\u70b9\u95f4\u901a\u8fc7\u5c11\u91cf\u6b65\u9aa4\u5373\u53ef\u8fde\u63a5\uff09\u3002\u5927\u6a21\u578b\u7684\u5185\u90e8\u6a21\u5757\uff08\u5982\u795e\u7ecf\u5143\u8fde\u63a5\uff09\u5e38\u5448\u73b0\u5c0f\u4e16\u754c\u7f51\u7edc\u7279\u6027\uff0c\u8fd9\u79cd\u7ed3\u6784\u65e2\u4fdd\u8bc1\u4e86\u5c40\u90e8\u6a21\u5757\u7684\u9ad8\u6548\u534f\u540c\uff0c\u53c8\u80fd\u5b9e\u73b0\u5168\u5c40\u4fe1\u606f\u7684\u5feb\u901f\u4f20\u9012\u3002<\/span><\/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>Hierachy \uff08\u5c42\u7ea7\u7ed3\u6784\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6307\u6a21\u578b\u5185\u90e8\u6a21\u5757\u6216\u7279\u5f81\u8868\u793a\u7684\u5c42\u7ea7\u7ec4\u7ec7\u65b9\u5f0f\u3002\u5927\u6a21\u578b\u901a\u5e38\u5177\u6709\u591a\u5c42\u7ea7\u7ed3\u6784\uff0c\u5e95\u5c42\u53ef\u80fd\u7f16\u7801\u7b80\u5355\u7279\u5f81\uff08\u5982\u6587\u672c\u4e2d\u7684\u5b57\u7b26\u3001\u56fe\u50cf\u4e2d\u7684\u8fb9\u7f18\uff09\uff0c\u9ad8\u5c42\u5219\u7f16\u7801\u66f4\u62bd\u8c61\u3001\u590d\u6742\u7684\u6982\u5ff5\uff08\u5982\u8bed\u4e49\u3001\u7269\u4f53\u7c7b\u522b\uff09\u3002<\/span><\/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>Recurrent \uff08\u5faa\u73af\uff09<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6307\u6a21\u578b\u4e2d\u5177\u6709 \u201c\u5faa\u73af\u8fde\u63a5\u201d \u7684\u7ed3\u6784\uff08\u5982\u5faa\u73af\u795e\u7ecf\u7f51\u7edc RNN\uff09\uff0c\u5373\u8f93\u51fa\u4f1a\u88ab\u53cd\u9988\u5230\u8f93\u5165\u7aef\uff0c\u4f7f\u6a21\u578b\u80fd\u5904\u7406\u5e8f\u5217\u6570\u636e\uff08\u5982\u6587\u672c\u3001\u65f6\u95f4\u5e8f\u5217\uff09\u5e76\u4fdd\u7559\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/span><\/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>Slow fast timescale separation\uff08\u5feb\u6162\u65f6\u95f4\u5c3a\u5ea6\u5206\u79bb\uff09<\/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>\u6307\u7cfb\u7edf\u4e2d\u5b58\u5728\u4e24\u79cd\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u7684\u52a8\u6001\u8fc7\u7a0b\uff1a\u201c\u6162\u8fc7\u7a0b\u201d\uff08\u5982\u957f\u671f\u8bb0\u5fc6\u7684\u66f4\u65b0\u3001\u6a21\u578b\u53c2\u6570\u7684\u7f13\u6162\u8c03\u6574\uff09\u548c \u201c\u5feb\u8fc7\u7a0b\u201d\uff08\u5982\u77ed\u671f\u4fe1\u606f\u7684\u5904\u7406\u3001\u5b9e\u65f6\u8f93\u51fa\u7684\u8ba1\u7b97\uff09\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: 15px\"><span><span>1.&nbsp;<\/span><\/span><em><span><span>Emergent Response Planning in LLMs<\/span><\/span><\/em><span><span>&nbsp;(ICML 2025)<\/span><\/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>\u63ed\u793a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u751f\u6210\u9996\u4e2a\u8bcd\u5143\u524d\u5df2\u901a\u8fc7\u9690\u85cf\u5c42\u7f16\u7801\u5168\u5c40\u8f93\u51fa\u7684\u7ed3\u6784\u3001\u5185\u5bb9\u548c\u884c\u4e3a\u5c5e\u6027\uff08\u5982\u56de\u590d\u957f\u5ea6\u3001\u6545\u4e8b\u89d2\u8272\u9009\u62e9\u3001\u7b54\u6848\u53ef\u4fe1\u5ea6\uff09\uff0c\u63d0\u51fa \u201c\u524d\u77bb\u89c4\u5212\u201d \u673a\u5236\uff0c\u4e3a\u6a21\u578b\u53ef\u63a7\u6027\u548c\u900f\u660e\u5ea6\u63d0\u4f9b\u65b0\u89c6\u89d2\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><em style=\"font-size: 15px\"><span><br \/><\/span><\/em><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><em style=\"font-size: 15px\"><span><span>2.Geva, Mor, et al. &#8220;Transformer Feed-Forward Layers Are Key-Value Memories.&#8221; arXiv:2012.14913, 2020<\/span><\/span><\/em><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u63d0\u51fa Transformer \u7684\u524d\u9988\u5c42\uff08FFNs\uff09\u672c\u8d28\u4e0a\u662f\u952e\u503c\u8bb0\u5fc6\u7ed3\u6784\uff0c\u952e\u5bf9\u5e94\u6587\u672c\u6a21\u5f0f\uff0c\u503c\u5bf9\u5e94\u8f93\u51fa\u5206\u5e03\uff0c\u5e95\u5c42\u6355\u6349\u6d45\u5c42\u6a21\u5f0f\uff0c\u9ad8\u5c42\u7f16\u7801\u8bed\u4e49\u4fe1\u606f\uff0c\u4e3a\u89e3\u91ca\u6a21\u578b\u7684\u77e5\u8bc6\u5b58\u50a8\u548c\u63a8\u7406\u673a\u5236\u63d0\u4f9b\u4e86\u65b0\u6846\u67b6\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><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>3.Zou, Andy, et al. &#8220;REPRESENTATION ENGINEERING: A TOP-DOWN APPROACH TO AI TRANSPARENCY.&#8221;&nbsp;<\/span><\/span><em><span><span>arXiv:2310.01405<\/span><\/span><\/em><span><span>, 2023<\/span><\/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>\u63d0\u51fa\u4e00\u79cd\u81ea\u4e0a\u800c\u4e0b\u7684 AI \u900f\u660e\u5ea6\u65b9\u6cd5\uff0c\u901a\u8fc7\u5206\u6790\u6a21\u578b\u7684 \u201c\u7fa4\u4f53\u7ea7\u8868\u793a\u201d \u800c\u975e\u5355\u4e2a\u795e\u7ecf\u5143\uff0c\u5b9e\u73b0\u5bf9\u8bda\u5b9e\u6027\u3001\u65e0\u5bb3\u6027\u7b49\u590d\u6742\u8ba4\u77e5\u73b0\u8c61\u7684\u76d1\u6d4b\u4e0e\u64cd\u63a7\uff0c\u4e3a\u5927\u6a21\u578b\u7684\u5b89\u5168\u5bf9\u9f50\u63d0\u4f9b\u4e86\u53ef\u64cd\u4f5c\u7684\u6280\u672f\u8def\u5f84\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><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>4.Cambria, Erik, et al. &#8220;SenticNet 7: A Commonsense-based Neurosymbolic AI Framework for Explainable Sentiment Analysis.&#8221;&nbsp;<\/span><\/span><em><span><span>Semantic Scholar<\/span><\/span><\/em><span><span>, 2021<\/span><\/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>\u6784\u5efa\u878d\u5408\u5e38\u8bc6\u77e5\u8bc6\u4e0e\u795e\u7ecf\u7b26\u53f7 AI \u7684 SenticNet 7 \u6846\u67b6\uff0c\u901a\u8fc7\u81ea\u52a8\u53d1\u73b0\u6982\u5ff5\u539f\u8bed\u5e76\u94fe\u63a5\u5e38\u8bc6\u6982\u5ff5\uff0c\u5b9e\u73b0\u60c5\u611f\u5206\u6790\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u540c\u65f6\u652f\u6301\u591a\u8bed\u8a00\u548c\u591a\u6a21\u6001\u573a\u666f\u7684\u60c5\u611f\u63a8\u7406\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><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>5.<\/span><\/span><em><span><span>Topology of reasoning: understanding large reasoning models through reasoning graph properties<\/span><\/span><\/em><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u63d0\u51fa\u901a\u8fc7\u6784\u5efa\u63a8\u7406\u56fe\u5206\u6790\u5927\u6a21\u578b\u7684\u62d3\u6251\u7ed3\u6784\uff08\u5982\u63a2\u7d22\u5bc6\u5ea6\u3001\u5206\u652f\u6bd4\u3001\u6536\u655b\u6027\uff09\uff0c\u53d1\u73b0\u56fe\u7ed3\u6784\u7279\u5f81\u4e0e\u63a8\u7406\u51c6\u786e\u6027\u5f3a\u76f8\u5173\uff0c\u4e3a\u8bc4\u4f30\u548c\u4f18\u5316\u6a21\u578b\u63a8\u7406\u80fd\u529b\u63d0\u4f9b\u4e86\u91cf\u5316\u6846\u67b6\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><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>6. &#8220;Hierarchical reasoning model.&#8221;&nbsp;<\/span><\/span><em><span><span>arXiv:2502.06772<\/span><\/span><\/em><span><span>, 2025<\/span><\/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>\u53d7\u5927\u8111\u5c42\u7ea7\u5904\u7406\u673a\u5236\u542f\u53d1\uff0c\u8bbe\u8ba1\u5305\u542b \u201c\u62bd\u8c61\u89c4\u5212\u201d \u548c \u201c\u7ec6\u8282\u8ba1\u7b97\u201d \u53cc\u5faa\u73af\u6a21\u5757\u7684\u5206\u5c42\u63a8\u7406\u6a21\u578b\uff08HRM\uff09\uff0c\u4ec5\u7528 2700 \u4e07\u53c2\u6570\u5728\u6570\u72ec\u3001\u8ff7\u5bab\u7b49\u590d\u6742\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4f20\u7edf\u601d\u7ef4\u94fe\u6a21\u578b\uff0c\u5b9e\u73b0\u8ba1\u7b97\u6df1\u5ea6\u4e0e\u6548\u7387\u7684\u5e73\u8861\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;text-align: left\"><span style=\"font-size: 15px\"><span>7.Learning-at-Criticality in Large Language Models for Quantum Field Theory and Beyond<\/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>\u8be5\u8bba\u6587\u63d0\u51fa\u4e34\u754c\u5b66\u4e60\uff08LaC\uff09\u7406\u8bba\u6846\u67b6\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u53c2\u6570\u8c03\u6574\u81f3\u4e34\u754c\u72b6\u6001\uff0c\u4f7f\u6a21\u578b\u5728\u6781\u5c11\u91cf\u8bad\u7ec3\u6570\u636e\u4e0b\u5b9e\u73b0\u6700\u4f18\u6cdb\u5316\u6027\u80fd\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>8.\u4ece\u300c\u65e0\u9650\u6df1\u300d\u5230\u300c\u4e00\u6b65\u4e4b\u9065\u300d\uff1a\u9690\u51fd\u6570\u5b9a\u7406\u5982\u4f55\u4e3a\u795e\u7ecf\u7f51\u7edc\u300c\u6284\u8fd1\u9053\u300d<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span>https:\/\/zhuanlan.zhihu.com\/p\/1941426523631486436<\/span><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u4e3b\u8bb2\u4eba\u7b80\u4ecb<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.5625\" data-type=\"jpeg\" data-w=\"1920\" style=\"background-color:transparent;width:100%\" data-width=\"1920\" data-height=\"1080\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100235239\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-a9f9c7ff758848b5f601aa85e90899e1.jpeg\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8bb8\u94c1\uff0c\u4e4b\u6c5f\u5b9e\u9a8c\u5ba4\u7814\u7a76\u5458\uff0c\u6bd5\u4e1a\u4e8e\u4ee5\u8272\u5217\u7406\u5de5\u5927\u5b66\u590d\u6742\u7cfb\u7edf\u4e13\u4e1a\uff0c\u7814\u7a76\u9886\u57df\u4e3a\u4eba\u5de5\u667a\u80fd\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<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>\u5706\u684c\u5609\u5bbe\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=\"background-color:transparent;width:100%\" data-width=\"1920\" data-height=\"1080\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100235242\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-b0cfa51d9c82eaa107f6ccab23c7db8d.jpeg\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u8096\u8fbe\uff0c\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u5f69\u4e91\u79d1\u6280\u8054\u5408\u521b\u59cb\u4eba\u3001\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u526f\u6559\u6388\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7814\u7a76\u65b9\u5411\uff1a\u4e3b\u8981\u8d1f\u8d23\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u548c\u7b97\u6cd5\u7684\u7814\u53d1\u7528\u4e8e\u5f69\u4e91\u5929\u6c14\u3001\u5f69\u4e91\u5c0f\u8bd1\u3001\u5f69\u4e91\u5c0f\u68a6\u7b49\u4ea7\u54c1\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<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=\"background-color:transparent;width:100%\" data-width=\"1920\" data-height=\"1080\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100235238\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-63f13469fd85158bbaee61247eee1ee6.jpeg\" \/><\/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<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-ratio=\"0.5625\" data-type=\"jpeg\" data-w=\"1920\" style=\"background-color:transparent;width:100%\" data-width=\"1920\" data-height=\"1080\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100235244\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-f70aafe6e036600114ebfae2d171276b.jpeg\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u6768\u660e\u54f2\uff0c\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u7855\u58eb\u751f\uff0c\u5f20\u6c5f\u8001\u5e08\u56e0\u679c\u6d8c\u73b0\u7814\u7a76\u5c0f\u7ec4\u6210\u5458\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\u56e0\u679c\u6d8c\u73b0\u3001\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\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-ratio=\"0.5625\" data-type=\"jpeg\" data-w=\"1920\" style=\"background-color:transparent;width:100%\" data-width=\"1920\" data-height=\"1080\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100235245\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-812e9d48bcc931caf22697d5b4cd4069.jpeg\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u59da\u4e91\u5fd7\uff0c\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u5728\u8bfb\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3a\u9648\u534e\u94a7\u6559\u6388\u4e0e\u5f20\u5b81\u8c6b\u6559\u6388\u3002\u73b0\u5728\u662f\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u7684\u8bbf\u95ee\u7814\u7a76\u5b66\u8005\uff0c\u4e0eNanyun Peng\u6559\u6388\u4e00\u8d77\u5de5\u4f5c\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\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u673a\u5668\u5b66\u4e60\uff0c\u7279\u522b\u5173\u6ce8\u652f\u6491\u5927\u578b\u8bed\u8a00\u6a21\u578b \uff08LLM\uff09 \u7684\u77e5\u8bc6\u673a\u5236\u3002\u7814\u7a76 LLM \u5982\u4f55\u83b7\u53d6\u3001\u5b58\u50a8\u548c\u5229\u7528\u77e5\u8bc6\u8fdb\u884c\u63a8\u7406\uff0c\u4ee5\u53ca\u4e0d\u540c\u67b6\u6784\u548c\u6a21\u5f0f\u7684\u6a21\u578b\u4e4b\u95f4\u7684\u4ea4\u4e92\u65b9\u5f0f\u3002\u76ee\u6807\u662f\u5f00\u53d1\u7b80\u6d01\u800c\u7cbe\u786e\u7684\u6a21\u578b\u7f16\u8f91\u65b9\u6cd5\u3002<\/span><\/span><span style=\"line-height: 1.75em;font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-ratio=\"0.5625\" data-s=\"300,640\" data-type=\"jpeg\" data-w=\"1280\" style=\"width:100%\" data-backw=\"562\" data-backh=\"316\" data-imgfileid=\"100235248\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-cc3aa35aa5ba21910e79c8857e17fdf6.jpeg\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px\"><span>\u7ae0\u5f66\u535a\uff0c\u5854\u592b\u8328\u5927\u5b66\u535a\u58eb\u540e\uff0c\u7f8e\u56fd\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\u590d\u6742\u7cfb\u7edf\u535a\u58eb\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u51dd\u805a\u6001\u7269\u7406\u7cfb\uff0c\u96c6\u667a\u79d1\u5b66\u5bb6\uff0c\u66fe\u5728\u745e\u5178\u5361\u7f57\u7433\u65af\u5361\u533b\u5b66\u9662\u8fdb\u884c\u8bbf\u95ee\u4ea4\u6d41\u3002\u7814\u7a76\u65b9\u5411\uff1a\u7edf\u8ba1\u7269\u7406\u3001\u590d\u6742\u7cfb\u7edf\u7b49\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u4e3b\u8981\u662f\u8bd5\u56fe\u7406\u89e3\u6211\u4eec\u8fd9\u4e2a\u4e16\u754c\u7684\u201c\u7279\u6b8a\u5c3a\u5ea6\u201d\u3002\u4e3a\u4ec0\u4e48\u539f\u5b50\u4f1a\u5b58\u5728\uff1f\u4e3a\u4ec0\u4e48\u5206\u5b50\u4f1a\u5b58\u5728\uff1f\u4e3a\u4ec0\u4e48\u201c\u4e8b\u7269\u201d\u7684\u6982\u5ff5\u662f\u4e00\u4e2a\u6709\u7528\u7684\u6982\u5ff5\uff1f\u6b64\u5916\uff0c\u4ed6\u8fd8\u81f4\u529b\u4e8e\u5229\u7528\u5316\u5b66\u53cd\u5e94\u7f51\u7edc\u63a2\u7d22\u751f\u547d\u7684\u8d77\u6e90\u3002 \u5728\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u4e4b\u5916\uff0c\u4ed6\u559c\u6b22\u7814\u7a76\u5728\u7ebf\u793e\u4ea4\u7f51\u7edc\u548c\u53e4\u4ee3\u97f3\u4e50\u53f2\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<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\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-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 style=\"font-weight: bold\">\u53c2\u4e0e\u65f6\u95f4\uff1a<\/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>\u5317\u4eac\u65f6\u95f42025\u5e748\u670821\u65e5\uff08\u5468\u56db\uff09\u665a\u4e0a19:30-21:30<\/span><\/span><\/p>\n<section class=\"channels_iframe_wrp\"><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u626b\u7801\u62a5\u540d\u52a0\u5165\u793e\u7fa4\u4ea4\u6d41\uff0c\u5e76\u83b7\u53d6\u817e\u8baf\u4f1a\u8bae\u94fe\u63a5\u3002<\/span><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"1\" data-type=\"png\" data-w=\"400\" style=\"background-color: transparent;width: 143px;height: 143px\" data-width=\"400\" data-height=\"400\" data-imgfileid=\"100235243\" src=\"\/wp-content\/uploads\/2025\/08\/wxsync-2025-08-63e10933ad8e9df1d4195d48034de9de.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><span style=\"font-size: 15px\"><span style=\"font-size: 13px\"><span>\uff08\u53ef\u5f00\u53d1\u7968\uff09<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><span style=\"font-size: 15px\"><span style=\"font-size: 13px\"><span>https:\/\/pattern.swarma.org\/study_group_issue\/969?from=wechat<\/span><\/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;width: 661px !important;height: auto !important\" data-backw=\"578\" data-backh=\"330\" src=\"\" \/><\/span><\/a><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; color: rgb(136, 136, 136); font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif; font-size: 14px; letter-spacing: 0.544px; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-size: 14px;, Arial, sans-serif\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; color: rgb(136, 136, 136); font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif; font-size: 14px; letter-spacing: 0.544px; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px 24px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 17px;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 8px 5px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);color: rgb(136, 136, 136);font-family: 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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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