{"id":60138,"date":"2025-05-28T21:52:46","date_gmt":"2025-05-28T13:52:46","guid":{"rendered":"https:\/\/swarma.org\/?p=60138"},"modified":"2025-05-28T21:52:46","modified_gmt":"2025-05-28T13:52:46","slug":"nature%e5%ad%90%e5%88%8a%ef%bd%9c%e9%95%bf%e5%ba%8f%e5%88%97%e7%9a%84%e6%82%96%e8%ae%ba%ef%bc%9a%e7%8a%b6%e6%80%81%e7%a9%ba%e9%97%b4%e6%a8%a1%e5%9e%8b%e8%83%bd%e5%90%a6%e6%89%93%e7%a0%b4%e6%b3%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=60138","title":{"rendered":"Nature\u5b50\u520a\uff5c\u957f\u5e8f\u5217\u7684\u6096\u8bba\uff1a\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u80fd\u5426\u6253\u7834\u6ce8\u610f\u529b\u74f6\u9888\uff1f"},"content":{"rendered":"<div class='wxsyncmain'>\n<section data-mpa-powered-by=\"yiban.io\" data-pm-slice=\"0 0 []\">\n<section>\n<section style=\"text-align: right\">\n<section data-mpa-powered-by=\"yiban.io\" style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px\" data-pm-slice=\"0 0 []\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px;vertical-align: top\">\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\">\n<section style=\"text-align: justify\"><span><img class=\"rich_pages wxw-img\" style=\"height: auto !important\" \/><img class=\"rich_pages wxw-img\" data-backh=\"324\" data-backw=\"578\" data-galleryid=\"617917474926583808\" data-gallerysupplier=\"100\" data-imgfileid=\"100230070\" data-ratio=\"0.5604395604395604\" data-s=\"300,640\" data-type=\"other\" data-w=\"1456\" style=\"width:100%\" src=\"\" \/><img class=\"rich_pages wxw-img\" style=\"height: auto !important\" \/><\/span><\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px 3px 0px 0px;max-width: 100%;float: left;line-height: 1\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: left\">\n<section style=\"margin: 0px;padding: 0px 0px 0px 10px;max-width: 100%;width: auto;vertical-align: top;min-width: 10%;height: auto;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;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 style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: justify;font-size: 16px;line-height: 1.5\">\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>\u5bfc\u8bed<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;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=\"margin: 0px;padding: 0px 4px;max-width: 100%;clear: right;min-height: 4.5em !important\">\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em;text-align: justify\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span>\u5728\u4eba\u5de5\u667a\u80fd\u98de\u901f\u53d1\u5c55\u7684\u80cc\u666f\u4e0b\uff0c\u652f\u6491\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6838\u5fc3\u6280\u672f\u2014\u2014Transformer\uff0c\u4ee5\u5176\u5f3a\u5927\u7684\u5e8f\u5217\u5efa\u6a21\u80fd\u529b\u5e7f\u53d7\u77a9\u76ee\u3002\u7136\u800c\uff0c\u968f\u7740\u5e94\u7528\u89c4\u6a21\u4e0d\u65ad\u6269\u5927\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u8ba1\u7b97\u6210\u672c\u4e5f\u6b63\u9010\u6e10\u663e\u73b0\u4e3a\u5173\u952e\u74f6\u9888\u3002\u8a00\u6a21\u578b\u7684\u80cc\u540e\u6280\u672f Transformer \u56e0\u5176\u5f3a\u5927\u7684\u5e8f\u5217\u5904\u7406\u80fd\u529b\u800c\u5e7f\u53d7\u5173\u6ce8\u3002\u7136\u800c\uff0c\u968f\u7740\u5e94\u7528\u9700\u6c42\u7684\u589e\u957f\uff0c\u5176\u8ba1\u7b97\u6210\u672c\u4e5f\u65e5\u76ca\u6210\u4e3a\u74f6\u9888\u3002\u8fd1\u671f\u4e00\u7bc7\u53d1\u8868\u5728 Nature Machine Intelligence \u7684\u7efc\u8ff0\u6307\u51fa\uff1a\u6211\u4eec\u6b63\u8fce\u6765\u4e00\u573a\u6084\u7136\u7684\u6280\u672f\u8f6c\u53d8\u2014\u2014\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08Recurrent Neural Networks, RNN\uff09\u548c\u72b6\u6001\u7a7a\u95f4\u5efa\u6a21\uff08State Space Models, SSM\uff09\u7b49\u7ecf\u5178\u65b9\u6cd5\u6b63\u88ab\u91cd\u65b0\u5ba1\u89c6\uff0c\u5e76\u4e0e Transformer \u878d\u5408\uff0c\u63a8\u52a8\u66f4\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u7684\u5e8f\u5217\u5efa\u6a21\u67b6\u6784\u3002\u8fd9\u4e0d\u4ec5\u5173\u4e4e\u6027\u80fd\uff0c\u66f4\u5173\u4e4e\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/span><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em;text-align: justify\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span><br \/><\/span><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em;text-align: justify\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span>\u5173\u952e\u8bcd\uff1a<span>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001Transformer\u3001\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSM\uff09\u3001\u957f\u5e8f\u5217\u5efa\u6a21\u3001\u7ebf\u6027\u5faa\u73af\u5355\u5143\uff08LRUs\uff09\u3001\u81ea\u6ce8\u610f\u529b\u673a\u5236\u3001\u68af\u5ea6\u6d88\u5931\u3001\u5e8f\u5217\u5b66\u4e60<\/span><\/span><span><br \/><\/span><\/span><\/strong><\/p>\n<\/section>\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\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-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\" data-fileid=\"100098753\" data-imgfileid=\"100227057\" src=\"\" \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right\"><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: right; margin-top: 10px; margin-bottom: 10px; letter-spacing: 0.544px; color: rgb(63, 63, 63); font-family: PingFangSC-light; font-size: 15px; background-color: rgb(255, 255, 255); -webkit-tap-highlight-color: transparent; outline: 0px; vertical-align: middle; display: inline-block; line-height: 0; visibility: visible;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u8d75\u601d\u6021<span style=\"font-weight: bold\">\u4e28\u4f5c\u8005<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right\"><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" 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; text-align: right;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: right\"><span style=\", Arial, sans-serif;font-size: 13px;letter-spacing: 0.544px\" 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; text-align: right;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><br \/><\/span><\/p>\n<section data-pm-slice=\"0 0 []\" data-mpa-action-id=\"mb7p8gk938o\" style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><img class=\"rich_pages wxw-img\" data-backh=\"240\" data-backw=\"562\" data-height=\"389\" data-imgfileid=\"100230068\" data-ratio=\"0.42747252747252745\" data-type=\"png\" data-w=\"910\" data-width=\"910\" style=\"width: 100%\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-1d75b3950660f876ec6bdc3e22166a58.png\" \/><\/section>\n<blockquote>\n<p style=\"text-align: left\"><span>\u8bba\u6587\u9898\u76ee\uff1aBack to recurrent processing at the crossroad of transformers and state-space models<\/span><\/p>\n<p style=\"text-align: left\"><span>\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e745\u670815\u65e5<\/span><\/p>\n<p style=\"text-align: left\"><span>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/doi.org\/10.1038\/s42256-025-01034-6<\/span><\/p>\n<p style=\"text-align: left\"><span>\u53d1\u8868\u671f\u520a\uff1anature machine intelligence<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;text-align: left\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u5f00\u53d1\u80fd\u591f\u5904\u7406\u548c\u6709\u6548\u5b66\u4e60\u957f\u5e8f\u5217\u6570\u636e\u7684\u6a21\u578b\uff0c\u4e00\u76f4\u662f\u673a\u5668\u5b66\u4e60\u9886\u57df\u9762\u4e34\u7684\u4e00\u9879\u957f\u671f\u6311\u6218\u3002<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer \u67b6\u6784<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\uff0c\u5c24\u5176\u662f\u5927\u8bed\u8a00\u6a21\u578b\u6240\u5c55\u73b0\u51fa\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u4f7f\u5f97\u57fa\u4e8e\u5e76\u884c\u6ce8\u610f\u529b\u673a\u5236\u7684\u65b9\u6cd5\u6210\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u7684\u6838\u5fc3\u8def\u5f84\uff0c\u4e5f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5f31\u5316\u4e86\u4f20\u7edf\u5faa\u73af\u67b6\u6784\u5728\u5e8f\u5217\u5efa\u6a21\u65b9\u9762\u7684\u4f18\u52bf\u4e0e\u4ef7\u503c\u3002\u7136\u800c\uff0c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5e26\u6765\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u95ee\u9898\u65e5\u76ca\u53d7\u5230\u5173\u6ce8\uff0c\u8fd1\u5e74\u6765\u6d8c\u73b0\u51fa\u4e00\u7c7b\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u2014\u2014<\/span><\/span><strong style=\"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-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><span>\u6df1\u5ea6\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08(deep) State-Space Models, SSMs\uff09<\/span><span style=\"font-weight: normal\">,&nbsp;<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u5b83\u4eec\u878d\u5408\u4e86&nbsp;<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer&nbsp;<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u4e0e\u5faa\u73af\u7f51\u7edc\u7684\u4f18\u52bf\uff0c\u65e8\u5728\u517c\u987e\u6548\u7387\u4e0e\u8868\u8fbe\u80fd\u529b\u3002\u4e0e\u6b64\u540c\u65f6\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u4e5f\u9010\u6e10\u88ab\u8bc1\u660e\u662f\u65f6\u95f4\u5e8f\u5217\u51fd\u6570\u903c\u8fd1\u7684\u6709\u6548\u5de5\u5177\uff0c\u4e3a\u5e8f\u5217\u6570\u636e\u7684\u5b66\u4e60\u63d0\u4f9b\u4e86\u65b0\u7684\u7406\u8bba\u89c6\u89d2\u4e0e\u5efa\u6a21\u601d\u8def\u3002<\/span><span style=\"font-weight: normal\">\u672c\u6587\u7efc\u8ff0\u4e86\u8fd9\u4e9b\u5728\u201c\u5faa\u73af\u6a21\u578b\u201d\u7edf\u4e00\u6846\u67b6\u4e0b\u7684\u6700\u65b0\u8fdb\u5c55\uff0c\u5e76\u63a2\u8ba8\u5176\u5728\u672a\u6765\u5927\u89c4\u6a21\u751f\u6210\u6a21\u578b\u67b6\u6784\u53d1\u5c55\u4e2d\u7684\u6f5c\u5728\u5173\u952e\u4f5c\u7528\u3002<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><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>\u5e8f\u5217\u4e4b\u4e89\uff1a<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>Transformer\u3001RNN\u4e0eSSM\u7684\u878d\u5408\u65b0\u62d0\u70b9<\/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;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u8fd1\u5e74\u6765\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>&nbsp;\u4ee5\u5176\u5e76\u884c\u6ce8\u610f\u529b\u673a\u5236\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u56fe\u50cf\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u5927\u653e\u5f02\u5f69\uff0c\u51e0\u4e4e\u53d6\u4ee3\u4e86\u4f20\u7edf RNN \u6210\u4e3a\u4e3b\u6d41\u3002\u7136\u800c\uff0c\u968f\u7740\u5bf9\u957f\u5e8f\u5217\u5904\u7406\u7684\u9700\u6c42\u4e0d\u65ad\u4e0a\u5347\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer&nbsp;<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u56fa\u6709\u7684<\/span><\/span><span><span>O(L<\/span><\/span><sup><span>2<\/span><\/sup><span><span>)<\/span><\/span><span style=\"font-size: 15px\"><span>\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u663e\u5b58\u74f6\u9888\u95ee\u9898\u65e5\u76ca\u7a81\u51fa\u3002<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u4e0e\u6b64\u540c\u65f6\uff0c\u4e00\u6279\u878d\u5408 Transformer \u4e0e\u5faa\u73af\u673a\u5236\u7684\u65b0\u4e00\u4ee3\u67b6\u6784\u9646\u7eed\u6d8c\u73b0\uff0c\u501f\u52a9\u7ebf\u6027\u5faa\u73af\u7ed3\u6784\u3001\u72b6\u6001\u66f4\u65b0\u51fd\u6570\u548c\u95e8\u63a7\u673a\u5236\uff0c\u5728\u4fdd\u6301\u8868\u8fbe\u80fd\u529b\u7684\u540c\u65f6\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500\uff0c\u5f15\u53d1\u201c\u5faa\u73af\u590d\u5174\u201d\u6d6a\u6f6e\u3002<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u8fd9\u4e0d\u4ec5\u6311\u6218\u4e86\u201c\u6ce8\u610f\u529b\u81f3\u4e0a\u201d\u7684\u4e3b\u6d41\u8303\u5f0f\uff0c\u4e5f\u4e3a\u6a21\u578b\u5728\u8bad\u7ec3\u6548\u7387\u3001\u63a8\u7406\u901f\u5ea6\u4e0e\u786c\u4ef6\u53cb\u597d\u6027\u7b49\u65b9\u9762\u63d0\u4f9b\u4e86\u5168\u65b0\u8def\u5f84\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;text-align: center\"><img class=\"rich_pages wxw-img\" data-backh=\"261\" data-backw=\"562\" data-height=\"266\" data-imgfileid=\"100230067\" data-ratio=\"0.46503496503496505\" data-type=\"png\" data-w=\"572\" data-width=\"572\" style=\"width: 100%\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-1bbdad8e35bb16eca8a200d0b3b1b211.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;font-size: 13px;text-align: center\" data-mpa-action-id=\"mb7pkujt23w9\" data-pm-slice=\"0 0 []\"><span><span>\u56fe1\uff1a\u7528\u4e8e\u5e8f\u5217\u5904\u7406\u7684\u524d\u4e00\u4ee3\u4e0e\u5f53\u524d\u4e00\u4ee3\u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/span><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/h2>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><strong style=\"font-size: 15px\"><span><br \/><\/span><\/strong><\/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>\u5faa\u73af\u6a21\u578b\u7684\u6838\u5fc3\u6f14\u5316\uff1a\u4ece\u68af\u5ea6\u6d88\u5931\u5230\u95e8\u63a7\u8bb0\u5fc6<\/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;line-height: 1.75em;margin-bottom: 0px\"><strong style=\"font-size: 15px\"><span><span>\u5faa\u73af\u6a21\u578b<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u5728\u72b6\u6001\u968f\u65f6\u95f4\u6f14\u5316\u7684\u8fc7\u7a0b\u4e2d\u6355\u6349\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u65f6\u5e8f\u7279\u5f81\u3002\u4f20\u7edf\u7684 Elman \u7f51\u7edc\u901a\u8fc7\u72b6\u6001\u968f\u65f6\u95f4\u9012\u63a8\u5efa\u6a21\u65f6\u5e8f\u4f9d\u8d56\uff0c\u4f46\u5728\u53cd\u5411\u4f20\u64ad\u4e2d\u6781\u6613\u906d\u9047\u68af\u5ea6\u6d88\u5931\u6216\u7206\u70b8\u95ee\u9898\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u548c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u95e8\u63a7\u5faa\u73af\u5355\u5143\uff08GRU\uff09<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u5f15\u5165\u4e86\u9057\u5fd8\u95e8\u548c\u8f93\u5165\u95e8\u7b49\u673a\u5236\uff0c\u901a\u8fc7\u52a8\u6001\u8c03\u8282\u4fe1\u606f\u6d41\u6709\u6548\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u957f\u7a0b\u4f9d\u8d56\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u4e3a\u8fdb\u4e00\u6b65\u63d0\u5347\u7a33\u5b9a\u6027\uff0c\u8fd1\u5e74\u6765\u4e0d\u5c11\u5de5\u4f5c\u5c1d\u8bd5\u4f7f\u7528\u6b63\u4ea4\u6216\u5355\u4f4d\u77e9\u9635\u7ea6\u675f\u6743\u91cd\uff0c\u4ece\u800c\u63a7\u5236\u68af\u5ea6\u8303\u6570\uff0c\u51cf\u7f13\u6570\u503c\u4e0d\u7a33\u5b9a\u6027\u3002\u5c3d\u7ba1\u8fd9\u53ef\u80fd\u4f1a\u727a\u7272\u4e00\u90e8\u5206\u6a21\u578b\u8868\u8fbe\u529b\uff0c\u4f46\u5176\u5728\u589e\u5f3a\u8bb0\u5fc6\u4fdd\u6301\u80fd\u529b\u4e0a\u7684\u8868\u73b0\u4ee4\u4eba\u77a9\u76ee\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><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>\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\uff1a<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u8ba9Transformer\u56de\u5f52\u201c\u5faa\u73af\u201d\u672c\u8d28<\/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;line-height: 1.75em;margin-bottom: 0px\"><strong style=\"font-size: 15px\"><span><span>Transformer&nbsp;<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u9700\u5bf9\u6240\u6709 token \u5bf9\u8fdb\u884c\u76f8\u4f3c\u6027\u8ba1\u7b97\uff0c\u4f46\u5176\u8ba1\u7b97\u590d\u6742\u5ea6\u968f\u5e8f\u5217\u957f\u5ea6L<\/span><\/span><span style=\"font-size: 15px\"><span>\u5448\u5e73\u65b9\u589e\u957f<\/span><\/span><span><span>O(L<\/span><\/span><sup><span>2<\/span><\/sup><span><span>)<\/span><\/span><span style=\"font-size: 15px\"><span>\uff0c\u9650\u5236\u4e86\u5176\u5728\u957f\u5e8f\u5217\u4efb\u52a1\u4e2d\u7684\u6269\u5c55\u6027\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u7ebf\u6027 Transformer \u91cd\u6784\u4e86\u6ce8\u610f\u529b\u6838\u51fd\u6570\uff0c\u4f7f\u7528\u975e\u7ebf\u6027\u7279\u5f81\u6620\u5c04<\/span><\/span><\/strong><span data-meta-block-props=\"{&quot;blockId&quot;:&quot;34b473d9-35f2-4569-a776-4d3b88a309b6&quot;,&quot;blockType&quot;:&quot;EQUATION_BLOCK&quot;,&quot;initData&quot;:{},&quot;props&quot;:{&quot;data&quot;:{&quot;equation&quot;:&quot;\u03d5(\u22c5)&quot;},&quot;displayMode&quot;:&quot;inline&quot;,&quot;viewType&quot;:&quot;inline&quot;}}\" style=\"font-size: 15px\"><span><span>\u03d5(\u22c5)<\/span><\/span><\/span><span style=\"font-size: 15px\"><span>\u5c06 query \u548c key \u6620\u5c04\u81f3\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u4f7f\u5f97\u6ce8\u610f\u529b\u5f97\u5206\u53ef\u4ee5\u5199\u4f5c\u77e9\u9635\u5916\u79ef\u5f62\u5f0f\uff0c\u4ece\u800c\u5c06\u590d\u6742\u5ea6\u964d\u81f3\u5c06 query \u548c key \u6620\u5c04\u81f3\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u4f7f\u5f97\u6ce8\u610f\u529b\u5f97\u5206\u53ef\u4ee5\u5199\u4f5c\u77e9\u9635\u5916\u79ef\u5f62\u5f0f\uff0c\u4ece\u800c\u5c06\u590d\u6742\u5ea6\u964d\u81f3<\/span><\/span><span data-meta-block-props=\"{&quot;blockId&quot;:&quot;b272c4b4-b7d5-4ed2-8047-ffc110662dd8&quot;,&quot;blockType&quot;:&quot;EQUATION_BLOCK&quot;,&quot;initData&quot;:{},&quot;props&quot;:{&quot;data&quot;:{&quot;equation&quot;:&quot;O(L)&quot;},&quot;displayMode&quot;:&quot;inline&quot;,&quot;viewType&quot;:&quot;inline&quot;}}\" style=\"font-size: 15px\"><span><span>O(L)<\/span><\/span><\/span><span style=\"font-size: 15px\"><span>\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u516c\u5f0f\u5982\u4e0b\uff1a<\/span><\/span><\/p>\n<section style=\"text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.07685185185185185\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"width: 368px;height: 28px\" data-imgfileid=\"100230073\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-8d37436c3ae1b628ad6ab8f337f0db19.png\" \/><\/section>\n<section style=\"text-align: left;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.16573033707865167\" data-s=\"300,640\" data-type=\"png\" data-w=\"712\" style=\"width:170px;height:28px\" data-imgfileid=\"100230074\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-3dd96df749d7cd067b9d934030ca339d.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u8fd9\u79cd\u5f62\u5f0f\u5c06\u539f\u672c\u201c\u5168\u5c40\u6bd4\u8f83\u201d\u7684\u6ce8\u610f\u529b\u8fc7\u7a0b\u8f6c\u5316\u4e3a\u72b6\u6001\u9012\u63a8\u8fc7\u7a0b\uff0c\u4ee4&nbsp;<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer \u5c42<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u5177\u5907\u201c\u8fd1\u4f3c\u5faa\u73af\u201d\u7684\u7279\u5f81\u3002\u8fdb\u4e00\u6b65\u4f18\u5316\u5982\u968f\u673a\u7279\u5f81\u6620\u5c04\u3001\u95e8\u63a7\u673a\u5236<\/span><span>\uff08RetNet\u3001GAU \u7b49\uff09<\/span><span>\u7b49\u7b56\u7565\uff0c\u5728\u63d0\u5347\u8868\u8fbe\u80fd\u529b\u7684\u540c\u65f6\uff0c\u4e5f\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u5c40\u90e8\u9009\u62e9\u6027\u4e0e\u957f\u671f\u8bb0\u5fc6\u4fdd\u6301\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u95e8\u63a7\u7ebf\u6027\u6ce8\u610f\u529b\u8fdb\u4e00\u6b65\u5f15\u5165\u4e86\u4e0e\u8f93\u5165\u76f8\u5173\u7684\u8870\u51cf\u56e0\u5b50<\/span><\/span><span data-meta-block-props=\"{&quot;blockId&quot;:&quot;579cf0c1-c806-4b93-918a-8d810cc95a11&quot;,&quot;blockType&quot;:&quot;EQUATION_BLOCK&quot;,&quot;initData&quot;:{},&quot;props&quot;:{&quot;data&quot;:{&quot;equation&quot;:&quot;\u03b3&quot;},&quot;displayMode&quot;:&quot;inline&quot;,&quot;viewType&quot;:&quot;inline&quot;}}\" style=\"font-size: 15px\"><span><span>\u03b3\uff0c\u4ee5\u7c7b\u6bd4\u4eba\u7c7b\u8bb0\u5fc6\u7684\u201c\u9057\u5fd8\u673a\u5236\u201d\uff0c\u589e\u5f3a\u5bf9\u5c40\u90e8\u4e0a\u4e0b\u6587\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.06666666666666667\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"width: 352px;height: 23px\" data-imgfileid=\"100230075\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-c6d2427f424d66c7ec5f852e7cd068a8.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;text-align: center\"><span style=\"font-size: 15px\"><span>(\u8be5\u03b3<\/span><\/span><span style=\"font-size: 15px\"><span>\u4e3a\u6587\u4e2d\u591a\u79cd\u95e8\u63a7\u6216\u6307\u6570\u8870\u51cf\u5f62\u5f0f\u7684\u6cdb\u6307\uff0c\u800c\u975e\u7279\u5b9a\u53d8\u91cf\u3002)<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u8fd9\u4e9b\u65b9\u6cd5\u5728\u8bed\u8a00\u5efa\u6a21\u7b49\u4efb\u52a1\u4e2d\u5df2\u903c\u8fd1\u751a\u81f3\u63a5\u8fd1<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u4f20\u7edf Transformer&nbsp;<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5927\u5e45\u964d\u4f4e\u4e86\u5185\u5b58\u5360\u7528\u548c\u63a8\u7406\u6210\u672c\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.3550561797752809\" data-type=\"png\" data-w=\"890\" data-width=\"890\" data-height=\"316\" data-imgfileid=\"100230065\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-a981e3263edb328a4204eb0f5b0ee7ee.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;font-size: 13px\" data-mpa-action-id=\"mb7sd0pu1ots\" data-pm-slice=\"0 0 []\"><span><span>\u88681 \uff1a\u7528\u4e8e\u957f\u5e8f\u5217\u5904\u7406\u7684\u524d\u4e00\u4ee3\u4e0e\u5f53\u524d\u4e00\u4ee3\u67b6\u6784\u5bf9\u6bd4\uff08\u9075\u5faa\u56fe1\u7684\u7ec4\u7ec7\u65b9\u5f0f\uff0c\u5c55\u793a\u4e86\u672c\u6587\u8ba8\u8bba\u7684\u4e00\u4e9b\u7279\u5f81\u5728\u8fd1\u671f\u4e0d\u540c\u65b9\u6cd5\u4e2d\u7684\u5206\u5e03\u60c5\u51b5\uff0c\u6bd4\u8f83\u4e86\u51e0\u7c7b\u4ee3\u8868\u6027\u6a21\u578b\uff09<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><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>\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSM\uff09\uff1a<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u5faa\u73af\u5efa\u6a21\u7684\u8fde\u7eed\u5316\u6f14\u5316<\/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;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>SSM \u672c\u8d28\u4e0a\u662f\u4e00\u7c7b\u5c06\u5e8f\u5217\u5efa\u6a21\u89c6\u4e3a\u5fae\u5206\u65b9\u7a0b\u6c42\u89e3\u8fc7\u7a0b\u7684\u6a21\u578b\uff0c\u5f62\u5f0f\u5982\u4e0b\uff1a<\/span><\/span><span data-meta-block-props=\"{&quot;blockId&quot;:&quot;3ded4a2c-d728-4281-a2d1-169538cec5b6&quot;,&quot;blockType&quot;:&quot;EQUATION_BLOCK&quot;,&quot;initData&quot;:{},&quot;props&quot;:{&quot;data&quot;:{&quot;equation&quot;:&quot;\\dot{x}(t)=Ax(t)+Bu(t)\\dot{x}(t)=Ax(t)+Bu(t)n&quot;},&quot;displayMode&quot;:&quot;inline&quot;,&quot;viewType&quot;:&quot;inline&quot;}}\" style=\"font-size: 15px\"><span><br \/><\/span><\/span><span style=\"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\" data-ratio=\"0.06666666666666667\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"width:315px;height:21px\" data-imgfileid=\"100230076\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-8f742b82452bb2d875e5429dac998f55.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u5176\u4e2d\uff0cA<\/span><\/span><span style=\"font-size: 15px\"><span>\u4e3a\u72b6\u6001\u8f6c\u79fb\u77e9\u9635\uff0cB<\/span><\/span><span style=\"font-size: 15px\"><span>\u4e3a\u8f93\u5165\u77e9\u9635\u3002\u901a\u8fc7\u9002\u5f53\u79bb\u6563\u5316<\/span><span>\uff08\u5982\u96f6\u9636\u4fdd\u6301\u6cd5\uff09<\/span><span>\uff0c\u8be5\u6a21\u578b\u53ef\u8f6c\u5316\u4e3a\u7ebf\u6027 RNN \u5f62\u5f0f\uff1a<\/span><\/span><span data-meta-block-props=\"{&quot;blockId&quot;:&quot;8ba4880b-6efb-4937-a670-06c80def4dee&quot;,&quot;blockType&quot;:&quot;EQUATION_BLOCK&quot;,&quot;initData&quot;:{},&quot;props&quot;:{&quot;data&quot;:{&quot;equation&quot;:&quot;x_t=\\overline{A}x_t\u22121+\\overline{B}u_tx_t=\\overline{A}x_t\u22121+\\overline{B}u_tn&quot;},&quot;displayMode&quot;:&quot;inline&quot;,&quot;viewType&quot;:&quot;inline&quot;}}\" style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span data-meta-block-props=\"{&quot;blockId&quot;:&quot;8ba4880b-6efb-4937-a670-06c80def4dee&quot;,&quot;blockType&quot;:&quot;EQUATION_BLOCK&quot;,&quot;initData&quot;:{},&quot;props&quot;:{&quot;data&quot;:{&quot;equation&quot;:&quot;x_t=\\overline{A}x_t\u22121+\\overline{B}u_tx_t=\\overline{A}x_t\u22121+\\overline{B}u_tn&quot;},&quot;displayMode&quot;:&quot;inline&quot;,&quot;viewType&quot;:&quot;inline&quot;}}\" style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;margin-bottom: 0px\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.0787037037037037\" data-s=\"300,640\" data-type=\"png\" data-w=\"1080\" style=\"width:284px;height:22px\" data-imgfileid=\"100230077\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-3de1b56e183b77550c00e35c61a3ff7e.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span data-meta-block-props=\"{&quot;blockId&quot;:&quot;8ba4880b-6efb-4937-a670-06c80def4dee&quot;,&quot;blockType&quot;:&quot;EQUATION_BLOCK&quot;,&quot;initData&quot;:{},&quot;props&quot;:{&quot;data&quot;:{&quot;equation&quot;:&quot;x_t=\\overline{A}x_t\u22121+\\overline{B}u_tx_t=\\overline{A}x_t\u22121+\\overline{B}u_tn&quot;},&quot;displayMode&quot;:&quot;inline&quot;,&quot;viewType&quot;:&quot;inline&quot;}}\" style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.4133180252583238\" data-type=\"png\" data-w=\"871\" style=\"width: 100%\" data-width=\"871\" data-height=\"360\" data-backw=\"562\" data-backh=\"232\" data-imgfileid=\"100230069\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-ec21441a4fdf943b66fa697e46652df1.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;font-size: 13px;text-align: center\" data-mpa-action-id=\"mb7sfvyj1z3t\" data-pm-slice=\"0 0 []\"><span><span>\u56fe2\uff1a\u5177\u6709\u56e0\u679c\u6ce8\u610f\u529b\u673a\u5236\u7684 Transformer \u4e2d\u8f93\u51fa\u8ba1\u7b97\u7684\u6f14\u53d8<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>\u8fd1\u671f\u4e00\u7cfb\u5217\u5de5\u4f5c<\/span><span>\uff08\u5982 S4\u3001HiPPO\u3001Mamba\uff09<\/span><span>\u5728\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\u8fdb\u884c\u4e86\u5173\u952e\u521b\u65b0\uff1a<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>1. \u5bf9\u89d2\u5316\u53c2\u6570\u5316\uff1a\u5c06\u72b6\u6001\u77e9\u9635 A \u7ea6\u675f\u4e3a\u590d\u6570\u5bf9\u89d2\u77e9\u9635\uff0c\u7ed3\u5408 HiPPO \u521d\u59cb\u5316\u4ee5\u4f18\u5316\u957f\u7a0b\u5efa\u6a21\u80fd\u529b\uff1b<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>2. \u8f93\u5165\u76f8\u5173\u52a8\u6001\u6027\uff1a\u5f15\u5165\u9009\u62e9\u673a\u5236\uff0c\u4f7f\u72b6\u6001\u8f6c\u79fb\u52a8\u6001\u4f9d\u8d56\u4e8e\u5f53\u524d\u8f93\u5165\uff1b<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>3. \u5377\u79ef\u89c6\u89d2\u4f18\u5316\uff1a\u5c06\u72b6\u6001\u66f4\u65b0\u8fc7\u7a0b\u8f6c\u5316\u4e3a\u5168\u5c40\u5377\u79ef\u8fd0\u7b97\uff0c\u5e76\u7ed3\u5408 FFT \u5b9e\u73b0\u5e76\u884c\u52a0\u901f\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u5b9e\u9a8c\u8868\u660e\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u7eafSSM\uff08\u5982<\/span><\/span><\/strong><strong style=\"font-size: 15px\"><span><span>S4<\/span><\/span><\/strong><strong style=\"font-size: 15px\"><span><span>\u3001<\/span><\/span><\/strong><strong style=\"font-size: 15px\"><span><span>S5<\/span><\/span><\/strong><strong style=\"font-size: 15px\"><span><span>\uff0c\u53ef\u89c1\u76f8\u5173\u8bba\u6587\uff09\u5728\u957f\u5e8f\u5217\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982Long Range Arena\uff09\u4e2d\u663e\u8457\u4f18\u4e8e\u4f20\u7edfRNN<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\uff0c\u800c\u6df7\u5408\u67b6\u6784<\/span><span>\uff08\u5982Griffin\u6a21\u578b\uff09<\/span><span>\u901a\u8fc7\u5d4c\u5165\u5c40\u90e8\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u8fdb\u4e00\u6b65\u7f29\u5c0f\u4e86\u4e0e&nbsp;<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>&nbsp;\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.3990772779700115\" data-type=\"png\" data-w=\"867\" data-width=\"867\" data-height=\"346\" data-imgfileid=\"100230066\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-039cc425637a955a0481b9f64908a729.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;font-size: 13px;text-align: center\" data-mpa-action-id=\"mb7suckggcz\" data-pm-slice=\"0 0 []\"><span><span>\u56fe3\uff1a\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSMs\uff09\u4e2d\u8f93\u51fa\u8ba1\u7b97\u7684\u6f14\u53d8<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><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>\u786c\u4ef6\u6548\u7387\u4e0e\u7b97\u6cd5\u534f\u540c\uff1a\u5de5\u7a0b\u5c42\u9762\u7684\u5173\u952e\u7a81\u7834<\/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;line-height: 1.75em;margin-bottom: 8px\"><strong style=\"font-size: 15px\"><span><span>Transformer&nbsp;<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u7684\u74f6\u9888\u4e0d\u4ec5\u5728\u7b97\u6cd5\u672c\u8eab\uff0c\u66f4\u5728\u4e8e\u5bf9\u663e\u5b58\u548c\u5185\u5b58\u5e26\u5bbd\u7684\u9ad8\u5ea6\u4f9d\u8d56\u3002\u4e3a\u6b64\uff0c\u8bf8\u5982 FlashAttention\u3001Mamba CUDA \u6838\u3001RetNet \u5206\u5757\u673a\u5236\u7b49\u4f18\u5316\u65b9\u6848\u88ab\u63d0\u51fa\uff0c\u901a\u8fc7\u878d\u5408\u8ba1\u7b97\u3001\u7a00\u758f\u8bbf\u5b58\u7b49\u65b9\u5f0f\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u8ba1\u7b97\u56fe\u6784\u5efa\u4e0e\u5185\u5b58\u8bfb\u5199\u5f00\u9500\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>\u4f8b\u5982\uff1a<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li style=\"text-align: left\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>FlashAttention\uff1a\u901a\u8fc7\u5206\u5757\uff08tiling\uff09\u548c\u975e\u7269\u5316\uff08<\/span><\/span><span style=\"font-size: 14px;font-style: normal;font-weight: 400;letter-spacing: normal;text-align: start;text-indent: 0px;text-transform: none;float: none\" data-pm-slice=\"0 0 []\"><span>non-materialization<\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u907f\u514d\u5b58\u50a8\u5927\u578b\u6ce8\u610f\u529b\u77e9\u9635\uff0c\u51cf\u5c11\u5185\u5b58\u7684\u8bfb\u5199\u64cd\u4f5c\uff1b<\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>Mamba\uff1a\u5c06\u72b6\u6001\u66f4\u65b0\u8868\u8fbe\u4e3a\u9010\u5143\u7d20\u64cd\u4f5c\uff0c\u6781\u5927\u63d0\u9ad8 GPU \u5e76\u884c\u5229\u7528\u7387\uff1b<\/span><\/span><\/p>\n<\/li>\n<li style=\"text-align: left\">\n<p style=\"line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>Jamba\u3001Zamba\uff1a\u4ee5\u6781\u5c11\u53c2\u6570\u4ee3\u4ef7\u878d\u5408 Mamba \u4e0e\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u5b9e\u73b0\u7cbe\u5ea6-\u6548\u7387\u517c\u987e\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u8fd9\u4e9b\u4f18\u5316\u4f7f\u5f97\u6df7\u5408\u6a21\u578b\u5728 7B \u91cf\u7ea7\u5df2\u903c\u8fd1<\/span><\/span><strong style=\"font-size: 15px\"><span><span style=\"font-weight: normal\">\u7eaf Transformer&nbsp;<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u7684\u6027\u80fd\uff0c\u4f46\u8bad\u7ec3\u901f\u5ea6\u63d0\u5347\u9ad8\u8fbe 40%\u3002<\/span><\/span><\/p>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><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>\u65e0\u9650\u4e0a\u4e0b\u6587\u4e0e\u6301\u7eed\u5b66\u4e60\uff1a\u4e0b\u4e00\u4ee3\u67b6\u6784\u7684\u6311\u6218<\/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;line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>\u5c3d\u7ba1\u5f53\u524d\u6a21\u578b\u5728\u6709\u9650\u957f\u5e8f\u5217\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u9762\u5bf9\u5b9e\u65f6\u6d41\u6570\u636e\u3001\u89c6\u9891\u3001\u4f20\u611f\u5668\u7b49\u65e0\u9650\u8f93\u5165\u573a\u666f\uff0c\u4ecd\u5b58\u5728\u5982\u4e0b\u6311\u6218\uff1a<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>1. \u68af\u5ea6\u622a\u65ad\u9650\u5236\u5728\u7ebf\u5b66\u4e60\uff1aBPTT<\/span><span>\uff08\u65f6\u95f4\u53cd\u5411\u4f20\u64ad\uff09<\/span><span>\u5bf9\u56fa\u5b9a\u957f\u5ea6\u7a97\u53e3\u7684\u4f9d\u8d56\uff0c\u4f7f\u5f97\u6a21\u578b\u96be\u4ee5\u9002\u5e94\u957f\u65f6\u6d41\u5f0f\u8f93\u5165\uff1b<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 8px\"><span style=\"font-size: 15px\"><span>2. \u72b6\u6001-\u8ba1\u7b97\u6743\u8861\u96be\u9898\uff1a\u957f\u65f6\u95f4\u4fdd\u6301\u72b6\u6001\u589e\u52a0\u5185\u5b58\u538b\u529b\uff0c\u800c\u72b6\u6001\u538b\u7f29\u53c8\u53ef\u80fd\u4e22\u5931\u5173\u952e\u4fe1\u606f\uff1b<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>3. \u8868\u8fbe\u80fd\u529b\u9650\u5236\uff1a\u7406\u8bba\u4e0a\uff0cSSM \u548c\u7ebf\u6027\u6ce8\u610f\u529b\u65e0\u6cd5\u6a21\u62df TC0 \u4ee5\u4e0a\u590d\u6742\u5ea6\u7684\u8bed\u8a00\u7ed3\u6784\uff0c\u5904\u7406\u5d4c\u5957\u5173\u7cfb\u5b58\u5728\u5929\u7136\u969c\u788d\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u65b0\u5174\u6a21\u578b\u5982 Liquid-S4\u3001\u795e\u7ecf\u632f\u8361\u5668\u7b49\uff0c\u5c1d\u8bd5\u5f15\u5165\u65f6\u53d8\u53c2\u6570\u4e0e\u8282\u5f8b\u6027\u8bb0\u5fc6\u66f4\u65b0\u673a\u5236\uff0c\u4ee5\u63d0\u5347\u975e\u7ebf\u6027\u8868\u8fbe\u80fd\u529b\u4e0e\u4e0a\u4e0b\u6587\u6301\u7eed\u6027\uff0c\u6b63\u5728\u4e3a<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u65e0\u9650\u4e0a\u4e0b\u6587\uff08Infinite Context\uff09<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u5e8f\u5217\u5efa\u6a21\u63a2\u7d22\u53ef\u80fd\u8def\u5f84\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u4ece RNN \u5230&nbsp;<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\uff0c\u518d\u5230\u6df1\u5ea6\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff0c\u957f\u5e8f\u5217\u5efa\u6a21\u7684\u6f14\u5316\u53f2\u672c\u8d28\u4e0a\u662f<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u72b6\u6001\u8868\u793a\u80fd\u529b\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u87ba\u65cb\u4e0a\u5347<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u3002\u5f53\u4e0b\u65b0\u4e00\u4ee3\u67b6\u6784\u501f\u52a9\u5bf9\u89d2\u5316\u3001\u7ebf\u6027\u9012\u63a8\u548c\u786c\u4ef6\u534f\u540c\u8bbe\u8ba1\uff0c\u9010\u6e10\u6a21\u7cca\u4e86\u539f\u6709\u6280\u672f\u8fb9\u754c\uff0c\u4e5f\u91cd\u5851\u4e86\u6211\u4eec\u5bf9\u6a21\u578b\u6548\u7387\u4e0e\u53ef\u6269\u5c55\u6027\u7684\u7406\u89e3\u3002<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u5c3d\u7ba1 Transformer \u4ecd\u662f\u5f53\u524d\u5927\u6a21\u578b\u7684\u57fa\u77f3\uff0c\u4f46\u5faa\u73af\u673a\u5236\u7684\u590d\u5174\u5df2\u6210\u4e0d\u53ef\u9006\u8d8b\u52bf<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u2014\u2014\u5b83\u4e0d\u4ec5\u662f\u6548\u7387\u63d0\u5347\u7684\u9009\u62e9\uff0c\u66f4\u662f\u5bf9\u751f\u7269\u667a\u80fd\u201c\u9010\u6b65\u3001\u6d41\u52a8\u5f0f\u5904\u7406\u201d\u672c\u8d28\u7684\u56de\u5f52\u3002\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c<\/span><\/span><strong style=\"font-size: 15px\"><span><span>\u65f6\u5e8f-\u65f6\u7a7a\u5927\u6a21\u578b\uff08Spatiotemporal Large Models, STLM\uff09<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u5e94\u8fd0\u800c\u751f\uff0c\u5c06 SSM \u7684\u8fde\u7eed\u5efa\u6a21\u80fd\u529b\u4e0e&nbsp;<\/span><\/span><strong style=\"font-size: 15px\"><span><span>Transformer<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>&nbsp;\u7684\u5168\u5c40\u6ce8\u610f\u529b\u80fd\u529b\u878d\u5408\uff0c\u5728\u6c14\u5019\u5efa\u6a21\u3001\u4ea4\u901a\u9884\u6d4b\u7b49\u591a\u53d8\u91cf\u3001\u957f\u65f6\u57df\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u5353\u8d8a\u6f5c\u529b\u3002\u672a\u6765\u7684\u201c\u7ec8\u6781\u67b6\u6784\u201d\uff0c\u5f88\u53ef\u80fd\u5c31\u5728\u8fd9\u4e9b\u6280\u672f\u4ea4\u6c47\u5904\u5b55\u80b2\u800c\u751f\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\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;font-size: 14px;, Arial, sans-serif;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%\"><br \/><\/span><\/strong><\/p>\n<p><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span>\u300c\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u300d\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\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/p>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><span>\u4eba\u7c7b\u5927\u8111\u662f\u4e00\u4e2a\u7531\u6570\u4ee5\u767e\u4ebf\u8ba1\u7684\u795e\u7ecf\u5143\u76f8\u4e92\u8fde\u63a5\u6240\u6784\u6210\u7684\u590d\u6742\u7cfb\u7edf\uff0c\u88ab\u8ba4\u4e3a\u662f\u300c\u5df2\u77e5\u5b87\u5b99\u4e2d\u6700\u590d\u6742\u7684\u7269\u4f53\u300d\u3002\u672c\u7740\u4fc3\u8fdb\u6765\u81ea\u795e\u7ecf\u79d1\u5b66\u3001\u7cfb\u7edf\u79d1\u5b66\u3001\u4fe1\u606f\u79d1\u5b66\u3001\u7269\u7406\u5b66\u3001\u6570\u5b66\u4ee5\u53ca\u8ba1\u7b97\u673a\u79d1\u5b66\u7b49\u4e0d\u540c\u9886\u57df\uff0c\u5bf9\u8111\u79d1\u5b66\u3001\u7c7b\u8111\u667a\u80fd\u4e0e\u8ba1\u7b97\u3001\u4eba\u5de5\u667a\u80fd\u611f\u5174\u8da3\u7684\u5b66\u672f\u5de5\u4f5c\u8005\u7684\u4ea4\u6d41\u4e0e\u5408\u4f5c\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u56fd\u5185\u5916\u591a\u6240\u77e5\u540d\u9ad8\u6821\u7684\u4e13\u5bb6\u5b66\u8005\u53d1\u8d77\u795e\u7ecf\u3001\u8ba4\u77e5\u3001\u667a\u80fd\u7cfb\u5217\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u2014\u2014<\/span><a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247680541&amp;idx=1&amp;sn=3e8f6f04ff96462f44cf772c3b6c01f7&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span>\u300c\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u300d\u8bfb\u4e66\u4f1a<\/span><\/a><span>\uff0c\u6db5\u76d6\u590d\u6742\u795e\u7ecf\u52a8\u529b\u5b66\u3001\u795e\u7ecf\u5143\u5efa\u6a21\u4e0e\u8ba1\u7b97\u3001\u8de8\u5c3a\u5ea6\u795e\u7ecf\u52a8\u529b\u5b66\u3001\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u4e0eAI\u7684\u878d\u5408\u56db\u5927\u6a21\u5757\uff0c\u5e76\u5e0c\u671b\u63a2\u8ba8\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u5bf9\u7c7b\u8111\u667a\u80fd\u548c\u4eba\u5de5\u667a\u80fd\u7684\u542f\u53d1\u3002\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247680541&amp;idx=1&amp;sn=3e8f6f04ff96462f44cf772c3b6c01f7&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" target=\"_blank\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span class=\"js_jump_icon h5_image_link\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-ratio=\"0.5714285714285714\" data-s=\"300,640\" data-type=\"png\" data-w=\"1050\" data-imgfileid=\"100230078\" src=\"\/wp-content\/uploads\/2025\/05\/wxsync-2025-05-1a070254b60bf103956f8c4e3ae52918.png\" \/><\/span><\/a><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><strong style=\"letter-spacing: 0.544px;font-size: 16px;text-align: center;, Arial, sans-serif\"><strong style=\"text-align: left;font-family: PingFangSC-light;letter-spacing: 0.544px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><span>1.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247700917&amp;idx=2&amp;sn=72c2f71601f3df2d832fc1359cc9af98&amp;scene=21#wechat_redirect\" data-itemshowtype=\"11\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u957f\u5e8f\u5217\u9884\u6d4b &amp; \u65f6\u7a7a\u9884\u6d4b\u4e07\u5b57\u957f\u6587\uff1a\u4e00\u6587\u5e26\u4f60\u63a2\u7d22\u591a\u5143\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u7814\u7a76\u8fdb\u5c55<\/span>\uff01<\/a><\/span><\/strong><span style=\"text-decoration: underline\"><strong><span><br \/><\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><span>2.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247711641&amp;idx=1&amp;sn=f071197d8ccdd37255cf42618d55ff1f&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u5927\u8bed\u8a00\u6a21\u578b\u590d\u6742\u63a8\u7406\u7684\u81ea\u6211\u8fdb\u5316\u673a\u5236\uff1a\u7814\u7a76\u7efc\u8ff0\u4e0e\u524d\u6cbf\u5c55\u671b<\/span><\/a><\/span><strong style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;font-style: normal;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\" data-pm-slice=\"0 0 []\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><span>3.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247709845&amp;idx=1&amp;sn=08941f1df3ceadef2625c5f05253dd7b&amp;scene=21#wechat_redirect\" data-itemshowtype=\"5\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u538b\u7f29\u5373\u667a\u80fd\uff1a\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u590d\u6742\u6027\u7814\u7a76<\/span><\/a><\/span><strong style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;font-style: normal;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\" data-pm-slice=\"0 0 []\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><\/strong><\/section>\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\" data-pm-slice=\"0 0 []\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">4.&nbsp;<\/span><\/strong><\/span><span style=\"margin: 0px;padding: 0px;max-width: 100%;text-decoration: underline\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247710363&amp;idx=2&amp;sn=e373a26564cb72858b6c8de260ef2731&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u6e38\u620f\u5316\u79d1\u7814\u2014\u2014\u8ba9\u6211\u4eec\u7a81\u7834\u5185\u5377\u3001\u5171\u7814\u6d8c\u73b0<\/a><\/span><\/strong><\/strong><\/span><\/section>\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\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><strong style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">5. &nbsp;<\/span><\/strong><span style=\"margin: 0px;padding: 0px;max-width: 100%;text-decoration: underline\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\" 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;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: -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;&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;-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;text-decoration: underline;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><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=2247710237&amp;idx=3&amp;sn=58ef1bd72e608f0778d03e8f271520c6&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&amp;\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/section>\n<p style=\"margin: 0px 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\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">6.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247698432&amp;idx=2&amp;sn=2e1db9af7eaac616bdb42f1064841034&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u52a0\u5165\u96c6\u667a\uff0c\u73a9\u8f6c\u590d\u6742\uff0c\u5171\u521b\u6591\u56fe\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u7ebf\u4e0b\u5fd7\u613f\u8005\u62db\u52df<\/span><\/a><\/span><\/strong><span style=\"margin: 0px;padding: 0px;max-width: 100%;text-decoration: underline\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em\"><span><br \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em\"><span style=\", Arial, sans-serif;font-size: 15px;letter-spacing: 0.578px;text-indent: 0em\"><span><br \/><\/span><\/span><\/p>\n<section style=\"margin-bottom: 0px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em;margin-left: 0px;margin-right: 0px\"><span style=\"text-indent: 0em;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><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u5728\u4eba\u5de5\u667a\u80fd\u98de\u901f\u53d1\u5c55\u7684\u80cc\u666f\u4e0b\uff0c\u652f\u6491\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6838\u5fc3\u6280\u672f\u2014\u2014Transformer\uff0c\u4ee5\u5176\u5f3a\u5927\u7684\u5e8f\u5217\u5efa\u6a21\u80fd\u529b\u5e7f\u53d7\u77a9\u76ee\u3002\u7136\u800c\uff0c\u968f\u7740\u5e94\u7528\u89c4\u6a21\u4e0d\u65ad\u6269\u5927\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u8ba1\u7b97\u6210\u672c\u4e5f\u6b63\u9010\u6e10\u663e\u73b0\u4e3a\u5173\u952e\u74f6\u9888\u3002\u8a00\u6a21\u578b\u7684\u80cc\u540e\u6280\u672f Transformer \u56e0\u5176\u5f3a\u5927\u7684\u5e8f\u5217\u5904\u7406\u80fd\u529b\u800c\u5e7f\u53d7\u5173\u6ce8\u3002\u7136\u800c\uff0c\u968f\u7740\u5e94\u7528\u9700\u6c42\u7684\u589e\u957f&#8230;<\/p>\n","protected":false},"author":0,"featured_media":60123,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/60138"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=60138"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/60138\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/60123"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=60138"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=60138"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=60138"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=60138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}