{"id":40829,"date":"2026-02-06T21:06:14","date_gmt":"2026-02-06T13:06:14","guid":{"rendered":"https:\/\/17aitech.com\/?p=40829"},"modified":"2026-02-06T21:06:14","modified_gmt":"2026-02-06T13:06:14","slug":"%e6%b8%85%e5%8d%8e%e5%88%98%e7%9f%a5%e8%bf%9c%e5%9b%a2%e9%98%9f%e8%ae%ba%e6%96%87%ef%bc%9a%e6%9c%80%e5%b0%8f%e5%8c%96%e7%bb%93%e6%9e%84%e6%94%b9%e5%8a%a8%ef%bc%8c%e7%9f%ad%e6%96%87%e6%9c%ac%e5%88%b0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40829","title":{"rendered":"\u6e05\u534e\u5218\u77e5\u8fdc\u56e2\u961f\u8bba\u6587\uff1a\u6700\u5c0f\u5316\u7ed3\u6784\u6539\u52a8\uff0c\u77ed\u6587\u672c\u5230\u957f\u6587\u672c\u4e1d\u6ed1\u5347\u7ea7 | ICLR 2026"},"content":{"rendered":"<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u5feb\u901f\u8fc8\u5411\u66f4\u5f3a\u63a8\u7406\u80fd\u529b\u4e0e\u66f4\u590d\u6742\u5e94\u7528\u573a\u666f\u7684\u8fc7\u7a0b\u4e2d\uff0c\u201c\u4e0a\u4e0b\u6587\u957f\u5ea6\u201d\u5df2\u7ecf\u4ece\u4e00\u4e2a\u6a21\u578b\u914d\u7f6e\u53c2\u6570\uff0c\u6f14\u53d8\u4e3a\u5236\u7ea6\u7cfb\u7edf\u80fd\u529b\u4e0a\u9650\u7684\u5173\u952e\u74f6\u9888\u3002<\/p>\n<p>\u4e00\u65b9\u9762\uff0c\u957f\u6587\u6863\u7406\u89e3\u3001\u8de8\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6\u3001\u590d\u6742\u89c4\u5212\u4e0e\u957f\u94fe\u5f0f\u63a8\u7406\u7b49\u4efb\u52a1\uff0c\u5bf9\u6a21\u578b\u63d0\u51fa\u4e86\u8fdc\u8d85\u4f20\u7edf 4k \u6216 8k \u5e8f\u5217\u957f\u5ea6\u7684\u9700\u6c42\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4e3b\u6d41 Transformer \u67b6\u6784\u4e2d\u57fa\u4e8e\u5168\u6ce8\u610f\u529b\u673a\u5236\u7684\u8ba1\u7b97\u6a21\u5f0f\uff0c\u5728\u5e8f\u5217\u957f\u5ea6\u589e\u957f\u65f6\u4e0d\u53ef\u907f\u514d\u5730\u5e26\u6765\u5e73\u65b9\u7ea7\u7684\u65f6\u95f4\u4e0e\u663e\u5b58\u5f00\u9500\uff0c\u4f7f\u5f97\u201c\u652f\u6301\u66f4\u957f\u4e0a\u4e0b\u6587\u201d\u5728\u73b0\u5b9e\u5de5\u7a0b\u4e2d\u8fc5\u901f\u8f6c\u5316\u4e3a\u96be\u4ee5\u627f\u53d7\u7684\u6210\u672c\u95ee\u9898\u3002<\/p>\n<p>\u56f4\u7ed5\u8fd9\u4e00\u77db\u76fe\uff0c\u7a00\u758f\u6ce8\u610f\u529b\u51e0\u4e4e\u6210\u4e3a\u5b66\u672f\u754c\u4e0e\u5de5\u4e1a\u754c\u7684\u5171\u8bc6\u65b9\u5411\uff0c\u4f46\u968f\u4e4b\u800c\u6765\u7684\uff0c\u5e76\u4e0d\u662f\u95ee\u9898\u7684\u5f7b\u5e95\u89e3\u51b3\uff0c\u800c\u662f\u4e00\u7cfb\u5217\u65b0\u7684\u7ed3\u6784\u6027\u5f20\u529b\u3002<\/p>\n<p>\u8fc7\u53bb\u6570\u5e74\u4e2d\uff0c\u5927\u91cf\u5de5\u4f5c\u5c1d\u8bd5\u901a\u8fc7\u5f15\u5165\u65b0\u7684\u6ce8\u610f\u529b\u7ed3\u6784\u3001\u8def\u7531\u673a\u5236\u6216\u53ef\u8bad\u7ec3\u7a00\u758f\u6a21\u5757\u6765\u7f13\u89e3\u8ba1\u7b97\u538b\u529b\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5728\u7406\u8bba\u590d\u6742\u5ea6\u6216\u7279\u5b9a\u8bc4\u6d4b\u4e0a\u5f80\u5f80\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u771f\u5b9e\u6a21\u578b\u8bad\u7ec3\u4e0e\u90e8\u7f72\u6d41\u7a0b\u4e2d\uff0c\u5374\u9010\u6e10\u66b4\u9732\u51fa\u4e00\u4e2a\u88ab\u957f\u671f\u4f4e\u4f30\u7684\u95ee\u9898\uff1a\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b\u51e0\u4e4e\u65e0\u4e00\u4f8b\u5916\u9075\u5faa\u201c\u77ed\u5e8f\u5217\u9884\u8bad\u7ec3\u3001\u957f\u5e8f\u5217\u5fae\u8c03\u201d\u7684\u8bad\u7ec3\u8303\u5f0f\uff0c\u800c\u4e00\u4e9b\u4fee\u6539\u6a21\u578b\u67b6\u6784\u7684\u7a00\u758f\u6ce8\u610f\u529b\u65b9\u6848\u4f8b\u5982NSA\uff0c\u5728\u7ed3\u6784\u3001\u53c2\u6570\u6216\u8f93\u51fa\u5f62\u5f0f\u4e0a\u4e0e\u6807\u51c6 dense attention \u5b58\u5728\u663e\u8457\u4e0d\u5bf9\u9f50\u3002<\/p>\n<p>\u6b63\u662f\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c\u6e05\u534e\u5927\u5b66\u5218\u77e5\u8fdc\u56e2\u961f\u63d0\u51fa\u4e86\u300aInfLLM-V2: Dense-Sparse Switchable Attention for Seamless Short-to-Long Adaptation\u300b\u3002\u4e0e\u4ee5\u5f80\u5f3a\u8c03\u201c\u5f15\u5165\u65b0\u7ed3\u6784\u201d\u6216\u201c\u589e\u52a0\u53ef\u8bad\u7ec3\u6a21\u5757\u201d\u7684\u8def\u5f84\u4e0d\u540c\uff0c\u8fd9\u9879\u7814\u7a76\u5c06\u5173\u6ce8\u70b9\u524d\u79fb\u81f3\u4e00\u4e2a\u66f4\u57fa\u7840\u7684\u95ee\u9898\uff1a\u7a00\u758f\u6ce8\u610f\u529b\u662f\u5426\u5fc5\u987b\u4ee5\u6539\u53d8\u6a21\u578b\u7ed3\u6784\u4e3a\u4ee3\u4ef7\uff0c\u624d\u80fd\u83b7\u5f97\u957f\u4e0a\u4e0b\u6587\u6548\u7387\uff1f<\/p>\n<p>\u4e3a\u6b64\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd dense\u2013sparse \u53ef\u5207\u6362\u7684\u6ce8\u610f\u529b\u6846\u67b6\uff0c\u8bd5\u56fe\u5728\u4ee5\u539f\u6709 dense attention \u53c2\u6570\u4f5c\u4e3a\u8d77\u59cb\u70b9\uff0c\u4fdd\u6301\u8f93\u51fa\u5f62\u5f0f\u4e0d\u53d8\uff0c\u505a\u5230\u957f\u77ed\u6587\u672c\u53ef\u540c\u65f6\u8bad\u7ec3\uff0c\u4e14\u80fd\u9ad8\u6548\u5730\u5b9e\u73b0\u4ece\u77ed\u4e0a\u4e0b\u6587\u5230\u957f\u4e0a\u4e0b\u6587\u7684\u5e73\u6ed1\u8fc7\u6e21\u3002<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u9879\u5de5\u4f5c\u5e76\u672a\u5c06\u91cd\u70b9\u653e\u5728\u5355\u4e00\u6307\u6807\u7684\u63d0\u5347\u4e0a\uff0c\u800c\u662f\u7cfb\u7edf\u6027\u5730\u4ece\u6027\u80fd\u4fdd\u6301\u3001\u8bad\u7ec3\u7a33\u5b9a\u6027\u4ee5\u53ca\u7aef\u5230\u7aef\u63a8\u7406\u6548\u7387\u4e09\u4e2a\u5c42\u9762\uff0c\u5bf9\u8fd9\u4e00\u8bbe\u8ba1\u601d\u8def\u8fdb\u884c\u4e86\u9a8c\u8bc1\uff0c\u4ece\u800c\u4e3a\u957f\u4e0a\u4e0b\u6587\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7814\u7a76\u4e0e\u5de5\u7a0b\u5b9e\u8df5\u63d0\u4f9b\u4e86\u4e00\u6761\u4e0d\u540c\u4e8e\u4ee5\u5f80\u7684\u6280\u672f\u8def\u7ebf\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-a5e75be528ba4aa3548d34db500e7f4a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-a5e75be528ba4aa3548d34db500e7f4a.png\"><\/a><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2509.24663<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=40829\/#%E4%B8%80%E6%AC%A1%E3%80%8C%E6%98%AF%E5%90%A6%E7%9C%9F%E5%8F%AF%E7%94%A8%E3%80%8D%E7%9A%84%E5%AE%9E%E9%AA%8C%E5%9B%9E%E7%AD%94\" >\u4e00\u6b21\u300c\u662f\u5426\u771f\u53ef\u7528\u300d\u7684\u5b9e\u9a8c\u56de\u7b54<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40829\/#%E4%BB%8E%E7%BB%93%E6%9E%84%E9%80%89%E6%8B%A9%E5%88%B0%E7%B3%BB%E7%BB%9F%E4%BC%98%E5%8C%96\" >\u4ece\u7ed3\u6784\u9009\u62e9\u5230\u7cfb\u7edf\u4f18\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=40829\/#%E5%8F%AF%E3%80%8C%E7%83%AD%E5%8D%87%E7%BA%A7%E3%80%8D%E7%9A%84%E9%95%BF%E4%B8%8A%E4%B8%8B%E6%96%87%E6%96%B9%E6%A1%88\" >\u53ef\u300c\u70ed\u5347\u7ea7\u300d\u7684\u957f\u4e0a\u4e0b\u6587\u65b9\u6848<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=40829\/#InfLLM-V2_%E4%B8%BB%E8%A6%81%E4%BD%9C%E8%80%85\" >InfLLM-V2 \u4e3b\u8981\u4f5c\u8005<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%80%E6%AC%A1%E3%80%8C%E6%98%AF%E5%90%A6%E7%9C%9F%E5%8F%AF%E7%94%A8%E3%80%8D%E7%9A%84%E5%AE%9E%E9%AA%8C%E5%9B%9E%E7%AD%94\"><\/span>\u4e00\u6b21\u300c\u662f\u5426\u771f\u53ef\u7528\u300d\u7684\u5b9e\u9a8c\u56de\u7b54<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6574\u4f53\u6765\u770b\uff0c\u7814\u7a76\u7684\u5b9e\u9a8c\u8bbe\u8ba1\u5e76\u975e\u7b80\u5355\u5730\u9a8c\u8bc1\u201cInfLLM-V2 \u662f\u5426\u6709\u6548\u201d\uff0c\u800c\u662f\u56f4\u7ed5\u4e09\u4e2a\u9010\u5c42\u9012\u8fdb\u7684\u6838\u5fc3\u95ee\u9898\u5c55\u5f00\uff1a\u7b2c\u4e00\uff0c\u5728\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e2d\uff0c\u8be5\u65b9\u6cd5\u7684\u6027\u80fd\u662f\u5426\u80fd\u591f\u903c\u8fd1\u751a\u81f3\u5339\u914d\u5168\u6ce8\u610f\u529b\u673a\u5236\uff1b\u7b2c\u4e8c\uff0c\u5728\u201c\u77ed\u5e8f\u5217\u9884\u8bad\u7ec3 \u2192 \u957f\u5e8f\u5217\u5fae\u8c03\u201d\u7684\u771f\u5b9e\u8bad\u7ec3\u8303\u5f0f\u4e0b\uff0c\u8be5\u65b9\u6cd5\u662f\u5426\u4f1a\u7834\u574f\u6a21\u578b\u539f\u6709\u80fd\u529b\uff1b\u7b2c\u4e09\uff0c\u5728\u5b8c\u6574\u63a8\u7406\u6d41\u7a0b\u4e2d\uff0c\u7a00\u758f\u6ce8\u610f\u529b\u5e26\u6765\u7684\u8ba1\u7b97\u52a0\u901f\u662f\u5426\u80fd\u591f\u8f6c\u5316\u4e3a\u7aef\u5230\u7aef\u7684\u5b9e\u9645\u6536\u76ca\u3002<\/p>\n<p>\u56f4\u7ed5\u7b2c\u4e00\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u91cd\u70b9\u8bc4\u6d4b\u4e86\u591a\u79cd\u957f\u8f93\u5165\u7406\u89e3\u4efb\u52a1\u3002\u5728 32k \u957f\u5ea6\u7684 RULER \u57fa\u51c6\u4e0a\uff0cInfLLM-V2\uff08Sparse\uff09\u5728\u7edd\u5927\u591a\u6570\u5b50\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u51e0\u4e4e\u4e0e Full Attention \u91cd\u5408\uff0c\u800c\u8bad\u7ec3\u540e\u7a00\u758f\u65b9\u6cd5\uff08\u5982 InfLLM\u3001MInference\uff09\u5728\u90e8\u5206\u4efb\u52a1\u4e0a\u51fa\u73b0\u660e\u663e\u6027\u80fd\u65ad\u5d16\uff0c\u53ef\u8bad\u7ec3\u7a00\u758f\u6ce8\u610f\u529b\u65b9\u6cd5 NSA \u5728\u77ed\u5e8f\u5217\u5230\u957f\u5e8f\u5217\u8fc1\u79fb\u7684\u8bbe\u5b9a\u4e0b\u4e5f\u663e\u8457\u843d\u540e\u3002<\/p>\n<p>\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0cInfLLM-V2 \u7684\u7a00\u758f\u7b56\u7565\u5e76\u672a\u7834\u574f\u8de8\u5757\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u5efa\u6a21\u80fd\u529b\uff0c\u800c\u5176\u4ed6\u65b9\u6cd5\u8981\u4e48\u5728 block \u9009\u62e9\u9636\u6bb5\u5931\u6548\uff0c\u8981\u4e48\u5bf9\u539f\u6709\u6ce8\u610f\u529b\u5206\u5e03\u9020\u6210\u4e86\u663e\u8457\u6270\u52a8\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-ef197005e6cbfe1eb2ee3d049a33af12.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-ef197005e6cbfe1eb2ee3d049a33af12.png\"><\/a><\/p>\n<p>\u5728\u66f4\u8d34\u8fd1\u771f\u5b9e\u5e94\u7528\u573a\u666f\u7684 LongBench \u57fa\u51c6\u4e0a\uff0c\u8fd9\u4e00\u8d8b\u52bf\u8868\u73b0\u5f97\u66f4\u52a0\u660e\u663e\u3002\u7531\u4e8e LongBench \u8986\u76d6\u95ee\u7b54\u3001\u6458\u8981\u3001\u63a8\u7406\u4ee5\u53ca\u591a\u8bed\u8a00\u7b49\u591a\u79cd\u771f\u5b9e\u4efb\u52a1\uff0c\u5176\u6574\u4f53\u96be\u5ea6\u9ad8\u4e8e\u5408\u6210\u6570\u636e\u96c6\uff0c\u4f46 InfLLM-V2\uff08Sparse\uff09\u7684\u6574\u4f53\u5f97\u5206\u4f9d\u7136\u8fbe\u5230\u751a\u81f3\u7565\u5fae\u8d85\u8fc7 Full Attention\u3002\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cNSA \u7684\u6027\u80fd\u660e\u663e\u4f4e\u4e8e\u5168\u6ce8\u610f\u529b\uff0c\u800c\u4ec5\u4f9d\u8d56\u957f\u5ea6\u5916\u63a8\u7684 SHORT+YaRN \u65b9\u6cd5\u5219\u51fa\u73b0\u4e86\u5927\u5e45\u6027\u80fd\u9000\u5316\u3002\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u89c2\u5bdf\u5230\uff0cInfLLM-V2 \u7684 dense \/ sparse \u53ef\u5207\u6362\u673a\u5236\u5728\u90e8\u5206\u4efb\u52a1\u4e2d\u53cd\u800c\u964d\u4f4e\u4e86\u6ce8\u610f\u529b\u566a\u58f0\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u8f93\u51fa\u66f4\u52a0\u7a33\u5b9a\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-6b3d3fc786ce3db01e37a0ef6af1b75b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-6b3d3fc786ce3db01e37a0ef6af1b75b.png\"><\/a><\/p>\n<p>\u5728 LongPPL \u8fd9\u4e00\u7528\u4e8e\u8861\u91cf\u957f\u5e8f\u5217\u8bed\u8a00\u5efa\u6a21\u80fd\u529b\u7684\u56f0\u60d1\u5ea6\u8bc4\u6d4b\u4e2d\uff0cInfLLM-V2 \u7684\u8868\u73b0\u4e0e Full Attention \u57fa\u672c\u4e00\u81f4\uff0c\u800c NSA \u7684\u56f0\u60d1\u5ea6\u663e\u8457\u66f4\u9ad8\u3002\u8fd9\u4e00\u7ed3\u679c\u8bf4\u660e\uff0cNSA \u5728\u77ed\u5230\u957f\u8fc1\u79fb\u8bad\u7ec3\u540e\u5e76\u672a\u771f\u6b63\u5b66\u4f1a\u5efa\u6a21\u957f\u7a0b\u8bed\u8a00\u5206\u5e03\uff0c\u5176\u8f83\u4f4e\u7684\u8bad\u7ec3 loss \u5e76\u672a\u8f6c\u5316\u4e3a\u6709\u6548\u7684\u957f\u5e8f\u5217\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-80a553a9ceffdf7425853bf752f962f9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-80a553a9ceffdf7425853bf752f962f9.png\"><\/a><\/p>\n<p>\u56f4\u7ed5\u7b2c\u4e8c\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u7cfb\u7edf\u8bc4\u4f30\u4e86\u957f\u94fe\u5f0f\u63a8\u7406\u4efb\u52a1\uff0c\u5305\u62ec MATH-500\u3001AIME \u4ee5\u53ca LiveCodeBench\u3002\u8fd9\u7c7b\u4efb\u52a1\u7684\u5171\u540c\u7279\u70b9\u5728\u4e8e\u8f93\u51fa\u5e8f\u5217\u8f83\u957f\uff0c\u4e14\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u9ad8\u5ea6\u4f9d\u8d56\u65e9\u671f\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cInfLLM-V2\uff08Sparse\uff09\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4e0e Full Attention \u51e0\u4e4e\u6301\u5e73\uff0c\u800c NSA \u5728\u6240\u6709\u76f8\u5173\u4efb\u52a1\u4e2d\u5747\u51fa\u73b0\u4e86\u660e\u663e\u7684\u6027\u80fd\u4e0b\u964d\u3002\u8fd9\u76f4\u63a5\u8868\u660e\uff0cInfLLM-V2 \u6240\u91c7\u7528\u7684\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u4e0d\u4f1a\u7834\u574f\u94fe\u5f0f\u601d\u7ef4\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6240\u9700\u7684\u201c\u601d\u7ef4\u8fde\u7eed\u6027\u201d\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-7818563d4c09d1e85f3f634e6a1996d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-7818563d4c09d1e85f3f634e6a1996d4.png\"><\/a><\/p>\n<p>\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u8fd8\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u5728\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u5c24\u4e3a\u5173\u952e\u4f46\u5e38\u88ab\u5ffd\u89c6\u7684\u95ee\u9898\uff1a\u5728\u5b8c\u6210\u957f\u4e0a\u4e0b\u6587\u5fae\u8c03\u4e4b\u540e\uff0c\u6a21\u578b\u662f\u5426\u4ecd\u80fd\u591f\u80dc\u4efb\u5e38\u89c4\u77ed\u5e8f\u5217\u4efb\u52a1\u3002\u5728 MMLU\u3001CEval\u3001HumanEval \u7b49\u8bc4\u6d4b\u4e2d\uff0cInfLLM-V2 \u5207\u56de dense \u6a21\u5f0f\u540e\u4f9d\u7136\u4fdd\u6301\u4e86\u4e0e Full Attention \u76f8\u5f53\u7684\u6027\u80fd\uff0c\u800c NSA \u5219\u51fa\u73b0\u4e86\u660e\u663e\u9000\u5316\u3002\u8fd9\u4e00\u7ed3\u679c\u4ece\u5de5\u7a0b\u89d2\u5ea6\u8868\u660e\uff0cInfLLM-V2 \u4e0d\u4f1a\u5728\u9002\u914d\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u7684\u8fc7\u7a0b\u4e2d\u7834\u574f\u6a21\u578b\u539f\u6709\u7684\u901a\u7528\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-1984065d4793b83eea832ad631711957.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-1984065d4793b83eea832ad631711957.png\"><\/a><\/p>\n<p>\u6700\u540e\uff0c\u9488\u5bf9\u7b2c\u4e09\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u4e0d\u4ec5\u8bc4\u4f30\u4e86 attention kernel \u5c42\u9762\u7684\u7406\u8bba\u52a0\u901f\u6548\u679c\uff0c\u8fd8\u5728\u5b8c\u6574\u63a8\u7406\u6d41\u7a0b\u4e2d\u6d4b\u91cf\u4e86 prefilling\uff08TTFT\uff09\u548c decoding\uff08TPOT\uff09\u7684\u7aef\u5230\u7aef\u6548\u7387\u3002<\/p>\n<p>\u5728\u53ef\u89c1 token \u6570\u4e3a 6k\uff08|I|=96\uff09\u7684\u8bbe\u7f6e\u4e0b\uff0cInfLLM-V2 \u5b9e\u73b0\u4e86\u7ea6 2.1\u00d7 \u7684 prefilling \u52a0\u901f\u548c 2.3\u00d7 \u7684 decoding \u52a0\u901f\uff0c\u800c\u4e14\u8fd9\u4e00\u7ed3\u679c\u662f\u5728\u524d\u9988\u7f51\u7edc\uff08FFN\uff09\u90e8\u5206\u5b8c\u5168\u672a\u8fdb\u884c\u4f18\u5316\u7684\u524d\u63d0\u4e0b\u83b7\u5f97\u7684\uff0c\u8fdb\u4e00\u6b65\u8bf4\u660e\u8be5\u7a00\u758f\u6ce8\u610f\u529b\u8bbe\u8ba1\u5728\u771f\u5b9e\u63a8\u7406\u573a\u666f\u4e2d\u5177\u6709\u5207\u5b9e\u53ef\u843d\u5730\u7684\u52a0\u901f\u4ef7\u503c\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E7%BB%93%E6%9E%84%E9%80%89%E6%8B%A9%E5%88%B0%E7%B3%BB%E7%BB%9F%E4%BC%98%E5%8C%96\"><\/span>\u4ece\u7ed3\u6784\u9009\u62e9\u5230\u7cfb\u7edf\u4f18\u5316<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u7ed3\u679c\u4e4b\u5916\uff0c\u8fd9\u9879\u7814\u7a76\u7684\u5b9e\u9a8c\u5b9e\u9645\u4e0a\u56de\u7b54\u4e86\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u95ee\u9898\uff1a\u4e3a\u4ec0\u4e48 InfLLM-V2 \u7684\u5b9e\u9a8c\u7ed3\u679c\u5e76\u975e\u201c\u5076\u7136\u8dd1\u51fa\u6765\u7684\u201d\uff0c\u800c\u662f\u5176\u8bbe\u8ba1\u903b\u8f91\u5728\u5b8c\u6574\u8bad\u7ec3\u6d41\u7a0b\u4e2d\u88ab\u7cfb\u7edf\u6027\u9a8c\u8bc1\u7684\u5fc5\u7136\u7ed3\u679c\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u9996\u5148\u6307\u51fa\uff0c\u73b0\u5b9e\u4e16\u754c\u4e2d\u51e0\u4e4e\u6240\u6709\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u9075\u5faa\u201c\u77ed\u5e8f\u5217\u9884\u8bad\u7ec3\u3001\u957f\u5e8f\u5217\u5fae\u8c03\u201d\u7684\u901a\u884c\u8303\u5f0f\uff0c\u56e0\u6b64\uff0c\u4efb\u4f55\u7a00\u758f\u6ce8\u610f\u529b\u65b9\u6848\u5982\u679c\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\u5927\u5e45\u6539\u53d8\u53c2\u6570\u7ed3\u6784\u3001\u8c03\u6574 attention \u7684\u8f93\u51fa\u5f62\u5f0f\uff0c\u90fd\u4f1a\u76f4\u63a5\u635f\u4f24\u6a21\u578b\u5728\u77ed\u5e8f\u5217\u9636\u6bb5\u5df2\u7ecf\u5b66\u5230\u7684\u8868\u793a\u80fd\u529b\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e00\u73b0\u5b9e\u7ea6\u675f\uff0c\u7814\u7a76\u4eba\u5458\u660e\u786e\u8bbe\u5b9a\u4e86 InfLLM-V2 \u7684\u6838\u5fc3\u5b9e\u9a8c\u524d\u63d0\uff1a\u5728\u4ece dense attention \u8fc7\u6e21\u5230 sparse attention \u7684\u8fc7\u7a0b\u4e2d\uff0c\u5fc5\u987b\u4fdd\u8bc1\u5df2\u6709 dense attention \u7684\u8868\u8fbe\u80fd\u529b\u4e0d\u88ab\u7834\u574f\u3002<\/p>\n<p>\u5728\u5177\u4f53\u8bad\u7ec3\u6d41\u7a0b\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u91c7\u7528\u5b8c\u5168\u6807\u51c6\u7684 Transformer \u67b6\u6784\u5bf9\u6a21\u578b\u8fdb\u884c\u77ed\u5e8f\u5217\u9884\u8bad\u7ec3\uff0c\u6a21\u578b\u89c4\u6a21\u4e3a 8B \u53c2\u6570\uff0c\u4f7f\u7528 GQA \u7ed3\u6784\uff0c\u5e8f\u5217\u957f\u5ea6\u4e3a 4k\u3002\u8fd9\u4e00\u9636\u6bb5\u672a\u5f15\u5165\u4efb\u4f55 InfLLM-V2 \u76f8\u5173\u7684\u7a00\u758f\u673a\u5236\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u529b\u5b8c\u5168\u5efa\u7acb\u5728\u4f20\u7edf\u5168\u6ce8\u610f\u529b\u7684\u57fa\u7840\u4e4b\u4e0a\u3002\u96f7\u5cf0\u7f51<\/p>\n<p>\u968f\u540e\uff0c\u5728\u8fdb\u5165\u957f\u4e0a\u4e0b\u6587\u8bad\u7ec3\u9636\u6bb5\u65f6\uff0c\u6a21\u578b\u5185\u90e8\u4ec5\u53d1\u751f\u4e86\u4e09\u9879\u5173\u952e\u53d8\u5316\uff1a\u5f53\u5e8f\u5217\u957f\u5ea6\u8d85\u8fc7\u9884\u8bbe\u9608\u503c\u65f6\uff0cattention mask \u7531\u7a20\u5bc6\u5f62\u5f0f\u5207\u6362\u4e3a\u7a00\u758f\u5f62\u5f0f\uff1bKey \u4e0e Value \u7684\u6295\u5f71\u53c2\u6570\u88ab\u5b8c\u6574\u590d\u7528\uff0c\u4e0d\u5f15\u5165\u65b0\u7684\u53c2\u6570\u5206\u652f\uff1battention \u7684\u8f93\u51fa\u5f62\u5f0f\u59cb\u7ec8\u4fdd\u6301\u4e3a single-output \u7ed3\u6784\uff0c\u4e0d\u4f7f\u7528 gating\uff0c\u4e5f\u4e0d\u5b58\u5728\u591a\u8def attention \u8f93\u51fa\u7684\u805a\u5408\u3002<\/p>\n<p>\u6b63\u662f\u8fd9\u79cd\u201c\u6700\u5c0f\u7ed3\u6784\u6270\u52a8\u201d\u7684\u5207\u6362\u65b9\u5f0f\uff0c\u4f7f InfLLM-V2 \u80fd\u591f\u5728\u9002\u914d\u957f\u4e0a\u4e0b\u6587\u7684\u540c\u65f6\uff0c\u6700\u5927\u9650\u5ea6\u4fdd\u7559\u539f\u6709\u6a21\u578b\u80fd\u529b\uff0c\u8fd9\u4e5f\u6784\u6210\u4e86\u5176\u4e0e NSA \u7b49\u53ef\u8bad\u7ec3\u7a00\u758f\u6ce8\u610f\u529b\u65b9\u6cd5\u7684\u672c\u8d28\u5dee\u5f02\u3002<\/p>\n<p>\u76f8\u5173\u5b9e\u9a8c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u5177\u6709\u53cd\u76f4\u89c9\u610f\u5473\u7684\u7ed3\u8bba\uff1a\u53ef\u8bad\u7ec3\u7684\u7a00\u758f attention \u5e76\u4e0d\u5fc5\u7136\u66f4\u9002\u5408\u77ed\u5230\u957f\u7684\u8fc1\u79fb\u8bad\u7ec3\u3002\u7814\u7a76\u4eba\u5458\u7684\u5206\u6790\u8868\u660e\uff0cNSA \u5728\u8be5\u8bbe\u5b9a\u4e0b\u7684\u6027\u80fd\u95ee\u9898\u5e76\u975e\u6e90\u81ea\u7a00\u758f\u673a\u5236\u672c\u8eab\uff0c\u800c\u662f\u7531\u4e8e\u5176\u5f15\u5165\u4e86\u4e09\u5957 Key\u2013Value \u6295\u5f71\u3001\u591a\u8def attention \u8f93\u51fa\u4ee5\u53ca\u57fa\u4e8e gating \u7684\u7ed3\u679c\u805a\u5408\u7ed3\u6784\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-a3f2646e8419fd560f66ec15ef1d78a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-a3f2646e8419fd560f66ec15ef1d78a1.png\"><\/a><\/p>\n<p>\u8fd9\u4e9b\u989d\u5916\u6a21\u5757\u5728\u77ed\u5e8f\u5217\u9636\u6bb5\u4e0d\u4ec5\u5e26\u6765\u5197\u4f59\u8ba1\u7b97\u5f00\u9500\uff0c\u8fd8\u4f1a\u663e\u8457\u6539\u53d8\u6ce8\u610f\u529b\u5206\u5e03\u5f62\u6001\uff0c\u4ece\u800c\u5bf9\u6a21\u578b\u5df2\u5b66\u5230\u7684\u8868\u793a\u9020\u6210\u5e72\u6270\u3002\u5728\u5b9e\u9a8c\u7ed3\u679c\u4e2d\uff0c\u8fd9\u4e00\u95ee\u9898\u5177\u4f53\u8868\u73b0\u4e3a\u8bad\u7ec3 loss \u66f2\u7ebf\u51fa\u73b0\u660e\u663e\u9707\u8361\u3001\u957f\u5e8f\u5217\u56f0\u60d1\u5ea6\uff08LongPPL\uff09\u663e\u8457\u5347\u9ad8\uff0c\u4ee5\u53ca\u957f\u94fe\u5f0f\u63a8\u7406\u4efb\u52a1\u6027\u80fd\u7684\u7cfb\u7edf\u6027\u4e0b\u964d\u3002<\/p>\n<p>\u5728\u5de5\u7a0b\u5b9e\u73b0\u5c42\u9762\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u901a\u8fc7\u8fdb\u4e00\u6b65\u7684\u6d88\u878d\u5206\u6790\u5b9a\u4f4d\u4e86 InfLLM-V2 \u7684\u4e3b\u8981\u6027\u80fd\u74f6\u9888\uff0c\u53d1\u73b0\u5176\u96c6\u4e2d\u5728 block selection \u9636\u6bb5\uff0c\u5c24\u5176\u662f compression attention \u7684\u8ba1\u7b97\u4ee5\u53ca attention score \u7684\u663e\u5f0f\u7269\u5316\u8fc7\u7a0b\u3002\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u4eba\u5458\u5728\u5b9e\u9a8c\u4e2d\u5f15\u5165\u4e86 head-group fusion \u548c LSE Approximation \u7b49\u4f18\u5316\u7b56\u7565\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e9b\u6539\u8fdb\u5728\u51e0\u4e4e\u4e0d\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u53ef\u4ee5\u5c06 block selection \u7684\u8ba1\u7b97\u65f6\u95f4\u964d\u4f4e\u7ea6 20\u201330%\uff0c\u4ece\u800c\u4e3a\u540e\u7eed\u7aef\u5230\u7aef\u63a8\u7406\u52a0\u901f\u5b9e\u9a8c\u4e2d\u89c2\u5bdf\u5230\u7684\u663e\u8457\u6027\u80fd\u63d0\u5347\u5960\u5b9a\u4e86\u5173\u952e\u57fa\u7840\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-2b2ffbd051e998a8980983547d3f36b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-2b2ffbd051e998a8980983547d3f36b6.png\"><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%AF%E3%80%8C%E7%83%AD%E5%8D%87%E7%BA%A7%E3%80%8D%E7%9A%84%E9%95%BF%E4%B8%8A%E4%B8%8B%E6%96%87%E6%96%B9%E6%A1%88\"><\/span>\u53ef\u300c\u70ed\u5347\u7ea7\u300d\u7684\u957f\u4e0a\u4e0b\u6587\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4ece\u7814\u7a76\u610f\u4e49\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u9879\u7814\u7a76\u5bf9\u201c\u957f\u4e0a\u4e0b\u6587\u5927\u8bed\u8a00\u6a21\u578b\u201d\u8fd9\u4e00\u65b9\u5411\u7ed9\u51fa\u4e86\u5177\u6709\u65b9\u6cd5\u8bba\u4ef7\u503c\u7684\u542f\u793a\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u660e\u786e\u6307\u51fa\uff0c\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u672a\u6765\u7684\u53d1\u5c55\u91cd\u70b9\u5e76\u4e0d\u5728\u4e8e\u8bbe\u8ba1\u5168\u65b0\u7684\u6ce8\u610f\u529b\u7ed3\u6784\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u5728\u4e0d\u7834\u574f\u65e2\u6709 dense attention \u7ed3\u6784\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u9ad8\u6548\u7684\u7a00\u758f\u5316\uff0c\u8fd9\u4e00\u89c2\u70b9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6539\u53d8\u4e86\u6b64\u524d\u4ee5\u201c\u7ed3\u6784\u521b\u65b0\u201d\u4e3a\u4e3b\u5bfc\u7684\u7814\u7a76\u8303\u5f0f\u3002<\/p>\n<p>\u5728\u5de5\u7a0b\u5b9e\u8df5\u5c42\u9762\uff0cInfLLM-V2 \u6240\u5177\u5907\u7684\u4e00\u7cfb\u5217\u7279\u6027\u6070\u597d\u5951\u5408\u771f\u5b9e\u5de5\u4e1a\u90e8\u7f72\u7684\u6838\u5fc3\u9700\u6c42\uff0c\u5305\u62ec\u65e0\u9700\u8c03\u6574\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u3001\u65e0\u9700\u7ef4\u62a4\u591a\u5957\u6a21\u578b\u7248\u672c\u3001\u4e0d\u4f1a\u727a\u7272\u77ed\u5e8f\u5217\u4efb\u52a1\u6027\u80fd\uff0c\u4e14\u4e0d\u4f9d\u8d56\u91cd\u65b0\u8fdb\u884c\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u3002\u8fd9\u610f\u5473\u7740\uff0c\u4e00\u4e2a\u5df2\u7ecf\u90e8\u7f72\u6216\u8bad\u7ec3\u5b8c\u6210\u7684\u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u5728\u6700\u5c0f\u4ee3\u4ef7\u4e0b\u88ab\u201c\u70ed\u5347\u7ea7\u201d\u4e3a\u5177\u5907\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u7684\u6a21\u578b\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u4e5f\u4e3a\u540e\u7eed\u5de5\u4f5c\u9690\u542b\u5730\u5212\u5b9a\u4e86\u82e5\u5e72\u91cd\u8981\u7ea6\u675f\uff1a\u9996\u5148\uff0c\u5e94\u907f\u514d\u5f15\u5165\u989d\u5916\u7684 attention \u5206\u652f\uff0c\u4ee5\u514d\u7834\u574f\u539f\u6709\u7ed3\u6784\u7684\u4e00\u81f4\u6027\uff1b\u5176\u6b21\uff0c\u4e0d\u5e94\u91c7\u7528\u4e0e dense attention \u8f93\u51fa\u5f62\u5f0f\u4e0d\u517c\u5bb9\u7684\u8bbe\u8ba1\uff0c\u5426\u5219\u5c06\u5bfc\u81f4\u77ed\u5230\u957f\u8fc1\u79fb\u8fc7\u7a0b\u4e2d\u7684\u80fd\u529b\u635f\u5931\uff1b\u6700\u540e\uff0c\u7a00\u758f\u6ce8\u610f\u529b\u7684\u8bbe\u8ba1\u5fc5\u987b\u5145\u5206\u8003\u8651\u5e95\u5c42\u8ba1\u7b97\u5b9e\u73b0\u4e0e kernel \u7279\u6027\uff0c\u800c\u4e0d\u4ec5\u505c\u7559\u5728\u6982\u5ff5\u5c42\u9762\u7684\u7ed3\u6784\u4f18\u96c5\u6027\u3002<\/p>\n<p>\u6b63\u662f\u7531\u4e8e\u8be5\u7814\u7a76\u5c06\u8bad\u7ec3\u8303\u5f0f\u3001\u6a21\u578b\u7ed3\u6784\u8bbe\u8ba1\u4ee5\u53ca CUDA \u7ea7\u5b9e\u73b0\u7ec6\u8282\u8fdb\u884c\u4e86\u7edf\u4e00\u8003\u91cf\uff0c\u5e76\u7cfb\u7edf\u6027\u5730\u89e3\u91ca\u4e86\u4ee5\u5f80\u7a00\u758f\u6ce8\u610f\u529b\u65b9\u6cd5\u5728\u771f\u5b9e\u8bad\u7ec3\u4e0e\u63a8\u7406\u6d41\u7a0b\u4e2d\u5931\u8d25\u7684\u539f\u56e0\uff0c\u624d\u4f7f\u5176\u4e0d\u4ec5\u505c\u7559\u5728\u65b9\u6cd5\u5c42\u9762\u7684\u63d0\u51fa\uff0c\u800c\u80fd\u591f\u8fdb\u4e00\u6b65\u652f\u6491\u5b9e\u9645\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u843d\u5730\u5e94\u7528\uff0c\u8fd9\u4e5f\u662f\u7814\u7a76\u56e2\u961f\u80fd\u591f\u57fa\u4e8e\u8be5\u6846\u67b6\u76f4\u63a5\u4ea7\u51fa MiniCPM-4.1 \u7b49\u6a21\u578b\u7684\u91cd\u8981\u539f\u56e0\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"InfLLM-V2_%E4%B8%BB%E8%A6%81%E4%BD%9C%E8%80%85\"><\/span>InfLLM-V2 \u4e3b\u8981\u4f5c\u8005<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8d75\u5a01\u9716\uff0c\u4ed6\u662f\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u9a8c\u5ba4\uff08THUNLP\uff09\u7684\u535a\u58eb\u7814\u7a76\u751f\uff0c\u7814\u7a76\u65b9\u5411\u805a\u7126\u4e8e\u9ad8\u6548\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>\u4ed6\u7684\u7814\u7a76\u4e3b\u8981\u56f4\u7ed5\u6a21\u578b\u63a8\u7406\u4e0e\u8bad\u7ec3\u52a0\u901f\u5c55\u5f00\uff0c\u5173\u6ce8\u70b9\u5e76\u975e\u5355\u7eaf\u5f15\u5165\u65b0\u7684\u6a21\u578b\u7ed3\u6784\uff0c\u800c\u662f\u5982\u4f55\u5728\u4e0d\u7834\u574f\u6807\u51c6 Transformer \u8868\u8fbe\u80fd\u529b\u4e0e\u65e2\u6709\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u5bf9\u5404\u7c7b\u573a\u666f\u7684\u6709\u6548\u9002\u914d\u4e0e\u5de5\u7a0b\u7ea7\u52a0\u901f\u3002<\/p>\n<p>\u9664\u5b66\u672f\u7814\u7a76\u5916\uff0c\u4ed6\u8fd8\u957f\u671f\u53c2\u4e0e OpenBMB\u3001MiniCPM \u7b49\u5f00\u6e90\u9879\u76ee\uff0c\u5728\u9ad8\u6027\u80fd attention kernel\u3001\u63a8\u7406\u4f18\u5316\u4e0e\u7cfb\u7edf\u5b9e\u73b0\u65b9\u9762\u627f\u62c5\u5173\u952e\u5de5\u7a0b\u5de5\u4f5c\uff0c\u5176\u7814\u7a76\u6210\u679c\u53d1\u8868\u4e8e ICLR\u3001ACL\u3001EMNLP \u7b49\u56fd\u9645\u4e3b\u6d41\u4f1a\u8bae\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-7c744120abf9a1b0aa9d47217c865349.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-7c744120abf9a1b0aa9d47217c865349.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/weilin-zhao.com<\/p>\n<p>\u5218\u77e5\u8fdc\uff0c\u4ed6\u662f\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\u517c\u4efb\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u7406\u4e8b\u3001\u793e\u4f1a\u5a92\u4f53\u5904\u7406\u4e13\u59d4\u4f1a\u526f\u4e3b\u4efb\u7b49\u5b66\u672f\u804c\u52a1\u3002<\/p>\n<p>\u5218\u77e5\u8fdc\u5206\u522b\u4e8e 2006 \u5e74\u3001 2011 \u5e74\u4e8e\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\u83b7\u5f97\u5b66\u58eb\u3001\u535a\u58eb\u5b66\u4f4d\uff0c\u5e76\u5728\u6e05\u534e\u5927\u5b66\u5f00\u5c55\u535a\u58eb\u540e\u7814\u7a76\uff0c\u540e\u7559\u6821\u4efb\u6559\u3002\u5176\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u6a21\u578b\u6280\u672f\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u77e5\u8bc6\u56fe\u8c31\u4e0e\u8bed\u4e49\u8ba1\u7b97\u4ee5\u53ca\u793e\u4f1a\u8ba1\u7b97\u7b49\u6838\u5fc3\u9886\u57df\u3002<\/p>\n<p>\u5218\u77e5\u8fdc\u5728\u56fd\u9645\u4e3b\u6d41\u5b66\u672f\u4f1a\u8bae\u548c\u671f\u520a\uff08\u5982Nature Machine Intelligence\u3001ACL\u3001EMNLP\u3001IJCAI \u548c AAAI\uff09\u4e0a\u53d1\u8868\u4e86 200 \u4f59\u7bc7\u8bba\u6587\uff0c\u5176 Google Scholar \u5f15\u7528\u91cf\u8d85\u8fc77\u4e07\u6b21\uff0c\u53cd\u6620\u51fa\u5e7f\u6cdb\u7684\u5b66\u672f\u5f71\u54cd\u529b\u3002<\/p>\n<p>\u4ed6\u5728\u591a\u9879\u56fd\u5bb6\u7ea7\u79d1\u7814\u9879\u76ee\u4e2d\u62c5\u4efb\u8d1f\u8d23\u4eba\u6216\u4e3b\u8981\u53c2\u4e0e\u8005\uff0c\u66fe\u83b7\u6559\u80b2\u90e8\u81ea\u7136\u79d1\u5b66\u4e00\u7b49\u5956\u3001\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u94b1\u4f1f\u957f\u4e2d\u6587\u4fe1\u606f\u5904\u7406\u79d1\u5b66\u6280\u672f\u5956\u4e00\u7b49\u5956\u3001\u4e16\u754c\u4e92\u8054\u7f51\u9886\u5148\u79d1\u6280\u6210\u679c\u5956\u3001\u5317\u4eac\u5e02\u9752\u5e74\u6559\u5b66\u540d\u5e08\u5956\u7b49\u591a\u9879\u79d1\u7814\u5956\u52b1\uff0c\u5e76\u5165\u9009\u5305\u62ec\u56fd\u5bb6\u9752\u5e74\u4eba\u624d\u8ba1\u5212\u3001Elsevier \u4e2d\u56fd\u9ad8\u88ab\u5f15\u5b66\u8005\u3001\u300a\u9ebb\u7701\u7406\u5de5\u79d1\u6280\u8bc4\u8bba\u300b\u4e2d\u56fd\u533a\u201c35 \u5c81\u4ee5\u4e0b\u79d1\u6280\u521b\u65b0 35 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Intelligence\u3001ICML\u3001NeurIPS\u3001ICLR\u3001ACL\u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u53ca\u671f\u520a\u53d1\u8868\u8bba\u6587\u591a\u7bc7\uff0c\u66fe\u83b7\u94b1\u4f1f\u957f\u4e2d\u6587\u4fe1\u606f\u5904\u7406\u79d1\u5b66\u6280\u672f\u5956\u4e00\u7b49\u5956\uff0c\u535a\u58eb\u540e\u521b\u65b0\u4eba\u624d\u652f\u6301\u8ba1\u5212\uff0c\u6e05\u534e\u5927\u5b66\u6c34\u6728\u5b66\u8005\uff0c\u6e05\u534e\u5927\u5b66\u4f18\u79c0\u535a\u58eb\u8bba\u6587\u7b49\u8363\u8a89\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-1fcb9f08f5975a67afc78afab5e4d672.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-1fcb9f08f5975a67afc78afab5e4d672.png\"><\/a><\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/xcjthu.github.io\/<\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/02\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/0FnVGoda1ifwipwH.html\" target=\"_blank\">\u6e05\u534e\u5218\u77e5\u8fdc\u56e2\u961f\u8bba\u6587\uff1a\u6700\u5c0f\u5316\u7ed3\u6784\u6539\u52a8\uff0c\u77ed\u6587\u672c\u5230\u957f\u6587\u672c\u4e1d\u6ed1\u5347\u7ea7 | ICLR 2026<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u5feb\u901f\u8fc8\u5411\u66f4\u5f3a\u63a8\u7406\u80fd\u529b\u4e0e\u66f4\u590d\u6742 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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