{"id":733340,"date":"2026-03-01T09:55:48","date_gmt":"2026-03-01T01:55:48","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=733340"},"modified":"2026-03-01T09:55:48","modified_gmt":"2026-03-01T01:55:48","slug":"3%e5%80%8d%e5%90%9e%e5%90%90%e9%87%8f%e3%80%81%e8%ae%bf%e5%ad%98%e5%87%8f%e8%87%b31-10%ef%bc%81%e8%9a%82%e8%9a%81%e7%94%a9%e5%87%ba%e4%b8%a4%e5%a4%a7%e4%b8%87%e4%ba%bf%e5%8f%82%e6%95%b0%e5%bc%80","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=733340","title":{"rendered":"3\u500d\u541e\u5410\u91cf\u3001\u8bbf\u5b58\u51cf\u81f31\/10\uff01\u8682\u8681\u7529\u51fa\u4e24\u5927\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u6a21\u578b\uff0c\u80cc\u540e\u67b6\u6784\u6210\u5173\u952e"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_09\/F1234FB358F3736A91D6BC9A67028D1001A7DF95_size101_w900_h383.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"3\u500d\u541e\u5410\u91cf\u3001\u8bbf\u5b58\u51cf\u81f31\/10\uff01\u8682\u8681\u7529\u51fa\u4e24\u5927\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u6a21\u578b\uff0c\u80cc\u540e\u67b6\u6784\u6210\u5173\u952e\"  \/><\/p>\n<p><strong>\u56de\u5f52\u67b6\u6784\u8fdb\u5316\u7684\u672c\u8d28\u3002<\/strong><\/p>\n<p><strong>\u4f5c\u8005 | <\/strong>\u9648\u9a8f\u8fbe<\/p>\n<p><strong>\u7f16\u8f91 | <\/strong>\u6f20\u5f71<\/p>\n<p>\u5f53\u5927\u6a21\u578b\u5728\u63a8\u7406\u3001\u7f16\u7a0b\u7b49\u80fd\u529b\u4e0a\u4e0d\u65ad\u5237\u65b0\u7eaa\u5f55\u65f6\uff0c\u4e00\u4e2a\u65b0\u7684\u95ee\u9898\u4e5f\u6108\u53d1\u7a81\u51fa\uff1a<strong>\u5982\u4f55\u5728\u6301\u7eed\u63d0\u5347\u6a21\u578b\u80fd\u529b\u7684\u540c\u65f6\uff0c\u63a7\u5236\u7b97\u529b\u4e0e<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u6d88\u8017\uff1f<\/strong><\/p>\n<p>\u5c31\u5728\u672c\u6708\uff0c\u8682\u8681\u96c6\u56e2inclusionAI\u56e2\u961f\u4ea4\u51fa\u4e86\u4e00\u4efd\u9887\u5177\u5206\u91cf\u7684\u7b54\u5377\u2014\u2014\u767e\u7075\u5927\u6a21\u578b\u5bb6\u65cf\u65b0\u4e00\u4ee3\u5f00\u6e90\u4e07\u4ebf\u53c2\u6570\u6a21\u578b<strong>Ling-2.5-1T\uff08\u5373\u65f6\u6a21\u578b\uff09\u4e0eRing-2.5-1T\uff08\u601d\u8003\u6a21\u578b\uff09\u3002<\/strong><\/p>\n<p>\u8fd9\u4e24\u6b3e\u6a21\u578b\u5e76\u975e\u4ec5\u9760\u201c\u5806\u53c2\u6570\u201d\u53d6\u80dc\uff0c<strong>\u5b83\u4eec\u5171\u4eab\u7684\u6280\u672f\u5e95\u5ea7\u2014\u2014\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u201cLing 2.5\u201d\uff0c\u624d\u662f\u6b64\u6b21\u53d1\u5e03\u7684\u5173\u952e\u3002<\/strong>\u5728\u5f53\u524d\u4e3b\u6d41\u5927\u6a21\u578b\u4ecd\u4ee5\u6539\u8fdb\u578b\u4f20\u7edf\u6ce8\u610f\u529b\u673a\u5236\u4e3a\u6838\u5fc3\u67b6\u6784\u7684\u80cc\u666f\u4e0b\uff0cLing-2.5-1T\u662f\u4e1a\u5185\u5c11\u89c1\u7684\u8d85\u5927\u578b\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u6a21\u578b\uff0c\u800cRing-2.5-1T\u6210\u4e3a\u4e86<strong>\u5168\u7403\u9996\u4e2a\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u7684\u4e07\u4ebf\u53c2\u6570\u601d\u8003\u6a21\u578b<\/strong>\u3002<\/p>\n<p>\u5f97\u76ca\u4e8eLing 2.5\u8fd9\u4e00\u65b0\u67b6\u6784\uff0c\u6a21\u578b\u5728\u957f\u6587\u672c\u751f\u6210\u4e0e\u957f\u7a0b\u63a8\u7406\u573a\u666f\u4e2d\uff0c\u5c06\u8bbf\u5b58\u89c4\u6a21\u538b\u7f29\u81f3<strong>\u4f20\u7edf\u67b6\u6784\u76841\/10<\/strong>\uff0c\u751f\u6210\u541e\u5410\u91cf\u8fbe<strong>\u539f\u6765\u76843\u500d<\/strong>\u3002\u6362\u8a00\u4e4b\uff0c\u5b83\u8ba9\u6a21\u578b\u5728\u201c\u53d8\u806a\u660e\u201d\u7684\u540c\u65f6\uff0c\u4e5f\u5b66\u4f1a\u4e86\u201c\u7701\u7740\u82b1\u201d\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u6548\u7387\u7684\u63d0\u5347\u5e76\u672a\u4ee5\u6027\u80fd\u4e3a\u4ee3\u4ef7\u3002\u5728\u6d89\u53ca\u63a8\u7406\u3001\u667a\u80fd\u4f53\u3001\u6307\u4ee4\u9075\u5faa\u3001\u957f\u4e0a\u4e0b\u6587\u7b49\u573a\u666f\u7684\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c<strong>Ling-2.5-1T\u8d85\u8d8a\u4e86DeepSeek-V3.2-nothink\u3001Kimi-K2.5-Instant\u548cGPT-5.2-chat\u7b49\u540c\u7c7b\u578b\u7684\u5373\u65f6\u6a21\u578b\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_09\/2D95FE1554ECC44395BE556285229E384AE558C2_size143_w1000_h497.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"3\u500d\u541e\u5410\u91cf\u3001\u8bbf\u5b58\u51cf\u81f31\/10\uff01\u8682\u8681\u7529\u51fa\u4e24\u5927\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u6a21\u578b\uff0c\u80cc\u540e\u67b6\u6784\u6210\u5173\u952e\"  \/><\/p>\n<p>\u800c<strong>Ring-2.5-1T<\/strong>\u5219\u5728\u56fd\u9645\u6570\u5b66\u5965\u6797\u5339\u514b\u7ade\u8d5b\uff08IMO 2025\uff09\u548c\u4e2d\u56fd\u6570\u5b66\u5965\u6797\u5339\u514b\uff08CMO 2025\uff09<strong>\u8fbe\u5230\u91d1\u724c\u6c34\u5e73<\/strong>\uff08\u81ea\u6d4b\u5206\u6570\u4e3aIMO 35\u5206\u3001CMO 105\u5206\uff09\uff0c\u5f00\u542f\u91cd\u5ea6\u601d\u8003\uff08Heavy Thinking\uff09\u6a21\u5f0f\u540e\uff0c\u5b83\u5728IMOAnswerBench\u3001HMMT-25\u7b49\u6570\u5b66\u7ade\u8d5b\u63a8\u7406\u57fa\u51c6\u548cLiveCodeBench-v6\u4ee3\u7801\u751f\u6210\u57fa\u51c6\u4e2d\uff0c<strong>\u8d85\u8d8a\u6240\u6709\u5bf9\u6bd4\u6a21\u578b\uff0c\u65e0\u8bba\u5f00\u6e90\u95ed\u6e90\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_09\/CA87639AF815435CF2E54F7AA4A327FB912C5F20_size578_w1000_h424.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"3\u500d\u541e\u5410\u91cf\u3001\u8bbf\u5b58\u51cf\u81f31\/10\uff01\u8682\u8681\u7529\u51fa\u4e24\u5927\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u6a21\u578b\uff0c\u80cc\u540e\u67b6\u6784\u6210\u5173\u952e\"  \/><\/p>\n<p>\u90a3\u4e48\uff0c\u8682\u8681\u767e\u7075\u7684\u6df7\u5408\u7ebf\u6027\u67b6\u6784\u7684\u6280\u672f\u8def\u7ebf\u7a76\u7adf\u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff1f\u53c8\u662f\u5982\u4f55\u5728\u4e0d\u727a\u7272\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u64ac\u52a8\u5982\u6b64\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\uff1f<\/p>\n<p><strong>01<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u4e07\u4ebf\u53c2\u6570\u65f6\u4ee3<\/strong><\/p>\n<p><strong>\u4f20\u7edf\u67b6\u6784\u8fd8\u80fd\u8d70\u591a\u8fdc\uff1f<\/strong><\/p>\n<p>\u5728\u5927\u6a21\u578b\u6301\u7eed\u8dc3\u8fc1\u7684\u8fdb\u7a0b\u4e2d\uff0c\u6ce8\u610f\u529b\u673a\u5236\u59cb\u7ec8\u5904\u4e8e\u821e\u53f0\u4e2d\u592e\uff0c\u5f71\u54cd\u7740\u6a21\u578b\u7406\u89e3\u957f\u6587\u672c\u3001\u6355\u6349\u590d\u6742\u8bed\u4e49\u4ee5\u53ca\u751f\u6210\u9ad8\u8d28\u91cf\u5185\u5bb9\u7684\u80fd\u529b\u3002\u800cSoftmax\u4e00\u76f4\u662f\u4e3b\u6d41\u67b6\u6784\u7684\u6838\u5fc3\u6ce8\u610f\u529b\u8ba1\u7b97\u673a\u5236\uff0c\u51e0\u4e4e\u6240\u6709Transformer\u6a21\u578b\u90fd\u4ee5\u6b64\u4e3a\u57fa\u7840\u3002<\/p>\n<p>\u8fd9\u79cd\u673a\u5236\u6bcf\u6b21\u8ba1\u7b97\u90fd\u201c\u7ffb\u9605\u201d\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u7cbe\u51c6\u6355\u6349\u8bcd\u4e0e\u8bcd\u7684\u5173\u8054\uff0c\u8d4b\u4e88\u6a21\u578b\u5f3a\u5927\u8868\u8fbe\u529b\u548c\u7ec6\u7c92\u5ea6\u5bf9\u9f50\u80fd\u529b\u3002<strong>\u4f46\u5176\u4ee3\u4ef7\u660e\u663e\uff1a\u968f\u7740\u6587\u672c\u957f\u5ea6\u589e\u52a0\uff0c\u5176\u8ba1\u7b97\u91cf\u5448\u5e73\u65b9\u7ea7\u589e\u957f\uff0c\u7b97\u529b\u548c\u663e\u5b58\u6d88\u8017\u8fc5\u901f\u6500\u5347\u3002<\/strong><\/p>\n<p>\u968f\u7740\u5e94\u7528\u573a\u666f\u5411\u8d85\u957f\u4e0a\u4e0b\u6587\u5ef6\u5c55\uff0c\u8fd9\u79cd\u201c\u7cbe\u7ec6\u5316\u201d\u7684\u6210\u672c\u88ab\u91cd\u65b0\u5ba1\u89c6\u3002\u7ebf\u6027\u6ce8\u610f\u529b\uff08Linear Attention\uff09\u7531\u6b64\u8fdb\u5165\u4e3b\u6d41\u89c6\u91ce\u3002<\/p>\n<p>\u7ebf\u6027\u6ce8\u610f\u529b\u901a\u8fc7\u6570\u5b66\u91cd\u6784\uff0c\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u4e0d\u518d\u4e3a\u6bcf\u4e00\u4e2atoken\u53cd\u590d\u56de\u6eaf\u5168\u90e8\u5e8f\u5217\uff0c\u800c\u662f\u4f9d\u6258\u72b6\u6001\u8bb0\u5fc6\u6301\u7eed\u4f20\u9012\u6838\u5fc3\u4fe1\u606f\u2014\u2014\u66f4\u50cf\u662f\u4e00\u573a\u63a5\u529b\u8d5b\uff0c\u6bcf\u4e00\u6b65\u90fd\u627f\u63a5\u524d\u4e00\u6b65\u7684\u6210\u679c\uff0c\u65e0\u9700\u91cd\u8d70\u6765\u8def\u3002\u6548\u7387\u7684\u8dc3\u5347\u662f\u663e\u800c\u6613\u89c1\u7684\uff1a<strong>\u66f4\u4f4e\u7684FLOPs\u3001\u66f4\u5c0f\u7684\u663e\u5b58\u5360\u7528\u3001\u66f4\u5feb\u7684\u751f\u6210\u901f\u5ea6\u3002<\/strong><\/p>\n<p>\u7136\u800c\uff0c\u7ebf\u6027\u673a\u5236\u4e5f\u5e76\u975e\u4e07\u80fd\u3002\u5728\u9700\u8981\u7cbe\u51c6\u5b9a\u4f4d\u5173\u952e\u4fe1\u606f\u3001\u8fdb\u884c\u7ec6\u7c92\u5ea6\u8bed\u4e49\u5bf9\u9f50\u6216\u590d\u6742\u957f\u7a0b\u4f9d\u8d56\u5efa\u6a21\u7684\u4efb\u52a1\u4e2d\uff0c\u5176\u8868\u73b0\u6709\u65f6\u96be\u4ee5\u5339\u654c\u4f20\u7edf\u6ce8\u610f\u529b\u3002\u4e8e\u662f\uff0c\u4e00\u6761\u517c\u987e\u6027\u80fd\u4e0e\u6548\u7387\u7684\u6280\u672f\u8def\u5f84\u9010\u6e10\u6210\u578b\u2014\u2014<strong>\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\uff08Hybrid Linear Attention\uff09<\/strong>\u3002<\/p>\n<p>\u8fd9\u4e00\u601d\u8def\u5176\u5b9e\u5f88\u76f4\u89c2\u3002\u540c\u4e00\u6a21\u578b\u4e2d\u8fdb\u884c\u201c\u5206\u5c42\u5206\u5de5\u201d\u3002\u90e8\u5206\u5c42\u4fdd\u7559\u4f20\u7edf\u6ce8\u610f\u529b\u5904\u7406\u590d\u6742\u8bed\u4e49\u4e0e\u5168\u5c40\u4f9d\u8d56\uff0c\u90e8\u5206\u5c42\u91c7\u7528\u7ebf\u6027\u673a\u5236\u4ee5\u964d\u4f4e\u8ba1\u7b97\u8d1f\u62c5\uff0c\u4ece\u800c\u8ba9\u6a21\u578b\u5728\u8868\u8fbe\u80fd\u529b\u4e0e\u8ba1\u7b97\u6548\u7387\u4e4b\u95f4\u5b9e\u73b0\u52a8\u6001\u5e73\u8861\u3002<\/p>\n<p>\u7136\u800c\uff0c\u7406\u5ff5\u6e05\u6670\u5e76\u4e0d\u610f\u5473\u7740\u5b9e\u73b0\u7b80\u5355\u3002\u771f\u6b63\u5c06\u6df7\u5408\u67b6\u6784\u63a8\u5411\u8d85\u5927\u89c4\u6a21\u53c2\u6570\u8bad\u7ec3\uff0c\u4ecd\u9762\u4e34\u591a\u91cd\u6311\u6218\u3002<\/p>\n<p>\u9996\u5148\u662f<strong>\u8bad\u7ec3\u7a33\u5b9a\u6027\u95ee\u9898<\/strong>\uff0c\u4e24\u79cd\u673a\u5236\u5728\u540c\u4e00\u7f51\u7edc\u4e2d\u534f\u540c\u8fd0\u884c\uff0c\u5728\u8d85\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u4e0b\u5bb9\u6613\u5f15\u53d1\u6570\u503c\u9707\u8361\uff0c\u5f71\u54cd\u6536\u655b\u4e0e\u68af\u5ea6\u7a33\u5b9a\u3002<\/p>\n<p>\u5176\u6b21\u662f<strong>\u6bd4\u4f8b\u8c03\u4f18\u96be\u9898<\/strong>\uff0c\u591a\u5c11\u5c42\u91c7\u7528\u4f20\u7edf\u6ce8\u610f\u529b\u3001\u591a\u5c11\u5c42\u91c7\u7528\u7ebf\u6027\u673a\u5236\uff0c\u5e76\u65e0\u901a\u7528\u516c\u5f0f\uff0c\u7814\u7a76\u8005\u9700\u5728\u5de5\u7a0b\u4e0e\u5b9e\u9a8c\u4e2d\u53cd\u590d\u6743\u8861\u3002<\/p>\n<p>\u518d\u8005\uff0c\u5728\u4e0a\u4e0b\u6587\u4e0d\u65ad\u6269\u5c55\u7684\u80cc\u666f\u4e0b\uff0c\u5982\u4f55\u786e\u4fdd\u7ebf\u6027\u90e8\u5206\u9ad8\u6548\u4f20\u9012\u72b6\u6001\u800c\u4e0d\u4e22\u5931\u5173\u952e\u8bed\u4e49\u4fe1\u606f\uff0c\u4e5f\u6210\u4e3a\u67b6\u6784\u8bbe\u8ba1\u7684\u6838\u5fc3\u74f6\u9888\u4e4b\u4e00\u3002<\/p>\n<p><strong>02<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u544a\u5225\u66b4\u529b\u5806\u7b97\u529b\u3001\u5806\u53c2\u6570<\/strong><\/p>\n<p><strong>\u5982\u4f55\u5b9e\u73b0\u6df7\u5408\u67b6\u6784\u7684\u4e07\u4ebf\u7ea7\u5de5\u7a0b\u5316\u8dc3\u8fc1<\/strong><\/p>\n<p>\u5f53\u524d\uff0c\u5305\u62ecMinimax\u3001\u6708\u4e4b\u6697\u9762\u3001\u963f\u91cc\u4ee5\u53ca<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u7b49\u673a\u6784\u5747\u5df2\u63a2\u7d22\u4e86\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u884c\u4e1a\u9010\u6e10\u5f62\u6210\u5171\u8bc6\uff1a\u6df7\u5408\u7ed3\u6784\u662f\u7a81\u7834\u5927\u6a21\u578b\u6548\u7387\u74f6\u9888\u7684\u91cd\u8981\u8def\u5f84\u4e4b\u4e00\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u8d8b\u52bf\u4e4b\u4e2d\uff0c\u8682\u8681\u767e\u7075\u7684\u7814\u7a76\u540c\u6837\u56f4\u7ed5\u4e0a\u8ff0\u6838\u5fc3\u95ee\u9898\u5c55\u5f00\u3002\u5982\u679c\u5c06\u5176\u5728\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u4e0a\u7684\u63a2\u7d22\u6d53\u7f29\u4e3a\u4e00\u6761\u6e05\u6670\u4e3b\u7ebf\uff0c\u53ef\u4ee5\u5206\u6210\u4e24\u4e2a\u9636\u6bb5\uff1a<strong>\u6280\u672f\u53ef\u884c\u6027\u9a8c\u8bc1\u9636\u6bb5<\/strong>\u4e0e<strong>\u4e07\u4ebf\u89c4\u6a21\u5de5\u7a0b\u5316\u843d\u5730\u9636\u6bb5<\/strong>\u3002<\/p>\n<p>\u65e9\u5728\u53bb\u5e749\u6708\uff0c\u8682\u8681\u767e\u7075\u56e2\u961f\u4fbf\u5f00\u6e90\u4e86<strong>Ring-mini-linear-2.0\u4e0eRing-flash-linear-2.0<\/strong>\uff0c\u5e76\u53d1\u5e03\u6280\u672f\u62a5\u544a\uff0c\u9a8c\u8bc1\u4e86\u7ebf\u6027\u6ce8\u610f\u529b\u5728\u771f\u5b9e\u5de5\u4e1a\u89c4\u6a21\u8bad\u7ec3\u548c\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u4e2d\u7684\u53ef\u7528\u6027\u3002<\/p>\n<p>\u62a5\u544a\u4e2d\u7ed9\u51fa\u7684\u6838\u5fc3\u67b6\u6784\u601d\u60f3\u662f\u5c06\u7ebf\u6027\u6ce8\u610f\u529b\u4e0eSoftmax\u6ce8\u610f\u529b\u8fdb\u884c\u5206\u7ec4\u6df7\u5408\uff0c\u6bcf\u4e2alayer group\u4e2d\u5305\u542bM\u5c42\u7ebf\u6027attention\u52a01\u5c42Softmax\u6ce8\u610f\u529b\uff0c\u4ece\u800c\u5728\u4fdd\u6301\u8868\u8fbe\u80fd\u529b\u7684\u524d\u63d0\u4e0b\uff0c\u628a\u590d\u6742\u5ea6\u4eceO(n&sup2;)\u62c9\u5411\u8fd1\u4f3cO(n)\u3002<\/p>\n<p>\u901a\u8fc7Scaling Law\u5b9e\u9a8c\uff0c\u4ed6\u4eec\u9a8c\u8bc1\u4e86\u5f53M=7\uff08\u53731:7\u7684\u6df7\u5408\u6bd4\u4f8b\uff09\u65f6\uff0c\u5728\u9ad8FLOP\u9884\u7b97\u4e0b\u8868\u73b0\u4f18\u4e8e\u7eafsoftmax\u7ed3\u6784\u3002\u8fd9\u4e2a\u7ed3\u8bba\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u8bc1\u660e\uff1a<strong>\u5728\u5927\u6a21\u578b\u89c4\u6a21\u4e0b\uff0c\u201c\u7ebf\u6027\u4e3a\u4e3b\u3001softmax\u4e3a\u8f85\u201d\u7684\u7ed3\u6784\u4e0d\u662f\u6027\u80fd\u9000\u5316\uff0c\u800c\u662f\u6548\u7387\u4e0e\u6548\u679c\u7684\u66f4\u4f18\u5e73\u8861\u3002<\/strong><\/p>\n<p>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u8682\u8681\u8fd8\u53d1\u5e03\u4e86\u4e24\u5927\u81ea\u7814\u9ad8\u6027\u80fd\u878d\u5408\u7b97\u5b50\u3002\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u7cbe\u7ec6\u5316\u7684\u7b97\u5b50\u878d\u5408\u548c\u81ea\u9002\u5e94\u91cd\u8ba1\u7b97\u91cf\u5316\u6280\u672f\uff0c<strong>\u66f4\u9ad8\u6548\u7684FP8\u878d\u5408\u7b97\u5b50<\/strong>\u5c06FP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u7684\u8ba1\u7b97\u6548\u7387\u63d0\u5347\u81f3\u539f\u6765\u76841.5-1.7\u500d\u5de6\u53f3\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_09\/E1DB081CE9C3B0EF3B6B80D0D0D4A3A03B75C723_size37_w1000_h330.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"3\u500d\u541e\u5410\u91cf\u3001\u8bbf\u5b58\u51cf\u81f31\/10\uff01\u8682\u8681\u7529\u51fa\u4e24\u5927\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u6a21\u578b\uff0c\u80cc\u540e\u67b6\u6784\u6210\u5173\u952e\"  \/><\/p>\n<p>\u5728\u63a8\u7406\u7aef\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86<strong>\u66f4\u9ad8\u6548\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u878d\u5408\u7b97\u5b50<\/strong>\uff0c\u652f\u6301\u66f4\u591a\u7684\u63a8\u7406\u6a21\u5f0f\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u63a8\u7406\u5f15\u64ce\u7684\u541e\u5410\u3002<\/p>\n<p>\u67b6\u6784\u4f18\u5316\u4e0e\u9ad8\u6027\u80fd\u7b97\u5b50\u534f\u540c\u4e4b\u4e0b\uff0c\u4e24\u6b3eRing-linear\u6a21\u578b\u5728\u6df1\u5ea6\u63a8\u7406\u573a\u666f\u4e0b\u7684\u63a8\u7406\u6210\u672c\u4ec5\u4e3a\u540c\u5c3a\u5bf8Dense\u6a21\u578b\u7684\u7ea61\/10\uff0c<strong>\u76f8\u8f83\u539f\u6709Ring\u7cfb\u5217\u6210\u672c\u4e5f\u4e0b\u964d\u8d85\u8fc750%\u3002<\/strong><\/p>\n<p>\u5b8c\u6210\u521d\u6b65\u63a2\u7d22\u540e\uff0c\u8682\u8681\u767e\u7075\u56e2\u961f\u5728\u5176\u57fa\u7840\u4e0a\u63d0\u51fa\u4e86<strong>Ling 2.5 \u67b6\u6784<\/strong>\uff1a\u5728Ling 2.0\u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u901a\u8fc7<strong>\u201c\u589e\u91cf\u8bad\u7ec3\u201d<\/strong>\u7684\u65b9\u5f0f\uff0c\u5c06\u539f\u6709GQA\uff08\u6539\u8fdb\u7248\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4ecd\u7136\u57fa\u4e8eSoftmax\uff09\u5347\u7ea7\u4e3a1:7\u7684MLA + Lightning Linear\u6df7\u5408\u7ed3\u6784\uff0c<strong>\u628a\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u771f\u6b63\u63a8\u5411\u4e07\u4ebf\u89c4\u6a21\u3002<\/strong><\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_09\/81BDF5DDFD08A6936E77C16C2EA1A70AC41CFBFB_size370_w1000_h966.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"3\u500d\u541e\u5410\u91cf\u3001\u8bbf\u5b58\u51cf\u81f31\/10\uff01\u8682\u8681\u7529\u51fa\u4e24\u5927\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u6a21\u578b\uff0c\u80cc\u540e\u67b6\u6784\u6210\u5173\u952e\"  \/><\/p>\n<p>\u5728Ling 2.5\u67b6\u6784\u4e2d\uff0c\u5927\u90e8\u5206GQA\u5c42\u90fd\u88ab\u6539\u9020\u4e3a\u4e86Lightning Linear Attention\uff0c<strong>\u4ee5\u63d0\u5347\u957f\u7a0b\u63a8\u7406\u7684\u541e\u5410\u80fd\u529b<\/strong>\uff1b\u5269\u4f59GQA\u5c42\u8fd1\u4f3c\u8f6c\u4e3aMLA\uff0c<strong>\u4ee5\u538b\u7f29KV Cache\u5e76\u4fdd\u7559\u8868\u8fbe\u80fd\u529b<\/strong>\u3002<\/p>\n<p>\u6574\u4e2a\u6539\u9020\u8fc7\u7a0b\u4e2d\u4fdd\u7559QK Norm\u3001Partial RoPE\u7b49\u5173\u952e\u673a\u5236\uff0c\u5e76\u8fdb\u884c\u4e86\u9488\u5bf9\u6027\u9002\u914d\uff0c\u4ece\u800c\u4fdd\u8bc1\u6a21\u578b\u67b6\u6784\u8fc1\u79fb\u8fc7\u7a0b\u4e2d\u8868\u8fbe\u80fd\u529b\u4e0d\u584c\u9677\u3002<\/p>\n<p>\u6539\u9020\u5b8c\u6210\u540e\uff0cLing-2.5-1T\u548cRing-2.5-1T\u7684\u6fc0\u6d3b\u53c2\u6570\u4ece51B\u63d0\u5347\u81f363B\uff0c\u4f46\u5728\u6df7\u5408\u7ebf\u6027\u67b6\u6784\u652f\u6301\u4e0b\uff0c\u63a8\u7406\u541e\u5410\u4ecd\u7136\u663e\u8457\u63d0\u5347\uff0c<strong>\u8fd9\u8bf4\u660e\u67b6\u6784\u4f18\u5316\u5e26\u6765\u7684\u6536\u76ca\uff0c\u5df2\u7ecf\u8d85\u8fc7\u53c2\u6570\u89c4\u6a21\u589e\u52a0\u5e26\u6765\u7684\u8d1f\u62c5\u3002<\/strong><\/p>\n<p>\u5728\u67b6\u6784\u6539\u9020\u4e4b\u540e\uff0c\u8682\u8681\u8fd8\u8fdb\u4e00\u6b65\u5bf9Ling-2.5-1T-base\u8fdb\u884c\u4e86\u57fa\u4e8e 9T \u4f18\u8d28\u8bed\u6599\u7684\u6301\u7eed\u9884\u8bad\u7ec3\uff0c\u91cd\u70b9\u5f3a\u5316\u4e86\u9884\u8bad\u7ec3\u57fa\u5ea7\u7684\u4e16\u754c\u77e5\u8bc6\u8986\u76d6\u4e0e\u667a\u80fd\u4f53\u4ea4\u4e92\u7684\u57fa\u7840\u80fd\u529b\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u51ed\u501f\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u5728\u957f\u6587\u672c\u5904\u7406\u4e0a\u7684\u9ad8\u8ba1\u7b97\u6548\u7387\u4e0e\u53ef\u6269\u5c55\u6027\uff0c\u4ed6\u4eec\u5c06Ling-2.5-1T\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5c55\u8bad\u7ec3\u81f3256K tokens\uff0c\u5e76\u901a\u8fc7YaRN\u5916\u63a8\u652f\u6301<strong>\u6700\u9ad81M tokens\u7684\u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u3002<\/strong><\/p>\n<p><strong>03<\/strong><strong>.<\/strong><\/p>\n<p><strong>\u4ece\u5b9e\u9a8c\u5ba4\u5230\u771f\u5b9e\u573a\u666f\uff1a<\/strong><\/p>\n<p><strong>\u67b6\u6784\u4f18\u5316\u5e26\u6765\u4e86\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u5728\u8682\u8681\u5bf9\u5916\u53d1\u5e03\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6211\u4eec\u80fd\u76f4\u89c2\u611f\u53d7\u5230\u6df7\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>\u4ee5AIME 2026\u8bc4\u6d4b\u4e3a\u4f8b\uff0c\u5f53\u5e73\u5747\u8f93\u51fa\u957f\u5ea6\u7ea6\u4e3a5890\u4e2atoken\u65f6\uff0c\u65b0\u4e00\u4ee3Ling-2.5-1T\u6a21\u578b\u7684\u8868\u73b0\u663e\u8457\u8d85\u8d8a\u524d\u4ee3Ling-1T\uff0c\u5e76\u5df2\u903c\u8fd1\u524d\u6cbf\u601d\u8003\u6a21\u578b\u7684\u6c34\u5e73\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u540e\u8005\u901a\u5e38\u9700\u8981\u751f\u621015000\u523023000\u4e2atoken\u624d\u80fd\u5b8c\u6210\u540c\u6837\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_09\/5FDB8C5EEC4CCC9B042D4944483384C170DBCC40_size73_w1000_h595.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"3\u500d\u541e\u5410\u91cf\u3001\u8bbf\u5b58\u51cf\u81f31\/10\uff01\u8682\u8681\u7529\u51fa\u4e24\u5927\u4e07\u4ebf\u53c2\u6570\u5f00\u6e90\u6a21\u578b\uff0c\u80cc\u540e\u67b6\u6784\u6210\u5173\u952e\"  \/><\/p>\n<p>\u5728\u8861\u91cf\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\u7684RULER\u4e0eMRCR\u57fa\u51c6\u6d4b\u8bd5\uff08\u8986\u76d616K\u81f3256K token\u8303\u56f4\uff09\u4e2d\uff0cLing-2.5-1T\u53d6\u5f97\u4e86\u4f18\u4e8e\u91c7\u7528MLA\/DSA\u67b6\u6784\u7684\u4e3b\u6d41\u5927\u578b\u5373\u65f6\u6a21\u578b\uff08\u5982Kimi K2.5\u3001DeepSeek 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href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\uff0c\u4e5f\u8ba9\u5176\u6210\u4e3a\u5f53\u4e0bAI\u5f00\u6e90\u751f\u6001\u4e2d\u4e0d\u53ef\u5ffd\u89c6\u7684\u65b0\u529b\u91cf\u3002<\/p>\n<p>\u56de\u6eaf\u767e\u7075\u5bb6\u65cf\u7684\u6574\u4f53\u5e03\u5c40\uff0c\u5176\u6f14\u8fdb\u903b\u8f91\u6e05\u6670\u53ef\u89c1\uff1a\u5e76\u975e\u5355\u4e00\u8ffd\u6c42\u53c2\u6570\u89c4\u6a21\u6500\u5347\uff0c\u800c\u662f\u5728\u591a\u6a21\u6001\u611f\u77e5\u3001\u8bed\u8a00\u751f\u6210\u673a\u5236\u3001\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\u4e0e\u5373\u65f6\u54cd\u5e94\u6548\u7387\u7b49\u6838\u5fc3\u7ef4\u5ea6\u4e0a\u5168\u9762\u5e03\u5c40\uff0c\u6784\u5efa\u4e92\u4e3a\u8865\u5145\u3001\u534f\u540c\u8fdb\u5316\u7684\u6a21\u578b\u77e9\u9635\u3002<\/p>\n<p>\u800c\u7ad9\u5728\u66f4\u5b8f\u89c2\u7684\u884c\u4e1a\u89c6\u89d2\uff0cLing 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class=\"tag_link\">\u521b\u65b0<\/a>\u4ecd\u662f\u5927\u6a21\u578b\u6f14\u8fdb\u7684\u5173\u952e\u53d8\u91cf\u3002\u66f4\u9ad8\u7684\u63a8\u7406\u6548\u7387\u3001\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u3001\u66f4\u4f4e\u7684\u90e8\u7f72\u6210\u672c\u2014\u2014\u8fd9\u4e9b\u7531\u67b6\u6784\u9769\u65b0\u5e26\u6765\u7684\u7cfb\u7edf\u6027\u4f18\u52bf\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/p>\n<p>\u5f53\u6280\u672f\u8def\u7ebf\u8d8b\u4e8e\u591a\u5143\uff0c\u5f53\u5f00\u6e90\u751f\u6001\u6301\u7eed\u7e41\u8363\uff0c\u5f00\u53d1\u8005\u4e5f\u5c31\u62e5\u6709\u4e86\u66f4\u7075\u6d3b\u7684\u5de5\u5177\u7ec4\u5408\u6765\u5e94\u5bf9\u4e0d\u540c\u573a\u666f\u7684\u6311\u6218\u3002<\/p>\n<p>(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u56de\u5f52\u67b6\u6784\u8fdb\u5316\u7684\u672c\u8d28\u3002 \u4f5c\u8005 | \u9648\u9a8f\u8fbe \u7f16\u8f91 | \u6f20\u5f71 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,252,88,238],"views":23,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/733340"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=733340"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/733340\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=733340"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=733340"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=733340"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}