{"id":720645,"date":"2026-02-10T17:59:09","date_gmt":"2026-02-10T09:59:09","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=720645"},"modified":"2026-02-10T17:59:09","modified_gmt":"2026-02-10T09:59:09","slug":"%e7%a1%85%e8%b0%b7%e8%b1%aa%e8%b5%8c%e7%ae%97%e5%8a%9b%e7%83%a7%e5%88%b0%e5%81%9c%e7%94%b5%ef%bc%8c%e4%b8%ad%e5%9b%bd%e5%9b%a2%e9%98%9f%e5%8f%8d%e5%90%91%e5%87%ba%e5%87%bb%ef%bc%81%e8%bf%99%e4%b8%80","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=720645","title":{"rendered":"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling Law"},"content":{"rendered":"

\u7f16\u8f91\uff1aKingHZ Aeneas<\/p>\n

\u3010\u65b0\u667a\u5143\u5bfc\u8bfb\u3011\u601d\u8003token\u5728\u7cbe\u4e0d\u5728\u591a\u3002Yuan 3.0 Flash\u7528RAPO+RIRM\u53cc\u6740\u8fc7\u5ea6\u601d\u8003\uff0c\u63a8\u7406token\u780d75%\uff0c\u7f51\u53cb\u4eec\u60ca\u547c\uff1a\u8fd9\u5c31\u662f\u4e0b\u4e00\u4ee3AI\u6a21\u578b\u7684\u53d1\u5c55\u65b9\u5411\uff01<\/strong><\/p>\n

\u7845\u8c37<\/a>\u7684\u7b97\u529b\u6218\u4e89\uff0c\u5df2\u7ecf\u4e0d\u662f\u300c\u62fcGPU\u300d\uff0c\u800c\u662f\u300c\u62a2\u7535\u7f51\u300d\u3002<\/p>\n

OpenAI<\/a>\u4e07\u4ebf\u8c6a\u8d4cScaling\uff0c\u7784\u51c610GW\u7ea7\u8d85\u7ea7\u96c6\u7fa4\u3002<\/p>\n

\u5728\u5b5f\u83f2\u65af\uff0c\u9a6c\u65af\u514b<\/a>\u7ad6\u8d77xAI\u7684Colossus\uff0c55.5\u4e07\u5f20GPU\u4e0e2GW\u7535\u529b\u8f70\u9e23\u5f85\u547d\u3002<\/p>\n

\u8fd8\u4e0d\u6b62\u5730\u9762\u3002\u9a6c\u65af\u514b\u5df2\u7ecf\u628a\u76ee\u5149\u770b\u5411\u592a\u7a7a\uff1a\u4e0b\u4e00\u5ea7\u300c\u7b97\u529b\u5821\u5792\u300d\uff0c\u4eff\u4f5b\u5c31\u5728\u5730\u7403\u8fd1\u5730\u8f68\u9053\u7684\u9ed1\u6697\u91cc\u53d1\u5149\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u5965\u7279\u66fc\u5728\u8d4c\uff0c\u9a6c\u65af\u514b\u5728\u8d4c\uff0c\u6574\u4e2a\u7845\u8c37\u90fd\u5728\u8d4c\uff1a\u5806\u8d77\u6700\u9ad8\u7684\u300c\u7b97\u529b\u5c71\u300d\uff0c\u5c31\u80fd\u5148\u6478\u5230AGI\u7684\u95e8\u628a\u624b\u3002<\/p>\n

\u53ef\u5c31\u5728\u8fd9\u573a\u4e07\u4ebf\u7ea7\u72c2\u98d9\u91cc\uff0cAnthropic\u7684\u4e00\u4e2a\u66f4\u523a\u8033\u7684\u7ed3\u8bba\u6d6e\u51fa\u6c34\u9762\u2014\u2014<\/p>\n

\u6a21\u578b\u8d8a\u5927\uff0c\u7b97\u529b\u8d8a\u591a\uff0c\u4e0d\u4e00\u5b9a\u8d8a\u806a\u660e\u3002\u66f4\u53ef\u80fd\u7684\u662f\uff1a\u6d6a\u8d39\u66f4\u5927\u3001\u601d\u7ef4\u94fe\u66f4\u4e71\u3001\u5e7b\u89c9\u66f4\u731b\u3002<\/strong><\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u5de6\u53f3\u6ed1\u52a8\u67e5\u770b<\/p>\n

\u771f\u6b63\u51b3\u5b9a\u80dc\u8d1f\u7684\uff0c\u53ef\u80fd\u4e0d\u662f\u66f4\u591aGPU\uff0c\u800c\u662f\u80fd\u8ba9\u6a21\u578b\u5728\u6b63\u786e\u7b54\u6848\u524d\u53ca\u65f6\u5239\u8f66\u7684\u7b97\u6cd5\u3002<\/p>\n

\u800c\u5c31\u5728\u8fd9\u4e2a\u8282\u70b9\uff0cYuan 3.0 Flash\u6084\u7136\u767b\u573a\u3002<\/p>\n

\u5b83\u51fa\u81eaYuanLab.ai\u56e2\u961f\u4e4b\u624b\u2014\u2014\u6ca1\u6709\u55a7\u56a3\u7684\u53d1\u5e03\uff0c\u6ca1\u6709\u5f20\u626c\u7684\u5ba3\u544a\uff0c\u5374\u4e5f\u5438\u5f15\u4e86\u5168\u7403\u5f00\u53d1\u8005\u7684\u6ce8\u610f\u300226\u5e74\u4f0a\u59cb\uff0cYuanLab.ai\u56e2\u961f\u4ea4\u51fa\u4e86\u5b83\u7684\u9636\u6bb5\u6027\u7684\u6210\u679c\uff0c\u5411\u884c\u4e1a\u5c55\u793a\u4e86\u81ea\u5df1\u7684\u8282\u594f\u3002<\/p>\n

\u53ef\u4ee5\u8bf4\uff0cYuan 3.0 Flash\u4e0d\u662f\u53c8\u4e00\u4e2a\u53c2\u6570\u7206\u70b8\u7684\u5de8\u517d\uff0c\u800c\u662f\u4e00\u573a\u9488\u5bf9\u300c\u60f3\u592a\u591a\u300d\u7684\u7cbe\u51c6\u624b\u672f\u2014\u2014\u4ee5\u66f4\u9ad8\u6548\u7684\u673a\u5236\uff0c\u5b9e\u73b0\u66f4\u654f\u6377\u7684\u601d\u8003\u3002<\/p>\n

40B\u603b\u53c2\u6570\u7684MoE\uff08Mixture-of-Experts\uff09\u67b6\u6784\uff0c\u4ec5\u6fc0\u6d3b\u7ea63.7B\u53c2\u6570\uff0c\u5374\u5728\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\u5c55\u73b0\u51fa\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u6570\u767e\u4ebf\u53c2\u6570\u6a21\u578b\u7684\u8868\u73b0\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u9002\u53ef\u800c\u6b62\u300d\uff0c\u4ece\u8bad\u7ec3\u9636\u6bb5\u5c31\u6559\u4f1a\u5b83\uff1a\u4ec0\u4e48\u65f6\u5019\u8be5\u505c\u624b\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2601.01718<\/p>\n

\u5f00\u6e90\uff1ahttps:\/\/github.com\/Yuan-lab-LLM\/Yuan3.0<\/p>\n

\u56e0\u6b64\uff0cYuan 3.0 Flash\u4e00\u7ecf\u53d1\u5e03\uff0c\u5c31\u5728\u5168\u7403\u5f00\u53d1\u8005\u4e2d\u5f15\u8d77\u4e86\u5de8\u5927\u8f70\u52a8\u3002<\/p>\n

\u6709\u4eba\u8bf4\uff0c\u8fd9\u662f\u9ad8\u6548\u591a\u6a21\u6001AI\u8fc8\u51fa\u7684\u4e00\u5927\u6b65\uff1a\u4e00\u4e2a400\u4ebf\u6a21\u578b\u4ec5\u4ec5\u6fc0\u6d3b\u4e8637\u4ebf\u53c2\u6570\uff0c\u8fd9\u5c31\u662f\u4e0b\u4e00\u4ee3AI\u6a21\u578b\u7684\u53d1\u5c55\u65b9\u5411\uff01<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u6ca1\u60f3\u5230\uff0c\u5f00\u6e90\u6a21\u578b\u7adf\u7136\u80fd\u6709\u8fd9\u79cd\u7ea7\u522b\u7684\u63a7\u5236\u529b\uff0c\u8fd9\u79cdAI\uff0c\u662f\u771f\u7684\u53ef\u4ee5\u5e94\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u6253\u7834\u4e1a\u5185\u9b54\u5492<\/strong><\/p>\n

\u60f3\u592a\u591a\uff0c\u5c31\u66f4\u597d\u5417\uff1f<\/strong><\/p>\n

\u63a8\u7406\u6a21\u578b\u7684\u5174\u76db\uff0c\u5f15\u53d1\u4e86\u5168\u884c\u4e1a\u5bf9\u300c\u957f\u601d\u7ef4\u94fe\u300d\u7684\u8ffd\u9010\u3002<\/p>\n

\u7136\u800c\uff0c\u4f01\u4e1aAI\u843d\u5730\u65f6\uff0c\u5374\u5b58\u5728\u7740\u8fd9\u6837\u4e00\u4e2a\u300cTOKEN\u6210\u672c\u6096\u8bba\u300d\u2014\u2014<\/p>\n

\u60f3\u8981\u9ad8\u667a\u80fd\uff0c\u5c31\u5fc5\u987b\u627f\u62c5\u6210\u500d\u589e\u957f\u7684Token\u6d88\u8017\u548c\u63a8\u7406\u5ef6\u8fdf\uff1b<\/p>\n

\u60f3\u8981\u63a7\u5236\u6210\u672c\uff0c\u5f80\u5f80\u53ea\u80fd\u727a\u7272\u6a21\u578b\u80fd\u529b\u3002<\/p>\n

\u8981\u77e5\u9053\uff0c\u5bf9\u4f01\u4e1a\u800c\u8a00\uff0c\u6bcf\u4e00\u4e2a\u65e0\u6548\u6d88\u8017\u7684Token\uff0c\u90fd\u662f\u771f\u91d1\u767d\u94f6\u7684\u6d41\u5931\uff01<\/p>\n

\u771f\u6b63\u7684\u6210\u672c\u9ed1\u6d1e\uff0c\u4e0d\u5728\u300c\u6c42\u89e3\u300d\uff0c\u800c\u5728\u300c\u7b54\u5bf9\u4e4b\u540e\u300d\uff1a\u5f88\u591a\u63a8\u7406\u6a21\u578b\u4e00\u65e6\u6478\u5230\u6b63\u786e\u7b54\u6848\uff0c\u5c31\u5f00\u59cb\u53cd\u590d\u786e\u8ba4\u3001\u6765\u56de\u63a8\u7ffb\u3001\u6ca1\u6709\u65b0\u8bc1\u636e\u4e5f\u8981\u7ee7\u7eed\u300c\u518d\u60f3\u60f3\u300d\u3002<\/p>\n

\u4e8b\u5b9e\u4e0a\uff0c\u5728\u6570\u5b66\u4e0e\u79d1\u5b66\u4efb\u52a1\u4e2d\uff0c\u8d85\u8fc770%\u7684token\u6d88\u8017\u53d1\u751f\u5728\u6b63\u786e\u7b54\u6848\u4e4b\u540e\uff0c\u5374\u4ecd\u5728\u8fdb\u884c\u65e0\u6548\u53cd\u590d\u9a8c\u8bc1\u7684\u9636\u6bb5\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4f60\u95ee\u4e86AI\u4e00\u4e2a\u6570\u5b66\u9898\uff0c\u5b83\u4f1a\u5148\u7ed9\u51fa\u6b63\u786e\u89e3\uff0c\u7136\u540e\u53c8\u5f00\u59cb\u300c\u4f46\u662f\u2026\u2026\u6216\u8bb8\u2026\u2026\u518d\u68c0\u67e5\u4e00\u904d\u300d\uff0c\u6700\u7ec8\u8f93\u51fa\u6bd4\u7b54\u6848\u672c\u8eab\u957f\u4e09\u500d\u7684\u6587\u5b57\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u7b54\u6848\u65e9\u5df2\u6d6e\u73b0\uff0c\u5374\u88ab\u6df9\u6ca1\u5728\u65e0\u4f11\u6b62\u7684\u81ea\u6211\u5bf9\u8bdd\u4e2d\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u300c\u5e7b\u89c9\u300d\uff0c\u662f\u5f53\u4e0b\u5927\u6a21\u578b\u7684\u666e\u904d\u987d\u75be\uff1a\u8fc7\u5ea6\u53cd\u601d\uff08overthinking\uff09<\/strong>\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u77db\u76fe\uff0cYuan 3.0 Flash\u6b63\u5f0f\u767b\u573a\u4e86\uff01\u56e2\u961f\u7684\u76ee\u6807\u662f\u2014\u2014\u300c\u7528\u66f4\u5c11\u7b97\u529b\uff0c\u5b9e\u73b0\u66f4\u9ad8\u7684\u667a\u80fd\u300d\u3002<\/p>\n

\u56db\u4e24\u62e8\u5343\u65a4<\/strong><\/p>\n

\u66f4\u5c11\u7b97\u529b\uff0c\u4f46\u66f4\u9ad8\u667a\u80fd<\/strong><\/p>\n

Yuan 3.0 Flash\uff0c\u5728MoE\u67b6\u6784\u7684\u57fa\u7840\u4e0a\uff0c\u5b9e\u73b0\u4e86RIRM\uff08\u53cd\u601d\u6291\u5236\u5956\u52b1\u673a\u5236\uff09\u548cRAPO\uff08\u53cd\u601d\u611f\u77e5\u81ea\u9002\u5e94\u7b56\u7565<\/a>\u4f18\u5316\uff09\u4e24\u9879\u7b97\u6cd5\u521b\u65b0<\/a>\uff0c\u8fd9\u6837\u5c31\u4ece\u6839\u672c\u4e0a\u4fee\u6b63\u4e86\u6a21\u578b\u7684\u300c\u8fc7\u5ea6\u601d\u8003\u300d\u3002<\/p>\n

\u7531\u6b64\uff0c\u6a21\u578b\u5b9e\u73b0\u4e86\u4ee5\u4e0b\u7a81\u7834\uff1a<\/p>\n

· \u7cbe\u51c6\u5b9a\u4f4d\uff1a\u51c6\u786e\u8bc6\u522b\u9996\u6b21\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u7684\u5173\u952e\u8282\u70b9<\/p>\n

· \u6291\u5236\u5197\u4f59\uff1a\u6709\u6548\u6291\u5236\u540e\u7eed\u5197\u4f59\u63a8\u7406\u884c\u4e3a<\/p>\n

· \u53cc\u91cd\u63d0\u5347\uff1a\u5728\u63d0\u5347\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u5c06\u63a8\u7406token\u6570\u91cf\u964d\u4f4e\u7ea675%<\/p>\n

\u9996\u5148\uff0c\u6765\u770b\u5b83\u5728\u67b6\u6784\u4e0a\u7684\u4f18\u96c5\u9769\u547d\u3002<\/p>\n

\u4f20\u7edf\u7a20\u5bc6\u6a21\u578b\u50cf\u4e00\u652f\u5168\u5458\u51fa\u52a8\u7684\u519b\u961f\uff0c\u6bcf\u4e00\u6b21\u63a8\u7406\u90fd\u8c03\u52a8\u6240\u6709\u795e\u7ecf\u5143\u3002<\/p>\n

Yuan 3.0 Flash\u5219\u66f4\u50cf\u4e00\u652f\u7279\u79cd\u90e8\u961f\uff1aMoE\u673a\u5236\u53ea\u5524\u9192\u6700\u5408\u9002\u7684\u300c\u4e13\u5bb6\u300d\u5e94\u5bf9\u5f53\u524d\u4efb\u52a1\u3002<\/p>\n

\u89c6\u89c9\u7f16\u7801\u5668\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u5206\u5272\u673a\u5236\u5c06\u56fe\u7247\u62c6\u5206\u6210\u9ad8\u6548token\uff0c\u907f\u514d\u663e\u5b58\u7206\u70b8\uff1b\u8bed\u8a00\u4e3b\u5e72\u7f51\u7edc\u91c7\u7528Local Filtered Attention\uff08LFA\uff09\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u7ed3\u679c\u5f88\u51fa\u5f69\u2014\u2014<\/p>\n

\u4e0a\u4e0b\u6587\u957f\u5ea6\u8f7b\u677e\u8fbe\u5230128K\uff0c\u5728\u300cneedle-in-a-haystack\u300d\uff08\u5927\u6d77\u635e\u9488\uff09\u6d4b\u8bd5\u4e2d\u5b9e\u73b0100%\u51c6\u786e\u53ec\u56de\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u5c31\u662f\u8bf4\uff0c\u5b83\u80fd\u4ece\u6d77\u91cf\u6587\u6863\u4e2d\u7cbe\u51c6\u5b9a\u4f4d\u5173\u952e\u4fe1\u606f\uff0c\u800c\u4e0d\u4f1a\u56e0\u4e3a\u957f\u5ea6\u800c\u8ff7\u5931\u3002<\/p>\n

\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u7684\u4f01\u4e1a\u9700\u8981\u5206\u6790\u4e00\u4efd\u6570\u767e\u9875\u7684\u8d22\u52a1\u62a5\u544a\uff0c\u5939\u6742\u7740\u590d\u6742\u5d4c\u5957\u8868\u683c\u548c\u56fe\u8868\u3002<\/p>\n

\u8fc7\u53bb\uff0c\u6a21\u578b\u6216\u8bb8\u5361\u987f\u3001\u5e7b\u89c9\u9891\u51fa\uff0c\u6216\u8005token\u6d88\u8017\u5230\u5929\u4ef7\u3002<\/p>\n

\u800cYuan 3.0 Flash\u50cf\u4e00\u4f4d\u4e13\u6ce8\u7684\u5ba1\u8ba1\u5e08\uff0c\u591a\u6a21\u6001\u8f93\u5165\uff08\u6587\u672c+\u56fe\u50cf+\u8868\u683c+\u6587\u6863\uff09\u65e0\u7f1d\u878d\u5408\uff1a<\/p>\n

RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u51c6\u786e\u7387\u8fbe64.47%\uff0c<\/p>\n

Docmatix\u591a\u6a21\u6001\u68c0\u7d2265.10%\uff0c<\/p>\n

MMTab\u8868\u683c\u7406\u89e358.30%\uff0c<\/p>\n

SummEval\u6458\u8981\u751f\u621059.30%\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u5728\u4f01\u4e1a\u573a\u666f\uff0cYuan 3.0 Flash\u8fdc\u8d85GPT-5.1\u768446.10%\uff0c\u76f4\u63a5\u7784\u51c6\u4e86LLM\u7684\u75db\u70b9\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/strong><\/p>\n

RIRM\uff1a\u62d2\u7edd\u65e0\u6548\u5185\u8017<\/strong><\/p>\n

\u771f\u6b63\u8ba9Yuan 3.0 Flash\u8131\u9896\u800c\u51fa\u7684\uff0c\u5c31\u662f\u5bf9\u300c\u8fc7\u5ea6\u53cd\u601d\u300d\u7684\u81f4\u547d\u4e00\u51fb\u3002<\/p>\n

\u5728MATH-500\u548cAIME\u7b49\u6570\u5b66\u57fa\u51c6\u4e0a\uff0c\u4f20\u7edf\u63a8\u7406\u6a21\u578b\u7684token\u5206\u5e03\u50cf\u4e00\u5ea7\u51b0\u5c71\uff1a<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u6d45\u8272\u90e8\u5206\u662f\u95ee\u9898\u6c42\u89e3\uff0c\u6df1\u8272\u5de8\u5927\u533a\u57df\u662f\u540e\u7b54\u6848\u53cd\u601d<\/p>\n

\u6bd4\u5982\uff0c\u5728MATH-500\u4e0a\uff0c\u300c\u540e\u7b54\u6848\u53cd\u601d\u300d\u5360\u6bd4\u9ad8\u8fbe71.6%\uff0c\u6574\u4f53token\u57283362\u4e0a\u5c45\u9ad8\u4e0d\u4e0b\u3002<\/p>\n

\u4e3a\u4e86\u663e\u8457\u964d\u4f4e\u8fd9\u4e00\u65e0\u6548\u53cd\u601d\u7684\u5360\u6bd4\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u673a\u5236\u2014\u2014\u53cd\u601d\u6291\u5236\u5956\u52b1\u673a\u5236\uff08RIRM\uff09\u3002<\/p>\n

RIRM\u7684\u539f\u7406\u7b80\u5355\u5374\u6df1\u523b\uff1a\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u5b83\u8bc6\u522b\u6a21\u578b\u9996\u6b21\u8f93\u51fa\u6b63\u786e\u7b54\u6848\u7684\u300c\u8282\u70b9\u300d\uff0c\u7136\u540e\u5bf9\u540e\u7eed\u7f3a\u4e4f\u65b0\u8bc1\u636e\u7684\u91cd\u590d\u9a8c\u8bc1\u3001\u81ea\u6211\u63a8\u7ffb\u65bd\u4ee5\u8d1f\u5956\u52b1\u3002<\/p>\n

\u6a21\u578b\u4e0d\u518d\u88ab\u9f13\u52b1\u300c\u60f3\u5f97\u8d8a\u4e45\u8d8a\u597d\u300d\uff0c\u800c\u662f\u5b66\u4f1a\u8fa8\u522b\u300c\u8db3\u591f\u597d\u300d\u7684\u8fb9\u754c\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

RIRM\u5de5\u4f5c\u6d41\u7a0b\u793a\u610f<\/p>\n

\u4ece\u9996\u6b21\u6b63\u786e\u7b54\u6848\u8bc6\u522b\u5230\u53cd\u601d\u9636\u6bb5\u5956\u52b1\u6291\u5236\u7684\u5b8c\u6574\u94fe\u8def<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0cRIRM\u9996\u6b21\u6559\u5bfc\u4e86\u6a21\u578b\u8bc6\u522b\u300c\u4f55\u65f6\u601d\u8003\u5df2\u8db3\u591f\u300d\u3002\u5b83\u4f1a\u5956\u52b1\u6a21\u578b\u5728\u9996\u6b21\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u540e\u505c\u6b62\u65e0\u6548\u53cd\u601d\uff0c\u800c\u975e\u9f13\u52b1\u65e0\u6b62\u5883\u7684\u63a8\u6f14\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u56e2\u961f\u5f15\u5165\u4e86\u4e09\u4e2a\u7ef4\u5ea6\u7684\u5956\u52b1\uff1a\u9996\u6b21\u6b63\u786e\u7b54\u6848\u3001\u6700\u7ec8\u6b63\u786e\u6027\uff0c\u4ee5\u53ca\u53cd\u601d\u6b65\u9aa4\u6570\u91cf\u662f\u5426\u843d\u5728\u5408\u7406\u533a\u95f4\u5185\u3002<\/p>\n

\u679c\u7136\uff0cYuan 3.0Flash\u5f15\u5165RIRM\u540e\uff0c\u4e0a\u9762\u8fd9\u5ea7\u51b0\u5c71\u88ab\u8170\u65a9\uff1a\u53cd\u601d\u9636\u6bb5token\u5360\u6bd4\u9aa4\u964d\u81f328.4%\uff0c\u603btoken\u538b\u7f29\u81f31777\u5de6\u53f3\uff0c\u51cf\u5c11\u7ea647%\uff0c\u800c\u51c6\u786e\u7387\u4e0d\u964d\u53cd\u5347\uff08MATH-500\u4ece83.20%\u63d0\u5347\u81f389.47%\uff09\u3002<\/p>\n

\u8fd9\u5c31\u8bf4\u660e\u88ab\u538b\u7f29\u7684\u5e76\u4e0d\u662f\u6709\u6548\u63a8\u7406\uff0c\u800c\u662f\u7b54\u6848\u5df2\u7ecf\u786e\u5b9a\u4e4b\u540e\u7684\u53cd\u590d\u81ea\u68c0\u3001\u590d\u8ff0\u4e0e\u683c\u5f0f\u5316\u89e3\u91ca\u7b49\u4f4e\u4ef7\u503ctoken\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u4e0d\u4ec5\u5982\u6b64\uff0c\u8be5\u6a21\u578b\u5728\u6570\u5b66\u3001\u79d1\u5b66\u7b49\u9886\u57df\u4e5f\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\uff0c\u76f4\u63a5\u628a\u65e0\u6548\u53cd\u601d\u7684Token\u6d88\u8017\u6700\u9ad8\u524a\u51cf\u81f375%\uff0c\u5373\u53ef\u8fbe\u5230\u524d\u6cbf\u6a21\u578b\u7684\u7cbe\u5ea6\u6c34\u5e73\uff01<\/p>\n

\u8fd9\u6837\uff0c\u5c31\u80fd\u8ba9\u7b97\u529b\u805a\u7126\u4e8e\u771f\u6b63\u6709\u4ef7\u503c\u7684\u63a8\u7406\u6b65\u9aa4\u3002\u53ef\u4ee5\u8bf4\uff0cRIRM\u7684\u4f5c\u7528\u5e76\u975e\u300c\u538b\u957f\u5ea6\u300d\uff0c\u800c\u662f\u8ba9\u6a21\u578b\u5b66\u4f1a\u5728\u6b63\u786e\u8282\u70b9\u505c\u6b62\u601d\u8003\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

RIRM\u8bad\u7ec3\u524d\u540eToken\u6d88\u8017\u5bf9\u6bd4<\/p>\n

\u53cd\u601d\u9636\u6bb5\uff08\u6df1\u8272\u90e8\u5206\uff09\u663e\u8457\u7f29\u51cf\uff0c\u800c\u9996\u6b21\u89e3\u9898\u9636\u6bb5\u57fa\u672c\u4fdd\u6301\u4e0d\u53d8<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/strong><\/p>\n

RAPO\uff1a\u9ad8\u6548\u8bad\u7ec3\u5f15\u64ce<\/strong><\/p>\n

\u7136\u800c\uff0c\u4ec5\u9760\u5bf9\u63a8\u7406\u884c\u4e3a\u7684\u6291\u5236\uff0c\u5e76\u4e0d\u8db3\u4ee5\u652f\u6491\u4e00\u4e2a\u7a33\u5b9a\u3001\u9ad8\u6548\u7684\u4f01\u4e1a\u7ea7\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n

\u7531\u6b64\uff0c\u56e2\u961f\u5f15\u5165\u4e86RAPO\uff08\u53cd\u601d\u611f\u77e5\u81ea\u9002\u5e94\u7b56\u7565\u4f18\u5316\uff09\uff0c\u8fd9\u5e76\u975e\u4e00\u6b21\u5c40\u90e8\u6280\u5de7\u7684\u4f18\u5316\uff0c\u800c\u662f\u5bf9\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6846\u67b6\u7684\u4e00\u6b21\u7cfb\u7edf\u6027\u6539\u8fdb\u3002<\/p>\n

\u5b83\u517c\u987e\u4e86\u8bad\u7ec3\u6548\u7387\u3001\u8bad\u7ec3\u7a33\u5b9a\u6027\u53ca\u63a8\u7406\u6548\u7387\uff0c\u4f7f\u6a21\u578b\u80fd\u5728\u591a\u4efb\u52a1\u3001\u5f02\u6784\u573a\u666f\u4e2d\u5f62\u6210\u66f4\u5177\u5b9e\u7528\u4ef7\u503c\u7684\u7b56\u7565\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4ece\u8bad\u7ec3\u6846\u67b6\u5c42\u9762\u5b9e\u73b0\u4fdd\u9a7e\u62a4\u822a\uff1a<\/p>\n

\u81ea\u9002\u5e94\u52a8\u6001\u91c7\u6837(Adaptive Dynamic Sampling\uff0cADS\uff09\uff1a\u52a8\u6001\u8fc7\u6ee4\u6389\u4f4e\u4fe1\u606f\u91cf\u7684\u91cd\u590d\u6837\u672c\uff0c\u8bad\u7ec3\u6548\u7387\u63d0\u534752.91%<\/p>\n

80\/20\u9ad8\u71b5token\u66f4\u65b0\u89c4\u5219\uff1a\u53ea\u66f4\u65b0\u4e0d\u786e\u5b9a\u6027\u6700\u9ad8\u7684\u524d20%\u7684token\u68af\u5ea6\uff0c\u805a\u7126\u771f\u6b63\u9700\u8981\u4f18\u5316\u7684\u90e8\u5206<\/p>\n

\u4f18\u5316\u53cc\u526a\u88c1\uff1a\u540c\u65f6\u5bf9\u7b56\u7565\u68af\u5ea6\u548c\u503c\u51fd\u6570\u68af\u5ea6\u8fdb\u884c\u53cc\u91cd\u88c1\u526a\uff0c\u9632\u6b62MoE\u67b6\u6784\u5e38\u89c1\u7684\u68af\u5ea6\u7206\u70b8<\/p>\n

\u591a\u4efb\u52a1\u4ea4\u66ff\u8bad\u7ec3+KL\u6563\u5ea6\u6b63\u5219\uff0c\u8ba9\u5927\u578bMoE\u6a21\u578b\u4e5f\u80fd\u7a33\u5b9a\u6536\u655b<\/p>\n

\u8ba9\u6574\u4e2aRL\u8fc7\u7a0b\u6548\u7387\u63d0\u534752.91%\uff0c\u5373\u4f7f\u5728\u5927\u578bMoE\u6a21\u578b\u4e0a\u4e5f\u4fdd\u6301\u7a33\u5b9a\u3002<\/p>\n

\"\u7845\u8c37\u8c6a\u8d4c\u7b97\u529b\u70e7\u5230\u505c\u7535\uff0c\u4e2d\u56fd\u56e2\u961f\u53cd\u5411\u51fa\u51fb\uff01\u8fd9\u4e00\u5200\uff0c\u76f4\u63a5\u780d\u788eScaling<\/p>\n

\u8fd9\u4e0d\u662f\u5f3a\u5236\u7f29\u77ed\u8f93\u51fa\uff0c\u800c\u662f\u91cd\u5851\u6a21\u578b\u5bf9\u300c\u597d\u63a8\u7406\u300d\u7684\u8ba4\u77e5\uff1a \u4ece\u300c\u957f\u5ea6\u5373\u771f\u7406\u300d\uff0c\u8f6c\u5411\u300c\u65f6\u673a\u5373\u667a\u6167\u300d\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0cRAPO\u4e0eRIRM\u662f\u534f\u540c\u8bbe\u8ba1\u7684\u3002<\/p>\n

RAPO\u51b3\u5b9a\u6a21\u578b\u300c\u5982\u4f55\u5b66\u4e60\u300d\uff0c\u800c RIRM\u660e\u786e\u6a21\u578b\u300c\u5b66\u5230\u4ec0\u4e48\u7a0b\u5ea6\u8be5\u505c\u300d\u3002<\/p>\n

\u5f53\u7136\uff0c\u4efb\u4f55\u521b\u65b0\u90fd\u6709\u5176\u5f20\u529b\u3002<\/p>\n

RIRM\u5728\u6291\u5236\u5197\u4f59\u7684\u540c\u65f6\uff0c\u53ef\u80fd\u5728\u6781\u5ea6\u4e0d\u786e\u5b9a\u3001\u9700\u8981\u591a\u8f6e\u63a2\u7d22\u7684\u4efb\u52a1\u4e2d\u7565\u5fae\u9650\u5236\u6709\u76ca\u53cd\u601d\u2014\u2014\u8fd9\u9700\u8981\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u6301\u7eed\u89c2\u5bdf\u4e0e\u5e73\u8861\u3002<\/p>\n

AI\u4e0b\u534a\u573a\uff0cYuanLab.ai\u56e2\u961f\u8fd9\u6837\u60f3<\/strong><\/p>\n

Yuan 3.0 Flash\u6307\u5411\u4e00\u4e2a\u6e05\u6670\u7684\u7ed3\u8bba\uff1a\u5f53\u6a21\u578b\u5177\u5907\u57fa\u7840\u63a8\u7406\u80fd\u529b\u540e\uff0c\u5176\u8fdb\u5316\u7684\u5173\u952e\u5df2\u975e\u300c\u5ef6\u957f\u601d\u8003\u300d\uff0c\u800c\u5728\u4e8e \u300c\u4f18\u5316\u601d\u8003\u7684\u8d28\u91cf\u4e0e\u6548\u7387\u300d\u3002<\/p>\n

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