{"id":1933,"date":"2026-02-14T15:00:22","date_gmt":"2026-02-14T07:00:22","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/02\/14\/%e7%a5%9e%e4%bb%99%e6%89%93%e6%9e%b61%ef%bc%81%e8%ae%af%e9%a3%9e%e6%98%9f%e7%81%abx2%e7%a1%ac%e6%a0%b8%e4%ba%ae%e7%9b%b8%ef%bc%8c%e8%a1%8c%e4%b8%9a%e6%b7%b1%e5%ba%a6%e5%85%a8%e9%9d%a2%e5%8d%87\/"},"modified":"2026-02-14T15:00:22","modified_gmt":"2026-02-14T07:00:22","slug":"%e7%a5%9e%e4%bb%99%e6%89%93%e6%9e%b61%ef%bc%81%e8%ae%af%e9%a3%9e%e6%98%9f%e7%81%abx2%e7%a1%ac%e6%a0%b8%e4%ba%ae%e7%9b%b8%ef%bc%8c%e8%a1%8c%e4%b8%9a%e6%b7%b1%e5%ba%a6%e5%85%a8%e9%9d%a2%e5%8d%87","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/02\/14\/%e7%a5%9e%e4%bb%99%e6%89%93%e6%9e%b61%ef%bc%81%e8%ae%af%e9%a3%9e%e6%98%9f%e7%81%abx2%e7%a1%ac%e6%a0%b8%e4%ba%ae%e7%9b%b8%ef%bc%8c%e8%a1%8c%e4%b8%9a%e6%b7%b1%e5%ba%a6%e5%85%a8%e9%9d%a2%e5%8d%87\/","title":{"rendered":"\u795e\u4ed9\u6253\u67b6+1\uff01\u8baf\u98de\u661f\u706bX2\u786c\u6838\u4eae\u76f8\uff0c\u884c\u4e1a\u6df1\u5ea6\u5168\u9762\u5347\u7ea7"},"content":{"rendered":"
\"\u795e\u4ed9\u6253\u67b6+1\uff01\u8baf\u98de\u661f\u706bX2\u786c\u6838\u4eae\u76f8\uff0c\u884c\u4e1a\u6df1\u5ea6\u5168\u9762\u5347\u7ea7\"\/<\/div><\/figure>\n
\"\u795e\u4ed9\u6253\u67b6+1\uff01\u8baf\u98de\u661f\u706bX2\u786c\u6838\u4eae\u76f8\uff0c\u884c\u4e1a\u6df1\u5ea6\u5168\u9762\u5347\u7ea7\"\/<\/div><\/figure>\n
\"\u795e\u4ed9\u6253\u67b6+1\uff01\u8baf\u98de\u661f\u706bX2\u786c\u6838\u4eae\u76f8\uff0c\u884c\u4e1a\u6df1\u5ea6\u5168\u9762\u5347\u7ea7\"\/<\/div><\/figure>\n
\"\u795e\u4ed9\u6253\u67b6+1\uff01\u8baf\u98de\u661f\u706bX2\u786c\u6838\u4eae\u76f8\uff0c\u884c\u4e1a\u6df1\u5ea6\u5168\u9762\u5347\u7ea7\"\/<\/div><\/figure>\n

\u9e6d\u7fbd \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u4eca\u5929\uff0c\u56fd\u4ea7\u5927\u6a21\u578b\u518d\u6b21\u8fce\u6765\u786c\u6838\u8fdb\u9636\uff01<\/p>\n

\u79d1\u5927\u8baf\u98de\u5c0f\u5e74\u653e\u51fa\u63a8\u7406\u738b\u70b8\u2014\u2014\u661f\u706b\u5927\u6a21\u578bX2\u3002<\/p>\n

\u4ec0\u4e48\u6982\u5ff5\u5462\uff1f\u4ece\u661f\u706bX1.5\u5230\u661f\u706bX2\uff0c\u4ec5\u4ec5\u95f4\u96943\u4e2a\u6708\uff0c\u63a8\u7406\u6027\u80fd\u76f4\u63a5\u98d9\u534750%\uff5e<\/p>\n

\u4e0d\u4ec5\u5feb\uff0c\u800c\u4e14\u731b\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b8c\u5168\u57fa\u4e8e\u56fd\u4ea7\u7b97\u529b\u3002<\/p>\n

\u4e00\u65b9\u9762\uff0c\u6a21\u578b\u901a\u7528\u80fd\u529b\u7a81\u51fa\uff0cBenchmark\u8bc4\u6d4b\u7a33\u5c45\u884c\u4e1a\u4e00\u6d41\u6c34\u5e73\uff0c\u5373\u4f7f\u662f\u548cGPT-5.2\u3001Gemini-3-Pro\u8fd9\u4e9b\u56fd\u9645\u9876\u5c16\u6a21\u578b\u540c\u53f0\u7ade\u6280\u4e5f\u6beb\u4e0d\u900a\u8272\u3002<\/p>\n

\u5c24\u5176\u662f\u5728\u6570\u5b66\u8ba1\u7b97\u3001\u903b\u8f91\u63a8\u7406\u7b49\u6838\u5fc3\u80fd\u529b\u4e0a\u8868\u73b0\u4eae\u773c\uff1b\u540c\u65f6130\u591a\u79cd\u8bed\u8a00\u7efc\u5408\u80fd\u529b\u4f9d\u65e7\u7a33\u7a33\u5728\u7ebf\uff0c\u7ee7\u7eed\u4fdd\u6301\u201c\u56fd\u5bb6\u961f\u201d\u6c34\u51c6\u3002<\/p>\n

\u53e6\u4e00\u65b9\u9762\uff0c\u661f\u706bX2\u5c06\u5347\u7ea7\u7684\u91cd\u70b9\u653e\u5728\u4e86\u573a\u666f\u843d\u5730\u4e0a\u3002<\/p>\n

\u4f9d\u9760\u6df1\u5ea6\u4f18\u5316\u7684\u7b97\u6cd5\u3001\u9ad8\u8d28\u91cf\u5782\u57df\u6570\u636e\u548c\u884c\u4e1a\u4e13\u5bb6\u7684\u53c2\u4e0e\uff0c\u4e09\u4f4d\u4e00\u4f53\u63a8\u52a8\u884c\u4e1a\u5927\u6a21\u578b\u66f4\u8fdb\u4e00\u6b65\uff0c\u4e3a\u5404\u884c\u5404\u4e1a\u63d0\u4f9b\u66f4\u7cbe\u51c6\u3001\u66f4\u5177\u5b9e\u64cd\u6027\u7684\u652f\u6301\u3002<\/p>\n

\u6b63\u5982\u79d1\u5927\u8baf\u98de\u8463\u4e8b\u957f\u5218\u5e86\u5cf0\u57281024\u5f00\u53d1\u8005\u8282\u6240\u8bf4\u2014\u2014\u505a\u66f4\u61c2\u4f60\u7684AI\uff0c\u6ee1\u8840\u5f52\u6765\u7684\u661f\u706bX2\u73b0\u5728\u7528\u901a\u7528\u5e95\u5ea7+\u884c\u4e1a\u4e13\u624d\u53cc\u8f6e\u9a71\u52a8\uff0c\u518d\u6b21\u5370\u8bc1\u4e86\u5176\u5728\u56fd\u4ea7\u5927\u6a21\u578b\u8d5b\u9053\u7684\u5b9e\u8df5\u5e95\u6c14\u3002<\/p>\n

\u661f\u706b\u5927\u6a21\u578b\u4f5c\u4e3a\u8baf\u98deAI\u67b6\u6784\u7684\u5e95\u5c42\u57fa\u77f3\uff0c\u6309\u7167\u60ef\u4f8b\uff0c\u6bcf\u4e00\u6b21\u5347\u7ea7\uff0c\u90fd\u6709\u7740\u663e\u8457\u7684\u80fd\u529b\u8dc3\u8fc1\u3002<\/p>\n

\u8fd9\u4e00\u6b21\u66f4\u751a\uff1a\u76f4\u63a5\u5c06\u6df1\u5ea6\u63a8\u7406\u8bad\u7ec3\u6548\u7387\u518d\u5ea6\u63d0\u534750%\u3002<\/p>\n

\u4f17\u6240\u5468\u77e5\uff0c\u968f\u7740Scaling Laws\u8fb9\u9645\u6548\u76ca\u9012\u51cf\uff0c\u8d8a\u5230\u540e\u671f\uff0c\u5927\u6a21\u578b\u6027\u80fd\u63d0\u5347\u5c31\u8d8a\u96be\u3002\u5373\u4f7f\u662f1%\u7684\u80fd\u529b\u8dc3\u8fc1\uff0c\u90fd\u610f\u5473\u7740\u7b97\u529b\u548c\u7b97\u6cd5\u7684\u6307\u6570\u7ea7\u500d\u589e\u3002<\/p>\n

\u800c\u5728\u884c\u4e1a\u666e\u904d\u9762\u4e34\u589e\u957f\u74f6\u9888\u7684\u5f53\u4e0b\uff0c\u661f\u706bX2\u80fd\u591f\u5b9e\u73b050%\u7684\u6027\u80fd\u8dc3\u8fc1\u5b9e\u5c5e\u4e0d\u6613\u3002<\/p>\n

\u5176\u80cc\u540e\u91ca\u653e\u7684\u4fe1\u53f7\uff0c\u6bd4\u6570\u5b57\u672c\u8eab\u66f4\u503c\u5f97\u6df1\u601d\uff0c\u8fd9\u900f\u9732\u51fa\u79d1\u5927\u8baf\u98de\u5728\u6a21\u578b\u6838\u5fc3\u67b6\u6784\u548c\u6280\u672f\u4e0a\u6709\u4e86\u66f4\u6df1\u5c42\u6b21\u7684\u7a81\u7834\u3002<\/p>\n

\u5177\u4f53\u5148\u770b\u6838\u5fc3\u80fd\u529b\u5bf9\u6bd4\u3002<\/p>\n

\u6a2a\u5411\u5bf9\u6bd4\u6765\u770b\uff0c\u661f\u706bX2 Thinking\u7684\u5404\u9879\u8bc4\u5206\u5df2\u7ecf\u7a33\u5c45\u56fd\u4ea7\u7b2c\u4e00\u68af\u961f\uff0c\u5728\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u4e5f\u4e0eGPT-5.2 (xhigh)\u548cGemini-3-Pro\u975e\u5e38\u63a5\u8fd1\u3002<\/p>\n

\u5176\u4e2d\uff0c\u5728\u591a\u8bed\u8a00\u548c\u7ffb\u8bd1\u80fd\u529b\u4e0a\u663e\u8457\u4f18\u4e8e\u53cb\u5546\u6a21\u578b\uff0c\u5728\u6570\u5b66\u548c\u903b\u8f91\u63a8\u7406\u4e0a\u4e5f\u7d27\u968fGPT\u548cGemini\u5176\u540e\u3002<\/p>\n

\u518d\u770b\u661f\u706bX2\u5728\u9ad8\u96be\u5ea6\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\uff0c\u53ef\u4ee5\u8bf4\u542b\u91d1\u91cf\u6760\u6760\u7684\u3002<\/p>\n

\u6bd4\u5982\u5728AIME 2025\u6d4b\u8bd5\u4e2d\uff0c\u661f\u706bX2\u65a9\u83b795.7\u5206\uff0c\u4ec5\u6b21\u4e8eGPT-5.2 (xhigh)\uff0c\u5c55\u73b0\u51fa\u5176\u5904\u7406\u7ade\u8d5b\u7ea7\u6570\u5b66\u7684\u9876\u5c16\u80fd\u529b\u3002<\/p>\n

\u5728MMLU Pro\u91cc\uff0c\u661f\u706bX2\u768487.3\u5206\u4e0d\u4ec5\u5728\u56fd\u4ea7\u6a21\u578b\u4e2d\u593a\u51a0\uff0c\u4e14\u4e0eGPT-5.2\u6301\u5e73\uff0c\u8bf4\u660e\u5176\u77e5\u8bc6\u5e7f\u5ea6\u548c\u6df1\u5ea6\u5df2\u8fbe\u56fd\u9645\u4e00\u6d41\u6c34\u51c6\u3002<\/p>\n

\u5728\u4ee3\u8868\u672a\u6765\u65b9\u5411\u7684\u667a\u80fd\u4f53\u7ef4\u5ea6\u4e0a\uff0c\u661f\u706bX2\u4e5f\u662f\u518d\u5ea6\u9886\u8dd1\u56fd\u4ea7\u6a21\u578b\uff0c\u9a8c\u8bc1\u4e86\u5b83\u5728\u7406\u89e3\u590d\u6742\u6307\u4ee4\u548c\u8c03\u7528\u5de5\u5177\u65b9\u9762\u7684\u8fdb\u9636\u3002<\/p>\n

\u603b\u7684\u6765\u8bf4\uff0c\u661f\u706bX2\u5728\u6570\u636e\u4e0a\u7684\u4eae\u773c\u8868\u73b0\uff0c\u4e0d\u4ec5\u5f70\u663e\u4e86\u8baf\u98de\u5728\u6570\u5b66\u548c\u903b\u8f91\u63a8\u7406\u9886\u57df\u7684\u9886\u5148\u5730\u4f4d\uff0c\u66f4\u6807\u5fd7\u7740\u5176\u901a\u7528\u667a\u529b\u5df2\u8db3\u4ee5\u6bd4\u80a9\u56fd\u9645\u9876\u5c16\u6a21\u578b\u3002<\/p>\n

\u63a5\u4e0b\u6765\u54b1\u4eec\u8fd8\u662f\u5b9e\u6d4b\u89c1\u771f\u7ae0\u3002<\/p>\n

\u5148\u6765\u4e00\u9053\u53bb\u5e7411\u6708\u54c8\u4f5b-\u9ebb\u7701\u7406\u5de5\u6570\u5b66\u9526\u6807\u8d5b\uff08HMMT\uff09\u91cc\u7684\u82f1\u6587\u9898\u76ee\u8bd5\u8bd5\u6c34\uff5e<\/p>\n

\u4e4b\u6240\u4ee5\u9009\u62e9\u8fd9\u4e2a\u9898\u76ee\uff0c\u4e00\u5219\u662f\u907f\u514d\u6570\u636e\u6c61\u67d3\uff0c\u9898\u76ee\u6bd4\u8f83\u65b0\uff0c\u80fd\u591f\u907f\u514d\u6a21\u578b\u201c\u89c1\u201d\u8fc7\u8be5\u9898\u76ee\uff1b\u5176\u4e8c\u662fHMMT\u662f\u5168\u7403\u96be\u5ea6\u6700\u9ad8\u7684\u6570\u5b66\u7ade\u8d5b\u4e4b\u4e00\uff0c\u80fd\u591f\u66f4\u597d\u5730\u8003\u9a8c\u661f\u706bX2\u7684\u5373\u65f6\u903b\u8f91\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

A positive integer n is imbalanced if strictly more than 99 percent of the positive divisors of n are strictly less than 1 percent of n. Given that M is an imbalanced multiple of 2000, compute the minimum possible number of positive divisors of M.<\/p>\n

\u679c\u4e0d\u5176\u7136\u975e\u5e38\u51fa\u8272\uff0c\u661f\u706bX2\u8fc5\u901f\u7ed9\u51fa\u4e86\u8be6\u7ec6\u7684\u89e3\u7b54\u8fc7\u7a0b\u548c\u6b63\u786e\u7b54\u6848\u3002\u6362\u8a00\u4e4b\uff0c\u5b83\u5f7b\u5e95\u5403\u900f\u4e86\u82f1\u6587\u6570\u5b66\u9898\u76ee\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u800c\u975e\u7b80\u5355\u4f9d\u8d56\u4e2d\u6587\u8bed\u5883\u3002<\/p>\n

\u518d\u8bd5\u8bd5\u897f\u73ed\u7259\u8bed\uff1a<\/p>\n

\u540c\u6837\u4e5f\u662f\u6d41\u7545\u7ed9\u51fa\u4e86\u6b63\u786e\u7ed3\u679c\u3002<\/p>\n

\u90a3\u4e48\u5b83\u662f\u5982\u4f55\u505a\u5230\u7684\u5462\uff1f<\/p>\n

\u9996\u5148\uff0c\u661f\u706bX2\u5728\u6a21\u578b\u67b6\u6784\u4e0a\u7ee7\u627f\u4e86\u661f\u706bX1.5\u7684MoE\u7a00\u758f\u67b6\u6784\uff0c\u53c2\u6570\u540c\u6837\u4e3a293B\u3002<\/p>\n

\u4f46\u4e0e\u4e4b\u4e0d\u540c\u7684\u662f\uff0c\u5728\u661f\u706bX1.5\u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u661f\u706bX2\u7ed3\u5408\u6743\u91cd\u91cf\u5316\u3001\u4f4e\u7cbe\u5ea6KVCache\u3001VTP\uff08Virtual Tensor Parallel\uff09\u3001\u5206\u5c42\u901a\u4fe1\u8fdb\u884c\u4e86\u9488\u5bf9\u6027\u6280\u672f\u521b\u65b0\uff1a<\/p>\n

\u5728\u5927\u6a21\u578b\uff0c\u5c24\u5176\u662fMoE\u67b6\u6784\u4e2d\uff0c\u5f80\u5f80\u5b58\u5728\u8bad\u63a8\u5206\u5e03\u4e0d\u4e00\u81f4\u7684\u95ee\u9898\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u5b66\u5230\u7684\u89c4\u5f8b\u65e0\u6cd5\u76f4\u63a5\u9002\u7528\u5230\u5b9e\u9645\u63a8\u7406\u5e94\u7528\u4e2d\uff0c\u751a\u81f3\u4f1a\u51fa\u73b0\u6a21\u578b\u6027\u80fd\u574d\u584c\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u661f\u706bX2\u63d0\u51fa\u8bad\u7ec3\u4e0e\u63a8\u7406\u6982\u7387\u91cd\u91c7\u6837\u81ea\u9002\u5e94\u6821\u51c6\u7b97\u6cd5\uff0c\u8ba9\u7b97\u6cd5\u80fd\u591f\u6839\u636e\u8bad\u7ec3\u7684\u5b9e\u65f6\u8fdb\u5ea6\uff0c\u81ea\u52a8\u8c03\u6574\u6821\u51c6\u529b\u5ea6\uff0c\u786e\u4fdd\u4e13\u5bb6\u6a21\u578b\u80fd\u591f\u65f6\u523b\u4fdd\u6301\u903b\u8f91\u95ed\u73af\u3002<\/p>\n

\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\uff0c\u7531\u4e8e\u6df1\u5ea6\u63a8\u7406\u6570\u636e\u6781\u5ea6\u532e\u4e4f\uff0c\u661f\u706bX2\u4e13\u95e8\u8bbe\u8ba1\u4e86\u591a\u8f6e\u8fed\u4ee3\u5f0f\u63a8\u5bfc\u7684\u6570\u636e\u5408\u6210\u65b9\u6848\u3002<\/p>\n

\u901a\u8fc7\u591a\u8f6e\u8fed\u4ee3\u548c\u9012\u5f52\u4fee\u6b63\uff0c\u80fd\u591f\u6700\u7ec8\u5f62\u6210\u4e00\u5957\u4ece\u95ee\u9898\u5230\u6b63\u786e\u63a8\u5bfc\u8fc7\u7a0b\u7684\u9ad8\u8d28\u91cf\u8bed\u6599\uff0c\u5b8c\u6210\u5bf9\u6a21\u578b\u6df1\u5ea6\u63a8\u7406\u51c6\u786e\u7387\u7684\u63d0\u5347\u3002<\/p>\n

\u5728\u7a81\u7834\u56fd\u4ea7\u7b97\u529b\u74f6\u9888\u4e0a\uff0c\u661f\u706bX2\u8bbe\u8ba1\u4e86P\/D\uff08Prefill\/Decoder\uff09\u4e24\u9636\u6bb5\u5206\u79bb\u7684\u591a\u9636\u6bb5\u63a8\u7406\u91c7\u6837\u65b9\u6848\u3002<\/p>\n

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\u5177\u4f53\u4f53\u73b0\u5728\u533b\u7597\u3001\u6559\u80b2\u3001\u6c7d\u8f66\u548c\u667a\u80fd\u4f53\u56db\u4e2a\u65b9\u9762\uff1a<\/p>\n

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\u6b64\u5916\uff0c\u661f\u706b\u533b\u7597\u5927\u6a21\u578b\u4e5f\u5df2\u7387\u5148\u901a\u8fc7\u4e0a\u6d77\u5e02\u533b\u7597\u5927\u6a21\u578b\u5e94\u7528\u68c0\u6d4b\u9a8c\u8bc1\u4e2d\u5fc3\u8bc4\u6d4b\u9a8c\u8bc1\u3002<\/p>\n

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\u800c\u5728\u9762\u5411\u7528\u6237\u7684C\u7aef\uff0c\u201c\u8baf\u98de\u6653\u533b\u201dAPP\u4e5f\u540c\u6b65\u5b8c\u6210\u5347\u7ea7\uff0c\u5305\u62ec\u591a\u8f6e\u4e3b\u52a8\u95ee\u8bca\u3001\u591a\u8f6e\u54a8\u8be2\u95ee\u7b54\u3001\u95ee\u7528\u836f\u3001\u68c0\u67e5\u68c0\u9a8c\u5355\u89e3\u8bfb\u3001\u4f53\u68c0\u62a5\u544a\u5355\u89e3\u8bfb\u7b49\u591a\u4efb\u52a1\u3002<\/p>\n

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\u800c\u5728\u6559\u80b2\u9886\u57df\uff0c\u661f\u706b\u5927\u6a21\u578b\u4e5f\u8ba9\u539f\u5148\u57fa\u7840\u7684\u641c\u7d22\u5de5\u5177\uff0c\u8fdb\u5316\u4e3a\u4e00\u5bf9\u4e00\u7279\u7ea7\u8001\u5e08\u3002<\/p>\n

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