{"id":761877,"date":"2026-04-15T09:09:02","date_gmt":"2026-04-15T01:09:02","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=761877"},"modified":"2026-04-15T09:09:02","modified_gmt":"2026-04-15T01:09:02","slug":"ai%e6%89%93%e6%a6%9c%ef%bc%8c%e6%89%93%e7%9a%84%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=761877","title":{"rendered":"AI\u6253\u699c\uff0c\u6253\u7684\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"
\n

\u6587 | \u5229\u6602\u5148\u751f<\/span><\/span><\/span><\/p>\n<\/blockquote>\n

2026\u5e742\u67083\u65e5\uff0cMLE-Bench\u7684GitHub\u8ba8\u8bba\u533a\u70b8\u4e86\u3002<\/span><\/span><\/span><\/p>\n

\u6fc0<\/span><\/span>\u70c8\u7a0b\u5ea6\u5bf9\u8fd9\u4e2a\u4ee5\u8f83\u91cfAI Agent\u673a\u5668\u5b66\u4e60<\/a>\u6c34\u5e73\u7684\u5782\u76f4\u9886\u57df\u6765\u8bf4\uff0c\u7b80\u76f4\u662f\u7834\u5929\u8352\u7684<\/span><\/span>\u5934\u4e00\u6b21\u3002<\/span><\/span><\/p>\n

\u8bdd\u9898\u6e90\u81ea\u4e00\u5bb6\u540d\u53ebDisarray\u7684\u521b\u4e1a<\/a>\u516c\u53f8\u63d0\u4ea4\u4e86\u4e00\u4e2a77.78\u5206\u7684\u6210\u7ee9\u3002<\/span><\/span><\/p>\n

\u8fd9\u4e2a\u6570\u5b57\u672c\u8eab\u6ca1\u4ec0\u4e48——\u4f46\u5982\u679c\u770b\u5230\uff0c\u6b64\u524d\u5168\u7403\u591a\u4e2a\u9876\u5c16\u56e2\u961f\u5728\u957f\u8fbe\u6570\u6708\u7684\u62c9\u952f\u4e2d\uff0c\u6210\u7ee9\u59cb\u7ec8\u572860\u5206\u4e0a\u4e0b\u82e6\u82e6\u6323\u624e\uff0c\u5c31\u4f1a\u77e5\u9053\u8fd9\u5e76\u4e0d\u7b80\u5355\u3002<\/span><\/span><\/p>\n

\u9ad8\u624b\u8fc7\u62db\uff0c\u5f80\u5f80\u7cbe\u786e\u5230\u6bcf\u4e00\u4e2a\u767e\u5206\u70b9\u3002<\/span><\/span><\/p>\n

\u800cDisarray\u51ed\u7a7a\u8df3\u5f00\u7684\u8fd120\u5206\uff0c\u8ba9\u4e00\u573a\u5173\u4e8ebenchmark\u672c\u8d28\u7684\u8bba\u6218\uff0c\u5c31\u6b64\u62c9\u5f00\u3002<\/span><\/span><\/p>\n

\u673a\u5668\u5b66\u4e60\u754c\u7684“\u94c1\u4eba\u4e09\u9879”<\/span><\/span><\/h2>\n

MLE-Bench\uff0c\u5168\u79f0Machine Learning Engineering Benchmark\uff0c\u7531OpenAI<\/a>\u63a8\u51fa\u3002<\/span>\u5b83\u4e0d\u662f\u4e3a\u4e86\u6d4b\u8bd5\u6a21\u578b\u4f1a\u4e0d\u4f1a\u804a\u5929\u3001\u4f1a\u4e0d\u4f1a\u5199\u8bd7\uff0c\u800c\u662f\u6d4b\u8bd5AI Agent\u80fd\u4e0d\u80fd\u50cf\u4e00\u4e2a\u771f\u6b63\u7684\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u90a3\u6837\uff0c\u72ec\u7acb\u5b8c\u6210\u4e00\u6574\u5957\u6570\u636e\u7ade\u8d5b\u4efb\u52a1\u3002<\/span><\/span><\/p>\n

\u6574\u4e2a\u4f53\u7cfb\u53ef\u4ee5\u7406\u89e3\u4e3a\u673a\u5668\u5b66\u4e60\u754c\u7684“\u94c1\u4eba\u4e09\u9879”——<\/span><\/span><\/p>\n

\u8003\u9898\u662f70\u591a\u9053\u771f\u5b9e\u7684Kaggle\uff08\u5168\u7403\u6570\u636e\u79d1\u5b66\u5bb6\u548c\u673a\u5668\u5b66\u4e60\u7231\u597d\u8005\u7684\u9876\u7ea7\u7ade\u6280\u5e73\u53f0\uff09\u7ade\u8d5b\u9898\uff0c\u6bcf\u4e00\u9053\u9898\u90fd\u6765\u81ea\u8fc7\u53bb\u5341\u5e74\u91cc\u5168\u7403\u6570\u636e\u79d1\u5b66\u5bb6\u771f\u5200\u771f\u67aa\u6bd4\u62fc\u8fc7\u7684\u8d5b\u573a\uff1a\u4ece\u623f\u4ef7\u9884\u6d4b\u5230\u56fe\u50cf\u8bc6\u522b\uff0c\u4eceGPS\u5b9a\u4f4d\u5230\u72d7\u54c1\u79cd\u5206\u7c7b\u3002Agent\u9700\u8981\u81ea\u5df1\u7406\u89e3\u95ee\u9898\u3001\u6e05\u6d17\u6570\u636e\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u8c03\u6a21\u578b\u3001\u96c6\u6210——\u5168\u5957\u6d41\u7a0b\uff0c\u6ca1\u4eba\u5e2e\u5fd9\u3002<\/span><\/span><\/p>\n

\u66f4\u72e0\u7684\u662f\uff0c\u6bcf\u9053\u9898\u8981\u8dd13\u6b21\uff0c\u53d6\u5e73\u5747\u3002<\/span><\/span>\u4e00\u6b21\u5b8c\u6574\u7684\u699c\u5355\u63d0\u4ea4\uff0c\u5149\u7b97\u529b\u6210\u672c\u5c31\u9ad8\u8fbe\u6570\u4e07\u7f8e\u5143\uff0c\u65f6\u95f4\u8981\u8017\u4e0a\u597d\u51e0\u5468\u3002<\/span><\/span><\/p>\n

\u6240\u4ee5\u8fd9\u4e2a\u699c\u5355\u4ece\u6765\u4e0d\u662f\u70ed\u95f9\u7684\u6e38\u4e50\u573a——\u5b83\u95e8\u69db\u9ad8\u3001\u6210\u672c\u9ad8\u3001\u53c2\u4e0e\u8005\u5c11\uff0c\u4f46\u6bcf\u4e00\u4e2a\u4e0a\u699c\u7684\u5206\u6570\uff0c\u90fd\u6c89\u7538\u7538\u7684\u3002<\/span><\/span><\/p>\n

\u81ea2025\u5e749\u6708\u4ee5\u6765\uff0c\u8fd9\u4e2a\u6b64\u524d\u63d0\u4ea4\u4e0d\u591a\u7684\u699c\u5355\u7a81\u7136\u70ed\u95f9\u8d77\u6765\uff0c\u9646\u7eed\u6709\u8fd110\u5bb6\u9009\u624b\u51b2\u4e86\u8fdb\u6765\u3002\u5927\u5bb6\u4f60\u8ffd\u6211\u8d76\uff0c\u5206\u6570\u4ece40\u591a\u5206\u8270\u96be\u5730\u722c\u5230\u4e8660\u51fa\u5934\u3002\u6bcf\u4e00\u5206\u7684\u63d0\u5347\uff0c\u80cc\u540e\u90fd\u662fAgent\u67b6\u6784\u7684\u5b9e\u8d28\u6027\u7a81\u7834\u3002<\/span><\/span><\/p>\n

\u7136\u540e\uff0cDisarray\u6765\u4e86\u3002<\/span><\/span><\/p>\n

\u4e00\u573a\u6709\u6f0f\u6d1e\u7684\u8003\u8bd5<\/span><\/span><\/h2>\n

MLE-Bench\u4e0e\u771f\u5b9eKaggle\u7ade\u8d5b\u7565\u6709\u4e0d\u540c\u3002<\/span><\/span><\/p>\n

\u771f\u5b9e\u7684Kaggle\u7ade\u8d5b\u4e2d\uff0c\u9009\u624b\u63d0\u4ea4\u6a21\u578b\u540e\uff0c\u4e3b\u529e\u65b9\u4f1a\u7528\u4e00\u5957“\u79c1\u6709\u6d4b\u8bd5\u96c6”\u6765\u6253\u5206\u3002\u8fd9\u5957\u6570\u636e\u9009\u624b\u6c38\u8fdc\u770b\u4e0d\u5230\uff0c\u53ea\u80fd\u901a\u8fc7\u516c\u5f00\u699c\u7684\u5206\u6570\u6765\u95f4\u63a5\u731c\u6d4b\u81ea\u5df1\u7684\u8868\u73b0\u3002<\/span><\/span>\u8fd9\u53eb“\u95ed\u5377”\uff0c\u76ee\u7684\u662f\u9632\u6b62\u6709\u4eba\u9488\u5bf9\u7b54\u6848\u505a\u4f18\u5316\u3002<\/span><\/span><\/p>\n

\u4f46MLE-Bench\u62ff\u4e0d\u5230\u771f\u6b63\u7684\u79c1\u6709\u6d4b\u8bd5\u96c6\u3002\u4e8e\u662fOpenAI\u505a\u4e86\u4e00\u4e2a\u59a5\u534f\uff1a\u628a\u539f\u672c\u5b8c\u5168\u516c\u5f00\u7684\u6570\u636e\u96c6\u62c6\u6210\u4e24\u4efd\uff0c\u4e00\u4efd\u7ee7\u7eed\u53eb“\u516c\u5f00\u6d4b\u8bd5\u96c6”\uff0c\u53e6\u4e00\u4efd\u5047\u88c5\u6210“\u79c1\u6709\u6d4b\u8bd5\u96c6”\u3002<\/span><\/span><\/p>\n

\u53ef\u662f\u95ee\u9898\u6765\u4e86\uff1a\u8fd9\u4e24\u4efd\u6570\u636e\uff0c\u90fd\u66fe\u7ecf\u5728\u7f51\u4e0a\u51fa\u73b0\u8fc7\u3002<\/span><\/span><\/p>\n

\u8fd9\u5c31\u597d\u6bd4\u8001\u5e08\u628a\u4e00\u672c\u7ec3\u4e60\u518c\u62c6\u6210\u4e24\u534a\uff0c\u8bf4\u4e00\u534a\u662f“\u4f5c\u4e1a”\uff0c\u53e6\u4e00\u534a\u662f“\u8003\u8bd5\u9898”——\u4f46\u5b66\u751f\u65e9\u5c31\u628a\u6574\u672c\u7ec3\u4e60\u518c\u505a\u8fc7\u4e00\u904d\u4e86\u3002\u53ea\u8981Agent\u8db3\u591f“\u4f1a\u641c\u7d22”\uff0c\u7406\u8bba\u4e0a\u5c31\u80fd\u63d0\u524d\u627e\u5230\u6240\u6709“\u8003\u8bd5\u9898”\u7684\u7b54\u6848\u3002<\/span><\/span><\/p>\n

Disarray\u7684Agent\uff0c\u6070\u597d\u8e29\u5728\u4e86\u8fd9\u4e2a\u6f0f\u6d1e\u4e0a\u3002<\/span><\/span><\/p>\n

\u4ed6\u4eec\u5728dog-breed-identification\u8fd9\u9053\u9898\u4e0a\u8dd1\u51fa\u4e86\u63a5\u8fd10.00x\u7684\u6781\u4f4e\u5206\u6570\uff08\u8fd9\u4e2a\u6307\u6807\u8d8a\u4f4e\u8d8a\u597d\uff09\uff0c\u539f\u56e0\u662fAgent\u81ea\u5df1\u53d1\u73b0\u4e86Kaggle\u6bd4\u8d5b\u548cStanford Dogs\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u76f4\u63a5\u7528\u4e86\u5916\u90e8\u6570\u636e\u3002<\/span><\/span><\/p>\n

\u5728\u53e6\u4e00\u9053GPS\u4efb\u52a1\u4e0a\uff0c\u4ed6\u4eec\u751a\u81f3\u8dd1\u51fa\u4e860.0\u5206——\u8bef\u5dee\u4e3a\u96f6\uff0c\u8fd9\u5728\u7269\u7406\u4e0a\u51e0\u4e4e\u4e0d\u53ef\u80fd\uff0c\u9664\u975eAgent\u63d0\u524d\u77e5\u9053\u4e86“\u6807\u51c6\u7b54\u6848”\u3002<\/span><\/span><\/p>\n

\u4f46\u4e89\u8bae\u7684\u6838\u5fc3\u8fd8\u4e0d\u6b62\u4e8e\u6b64\u3002<\/span><\/span><\/p>\n

\u4e00\u4e2a\u6bd4\u7279\u7684\u4fe1\u53f7\uff0c\u591f\u4e0d\u591f“\u4f5c\u5f0a”\uff1f<\/span><\/span><\/h2>\n

\u6bd4“\u63d0\u524d\u627e\u5230\u6570\u636e”\u66f4\u5fae\u5999\u7684\uff0c\u662fAgent\u5728\u7b54\u9898\u8fc7\u7a0b\u4e2d\u80fd\u4e0d\u80fd\u6536\u5230\u6765\u81ea“\u8003\u8bd5\u9898”\u7684\u53cd\u9988\u3002<\/span><\/span><\/p>\n

Disarray\u56e2\u961f\u627f\u8ba4\uff0c\u4ed6\u4eec\u7684Agent\u5728\u8fd0\u884c\u4e2d\u4f1a\u6536\u5230\u4e00\u4e2a\u6781\u5176\u7b80\u5355\u7684\u4fe1\u53f7——\u4e8c\u9009\u4e00\uff1a“\u4f60\u76ee\u524d\u7684\u8868\u73b0\u591f\u5f97\u4e0a\u4e00\u5757\u94dc<\/a>\u724c\u5417\uff1f\u662f\u6216\u5426\u3002”<\/span><\/span><\/p>\n

\u8fd9\u4e2a\u4fe1\u53f7\u53ea\u6709\u4e00\u4e2a\u6bd4\u7279\u7684\u4fe1\u606f\u91cf\uff0c\u542c\u8d77\u6765\u5f88\u5c0f\u3002<\/span><\/span><\/p>\n

\u4f46\u5173\u952e\u4e0d\u5728\u4e8e\u4fe1\u53f7\u5927\u5c0f\uff0c\u800c\u5728\u4e8e\u5b83\u6765\u81ea\u54ea\u91cc\u3002\u5b83\u5c31\u6765\u81ea\u90a3\u4efd\u88ab\u5f53\u4f5c“\u79c1\u6709\u6d4b\u8bd5\u96c6”\u7684\u6570\u636e\u3002<\/span><\/span><\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cAgent\u6bcf\u8dd1\u5b8c\u4e00\u4e2a\u9636\u6bb5\uff0c\u7cfb\u7edf\u5c31\u4f1a\u544a\u8bc9\u5b83\uff1a\u4f60\u73b0\u5728\u7528\u8fd9\u5957“\u8003\u8bd5\u9898”\u81ea\u6d4b\uff0c\u5df2\u7ecf\u8fbe\u5230\u94dc\u724c\u6c34\u5e73\u4e86——\u6216\u8005\u8fd8\u6ca1\u6709\u3002<\/span><\/span><\/p>\n

\u8fd9\u5c31\u597d\u6bd4\u4e00\u4e2a\u5b66\u751f\u5728\u505a\u671f\u672b\u8003\u8bd5\u5377\u7684\u65f6\u5019\uff0c\u8001\u5e08\u6bcf\u9694\u5341\u5206\u949f\u5c31\u8fc7\u6765\u770b\u4e00\u773c\uff0c\u8bf4\uff1a“\u4f60\u73b0\u5728\u79bb\u53ca\u683c\u8fd8\u5dee\u4e00\u70b9”“\u4f60\u73b0\u5728\u5df2\u7ecf\u53ca\u683c\u4e86”\u3002\u867d\u7136\u6ca1\u544a\u8bc9\u4ed6\u5177\u4f53\u54ea\u9053\u9898\u9519\u4e86\uff0c\u4f46\u8fd9\u4e2a\u4fe1\u606f\u672c\u8eab\u5c31\u8db3\u4ee5\u8ba9\u4ed6\u51b3\u5b9a\uff1a\u662f\u7ee7\u7eed\u6b7b\u78d5\u8fd9\u9053\u9898\uff0c\u8fd8\u662f\u8d76\u7d27\u6362\u4e0b\u4e00\u9053\u3002<\/span><\/span><\/p>\n

\u4e00\u4f4d\u957f\u671f\u5173\u6ce8AI\u8bc4\u4f30\u8303\u5f0f\u7684\u793e\u533a\u8d44\u6df1\u8d21\u732e\u8005\uff0cAtrixTang\u628a\u8fd9\u4e2a\u6bd4\u55bb\u8bf4\u5f97\u66f4\u72e0\uff1a\u8fd9\u5c31<\/span><\/span>\u50cf\u7528\u671f\u672b\u8003\u8bd5\u9898\u5f53\u968f\u5802\u6d4b\u9a8c\u7684\u9898\u76ee\uff0c\u5b66\u751f\u4e00\u8fb9\u505a\u4e00\u8fb9\u6536\u5230\u53cd\u9988\uff0c\u7136\u540e\u62ff\u7740\u540c\u6837\u7684\u9898\u76ee\u53c2\u52a0\u671f\u672b\u8003\u8bd5\u3002<\/span><\/span>
<\/span><\/p>\n

\u4ed6\u8bf4\uff0cKaggle\u7684\u7c7b\u6bd4\u4e0d\u6210\u7acb——\u56e0\u4e3a\u771f\u5b9e\u7ade\u8d5b\u4e2d\uff0c\u516c\u5f00\u699c\u548c\u79c1\u6709\u699c\u7528\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u6570\u636e\u3002<\/span><\/span><\/p>\n

\"AI\u6253\u699c\uff0c\u6253\u7684\u662f\u4ec0\u4e48\uff1f\"<\/p>\n

\u56fe\u6ce8\uff1a<\/span><\/span>\u5982\u679cagent\u5728“\u63d0\u524d\u7ec8\u6b62\/\u91cd\u8bd5\u4fe1\u53f7”\u548c“\u6700\u7ec8\u8bc4\u4f30”\u4e2d\u90fd\u4f7f\u7528\u76f8\u540c\u7684\u79c1\u6709\u6d4b\u8bd5\u96c6\uff0c\u90a3\u4e48\u4e25\u683c\u6765\u8bb2\uff0c\u8fd9\u5c31\u6784\u6210\u4e86\u6d4b\u8bd5\u96c6\u6cc4\u9732\u3002<\/span><\/span><\/p>\n

\u800cMLE-Bench\u7528\u540c\u4e00\u5957\u6570\u636e\u65e2\u7ed9\u53cd\u9988\u53c8\u505a\u6700\u7ec8\u8bc4\u5206\uff0c\u8fd9\u5c31\u662f\u5178\u578b\u7684“\u6d4b\u8bd5\u96c6\u6cc4\u6f0f”\u3002<\/span><\/span><\/span><\/p>\n

AtrixTang\u4e3b\u5f20\u62c6\u6210\u4e24\u4e2a\u699c\uff1a\u4e00\u4e2a\u4e25\u683c\u4e0d\u7ed9\u4efb\u4f55\u53cd\u9988\uff08Standard Track\uff09\uff0c\u4e00\u4e2a\u5141\u8bb8\u53cd\u9988\uff08Oracle Track\uff09\uff0c\u8ba9\u89c2\u4f17\u81ea\u5df1\u5224\u65ad\u54ea\u4e2a\u66f4\u6709\u610f\u4e49\u3002<\/span><\/span><\/span><\/p>\n

\u8bba\u6218\u7684\u4e03\u79cd\u7acb\u573a<\/span><\/span><\/span><\/h2>\n

PR #118\uff08Disarray\u7684\u63d0\u4ea4\u7ed3\u679c\u7684\u9875\u9762\uff0c\u7f16\u53f7\u4e3a#118\uff09\u7684\u8bc4\u8bba\u533a\u6210\u4e86\u4e00\u9762\u68f1\u955c\uff0c\u6298\u5c04\u51fa\u6574\u4e2a\u793e\u533a\u5bf9“\u4ec0\u4e48\u624d\u662f\u516c\u5e73\u6d4b\u91cf”\u7684\u7406\u89e3\u88c2\u75d5\u3002<\/span><\/span><\/span><\/p>\n

Disarray\u63d0\u4ea4\u8005“moustafa-a”\u575a\u6301\uff0cDisarray\u662f\u6309\u73b0\u6709\u89c4\u5219\u8dd1\u7684\uff0c\u6ca1\u6709\u6539\u4efb\u4f55\u8003\u8bd5\u6d41\u7a0b\u3002\u4ed6\u8fd8\u5f3a\u8c03\uff0c\u90a3\u4e2a“\u662f\/\u5426”\u4fe1\u53f7\u53ea\u662f\u4e00\u4e2a\u8d44\u6e90<\/a>\u7ba1\u7406\u5de5\u5177——\u544a\u8bc9Agent\u8981\u4e0d\u8981\u7ee7\u7eed\u82b1\u94b1\u8dd1\u4e0b\u53bb\uff0c\u4e0d\u662f\u4ec0\u4e48\u5b9a\u5411\u4f18\u5316\u3002<\/span><\/span><\/span><\/p>\n

“dorx”\u4f5c\u4e3aDisarray\u56e2\u961f\u6838\u5fc3\u53d1\u8a00\u4eba\uff0c\u627f\u8ba4\u4e86\u4e24\u4ef6\u4e8b\uff1aGPS\u4efb\u52a1\u76840.0\u5206\u786e\u5b9e\u5229\u7528\u4e86benchmark\u5df2\u77e5\u7684\u4e00\u4e2a\u6f0f\u6d1e\uff1b\u72d7\u54c1\u79cd\u8bc6\u522b\u7528\u4e86\u5916\u90e8\u6570\u636e\u3002\u4f46\u5979\u628a\u8fd9\u89e3\u91ca\u4e3a“\u8de8\u4efb\u52a1\u5b66\u4e60\u80fd\u529b”\uff0c\u4e0d\u662f\u4f5c\u5f0a\u3002<\/span><\/span><\/span><\/p>\n

\"AI\u6253\u699c\uff0c\u6253\u7684\u662f\u4ec0\u4e48\uff1f\"<\/p>\n

\u56fe\u6ce8\uff1a\u6309\u7167\u6807\u51c6\u60ef\u4f8b\uff0c\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u4ee3\u7406\u7a0b\u5e8f\u5728\u4efb\u4f55\u65f6\u5019\u90fd\u4e0d\u80fd\u8bbf\u95ee\u79c1\u6709\u6d4b\u8bd5\u6570\u636e\u3002\u4ee3\u7406\u7a0b\u5e8f\u552f\u4e00\u80fd\u6536\u5230\u5173\u4e8e\u6d4b\u8bd5\u6570\u636e\u7684\u53cd\u9988\u662f\u5728\u5b83\u4eec\u8bf7\u6c42\u63d0\u524d\u7ec8\u6b62\uff08\u4e3a\u4e86\u6709\u6548\u5229\u7528\u8d44\u6e90\uff09\u65f6\uff0c\u6b64\u65f6\u5b83\u4eec\u4f1a\u5f97\u77e5\u81ea\u5df1\u662f\u5426\u8fbe\u5230\u4e86\u94dc\u724c\u95e8\u69db\u3002<\/p>\n

alexwang939393\u662f\u6700\u65e9\u63d0\u51fa\u7cfb\u7edf\u6027\u7591\u95ee\u7684\u4eba\u3002\u4ed6\u4e0d\u7ea0\u7f20\u7ec6\u8282\uff0c\u76f4\u63a5\u628a\u95ee\u9898\u629b\u7ed9benchmark\u7684\u521d\u8877\uff1a\u8fd9\u4e9b\u9ad8\u5206\uff0c\u6d4b\u7684\u5230\u5e95\u662f\u4e0d\u662f“\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u80fd\u529b”\uff1f<\/span><\/span><\/span><\/p>\n

\"AI\u6253\u699c\uff0c\u6253\u7684\u662f\u4ec0\u4e48\uff1f\"<\/p>\n

\u56fe\u6ce8\uff1a\u4f5c\u4e3a\u53c2\u8003\uff0c\u6ca1\u6709\u4f7f\u7528\u5916\u90e8\u6570\u636e\u7684\u6700\u5148\u8fdb\u6a21\u578b\u901a\u5e38\u80fd\u8fbe\u5230\u7ea60.2-0.3\u7684\u5206\u6570\u3002\u7b2c\u4e09\u7ec4\uff080.00755\uff09\u4e0e\u7b2c\u4e00\u7ec4\/\u7b2c\u4e8c\u7ec4\uff08\u7ea60.04\uff09\u4e4b\u95f4\u7684\u5de8\u5927\u5dee\u8ddd\u4e5f\u503c\u5f97\u6ce8\u610f\u3002<\/p>\n

thesofakillers\u8eab\u4efd\u7279\u6b8a——\u4ed6\u662fMLE-Bench\u6b64\u524d\u7684\u4f5c\u8005\u3002\u4ed6\u7684\u6001\u5ea6\u5f88\u5fae\u5999\uff1a\u5f53\u524d\u8003\u8bd5\u786e\u5b9e\u6709\u6f0f\u6d1e\uff0c\u5229\u7528\u8fd9\u4e9b\u6f0f\u6d1e“\u53ef\u4ee5\u63a5\u53d7\uff0c\u4f46\u4e0d\u7406\u60f3”\u3002\u4ed6\u5efa\u8bae\u5728\u699c\u5355\u4e0a\u52a0\u4e2a\u811a\u6ce8\u8bf4\u660e\u60c5\u51b5\u3002<\/span><\/span><\/span><\/p>\n

AtrixTang\u6001\u5ea6\u6700\u575a\u51b3\uff1a\u53ea\u8981\u7528\u4e86\u79d8\u5bc6\u6570\u636e\u7684\u53cd\u9988\uff0c\u4e0d\u7ba1\u4fe1\u53f7\u591a\u5fae\u5f31\uff0c\u5c31\u4e0d\u8be5\u548c\u6ca1\u7528\u8fc7\u7684\u4eba\u653e\u5728\u540c\u4e00\u4e2a\u699c\u5355\u4e0a\u3002<\/span><\/span><\/span><\/p>\n

\u673a\u5668\u5b66\u4e60\u9886\u57df\u7814\u7a76\u8005“RishiHazra”\u548c\u793e\u533a\u5f00\u53d1\u8005“ariesadel”\u5219\u66f4\u5f3a\u786c\uff1a\u8fd9\u79cd\u63d0\u4ea4\u6839\u672c\u4e0d\u8be5\u4e0a\u699c\u3002\u4fe1\u4efb\u662fbenchmark\u7684\u6838\u5fc3\uff0c\u4e00\u65e6\u6709\u4eba\u7528\u6d4b\u8bd5\u96c6\u53cd\u9988\u4f18\u5316\uff0c\u6574\u4e2a\u6392\u540d\u5c31\u5931\u53bb\u4e86\u610f\u4e49\u3002<\/span><\/span><\/span><\/p>\n

joe-needham\u4f5c\u4e3aOpenAI\u73b0\u4efb\u7814\u7a76\u5458\u3001MLE-Bench\u7684\u7ef4\u62a4\u8005\uff0c\u6001\u5ea6\u6700\u52a1\u5b9e\u3002\u4ed6\u627f\u8ba4\u76ee\u524d\u699c\u5355\u9760“\u4fe1\u4efb”\u7ef4\u6301\uff0c\u56e0\u4e3a\u4ed3\u5e93\u65e0\u6cd5\u9a8c\u8bc1\u6bcf\u4e2a\u63d0\u4ea4\u7684\u7ec6\u8282\u3002\u6700\u7ec8\uff0c\u4ed6\u8fd8\u662f\u628a\u8fd9\u4e2a\u6709\u4e89\u8bae\u7684\u7ed3\u679c\u5408\u5e76\u8fdb\u4e86\u4e3b\u699c——\u4f46\u4e3a\u540e\u6765\u7684\u8c03\u6574\u57cb\u4e0b\u4e86\u4f0f\u7b14\u3002<\/span><\/span><\/span><\/p>\n

\u7528“\u7b28\u529e\u6cd5”\u7684\u56e2\u961f<\/span><\/span><\/span><\/h2>\n

\u5728\u8fd9\u573a\u55a7\u56a3\u4e2d\uff0c\u6709\u4e00\u652f\u56e2\u961f\u7684\u9009\u62e9\u663e\u5f97\u683c\u5916\u5b89\u9759\uff0c\u751a\u81f3\u6709\u70b9“\u4e0d\u5408\u65f6\u5b9c”\u3002<\/span><\/span><\/span><\/p>\n

\u767e\u5ea6<\/a>\u4f10\u8c0b\u56e2\u961f\u57282025\u5e7410\u670810\u65e5\u7b2c\u4e00\u6b21\u63d0\u4ea4\u7ed3\u679c\uff0c\u5f97\u520643.56\uff0c\u5df2\u7ecf\u662f\u5f53\u65f6\u7684SOTA\u3002\u6b64\u540e\u699c\u5355\u9010\u6e10\u70ed\u95f9\uff0c\u8fd110\u5bb6\u9009\u624b\u9646\u7eed\u5165\u573a\u3002<\/span><\/span><\/span><\/p>\n

2025\u5e7412\u670827\u65e5\uff0c\u4ed6\u4eec\u505a\u4e86\u4e00\u4e2a\u4e0d\u592a\u597d\u7406\u89e3\u7684\u51b3\u5b9a——\u5f53\u65f6\u6700\u5148\u8fdb\u7684gemini-pro-3.0\u6a21\u578b\u5df2\u7ecf\u53ef\u7528\uff0c\u4f46\u4ed6\u4eec\u6ca1\u6709\u6362\uff0c\u800c\u662f\u7ee7\u7eed\u7528\u4e0a\u4e00\u4ee3\u7684gemini-pro-2.5\u3002<\/span><\/span><\/span><\/p>\n

\u539f\u56e0\u5f88\u7b80\u5355\uff1a\u4ed6\u4eec\u60f3\u641e\u6e05\u695aAgent\u81ea\u8eab\u7684\u80fd\u529b\u5230\u5e95\u63d0\u5347\u4e86\u591a\u5c11\u3002\u4ece1.0\u7248\u672c\u52302.0\u7248\u672c\uff0cAgent\u67b6\u6784\u505a\u4e86\u4e00\u6b21\u5927\u5347\u7ea7\u3002\u5982\u679c\u540c\u65f6\u6362\u6a21\u578b\uff0c\u6210\u7ee9\u7684\u63d0\u5347\u5c31\u8bf4\u4e0d\u6e05\u695a\u662f\u6a21\u578b\u7684\u529f\u52b3\u8fd8\u662fAgent\u7684\u529f\u52b3\u4e86\u3002<\/span><\/span><\/span><\/p>\n

\u8fd9\u5c31\u597d\u6bd4\u4f60\u60f3\u6d4b\u8bd5\u4e00\u4e2a\u65b0\u8bad\u7ec3\u65b9\u6cd5\u5bf9\u8fd0\u52a8\u5458\u6210\u7ee9\u7684\u5f71\u54cd——\u5982\u679c\u540c\u65f6\u7ed9\u8fd0\u52a8\u5458\u6362\u4e00\u53cc\u66f4\u9ad8\u7ea7\u7684\u8dd1\u978b\uff0c\u4f60\u5c31\u8bf4\u4e0d\u6e05\u695a\u6210\u7ee9\u63d0\u5347\u5230\u5e95\u662f\u8bad\u7ec3\u65b9\u6cd5\u7684\u529f\u52b3\uff0c\u8fd8\u662f\u8dd1\u978b\u7684\u529f\u52b3\u3002<\/span><\/span><\/span><\/p>\n

59.56\u5206\uff0c\u65b0SOTA\u3002<\/span><\/span><\/span><\/p>\n

\u8fd9\u4e2a\u6570\u5b57\u8bc1\u660e\u4e86Agent\u5c42\u4f18\u5316\u7684\u6709\u6548\u6027\u3002\u4f46\u4ee3\u4ef7\u662f\u4ed6\u4eec\u7684\u5206\u6570\u770b\u8d77\u6765“\u4e0d\u591f\u9ad8”——\u56e0\u4e3a\u522b\u4eba\u53ef\u80fd\u65e2\u4f18\u5316\u4e86Agent\uff0c\u53c8\u7528\u4e86\u66f4\u597d\u7684\u6a21\u578b\uff0c\u8fd8\u7528\u4e86\u989d\u5916\u6570\u636e\u3002<\/span><\/span><\/span><\/p>\n

\u6253\u4e00\u6b21\u699c\u6210\u672c\u592a\u9ad8\u4e86\uff0c\u9ad8\u5230\u4efb\u4f55“\u53d6\u5de7”\u90fd\u6709\u5de8\u5927\u7684\u8bf1\u60d1\u3002<\/span><\/span><\/span><\/p>\n

\u4f46\u767e\u5ea6\u4f10\u8c0b\u7684\u9009\u62e9\u662f\uff1a\u5b81\u53ef\u6162\uff0c\u4e5f\u8981\u628a\u6bcf\u4e00\u5206\u63d0\u5347\u7684\u6765\u6e90\u641e\u6e05\u695a\u3002\u8fd9\u79cd“\u7b28\u529e\u6cd5”\u5728\u5de5\u4e1a\u754c\u53eb“\u53ef\u89e3\u91ca\u6027”——\u4f60\u4e0d\u4ec5\u8981\u77e5\u9053\u81ea\u5df1\u8dd1\u5f97\u5feb\uff0c\u8fd8\u8981\u77e5\u9053\u4e3a\u4ec0\u4e48\u8dd1\u5f97\u5feb\u3002<\/span><\/span><\/span><\/p>\n

\u4e00\u6b21\u5bf9\u7167\u5b9e\u9a8c<\/span><\/span><\/span><\/h2>\n

Disarray\u768477.78\u5206\u51fa\u6765\u4e4b\u540e\uff0c\u767e\u5ea6\u4f10\u8c0b\u56e2\u961f\u6ca1\u6709\u6025\u4e8e\u8d28\u7591\uff0c\u4e5f\u6ca1\u6709\u8ddf\u98ce\u6a21\u4eff\u3002\u4ed6\u4eec\u505a\u4e86\u4e00\u4ef6\u5f88“\u5de5\u4e1a\u754c”\u7684\u4e8b\uff1a\u8bbe\u8ba1\u5bf9\u7167\u5b9e\u9a8c\u3002<\/span><\/span><\/span><\/p>\n

\u4ed6\u4eec\u51b3\u5b9a\u6362\u6210\u6700\u65b0\u6a21\u578bgemini-pro-3.0\u518d\u8bd5\u4e00\u6b21\uff0c\u4f46\u5176\u4ed6\u6761\u4ef6\u4fdd\u6301\u4e0d\u53d8——\u4e0d\u7528\u79c1\u6709\u6d4b\u8bd5\u96c6\u7684\u53cd\u9988\u4fe1\u53f7\uff0c\u4e0d\u7528\u5916\u90e8\u7f51\u7edc\u6570\u636e\uff0c\u4e0d\u5229\u7528\u4efb\u4f55\u5df2\u77e5\u6f0f\u6d1e\u3002Agent\u53ea\u80fd\u8001\u8001\u5b9e\u5b9e\u5730\u6839\u636e\u7ed9\u5b9a\u7684\u8bad\u7ec3\u6570\u636e\u53bb\u5b66\u4e60\u548c\u4f18\u5316\u3002<\/span><\/span><\/span><\/p>\n

\u4e3a\u4ec0\u4e48\u8fd9\u4e48“\u8f74”\uff1f\u8fd9\u53ef\u80fd\u4e0e\u767e\u5ea6\u4f10\u8c0b\u7684\u5b9a\u4f4d\u6709\u5173\u3002<\/span><\/span><\/span><\/p>\n

\u4f5c\u4e3a\u767e\u5ea6\u667a\u80fd\u4e91\u63a8\u51fa\u7684\u5168\u7403\u9996\u4e2a\u53ef\u5546\u7528\u7684\u81ea\u6211\u6f14\u5316\u8d85\u7ea7\u667a\u80fd\u4f53\uff0c\u767e\u5ea6\u4f10\u8c0b\u7784\u51c6\u7684\u662f\u5e2e\u52a9\u771f\u5b9e\u4e16\u754c\u4f18\u5316\u7b97\u6cd5\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u5173\u7cfb\u56fd\u8ba1\u6c11\u751f\u7684\u573a\u666f\u91cc\u627e\u5230\u6700\u4f18\u89e3\u3002<\/span><\/span><\/span><\/p>\n

\u800c\u5728\u771f\u5b9e\u4e16\u754c\u91cc\uff0c\u4f60\u4e0d\u53ef\u80fd\u63d0\u524d\u62ff\u5230“\u672a\u6765\u6570\u636e”\uff1a\u505a\u4e00\u4e2a\u9500\u91cf\u9884\u6d4b\u6a21\u578b\uff0c\u4f60\u4e0d\u53ef\u80fd\u628a\u672a\u6765\u4e03\u5929\u7684\u771f\u5b9e\u9500\u91cf\u544a\u8bc9Agent\uff0c\u8ba9\u5b83\u6839\u636e\u8fd9\u4e2a\u53cd\u9988\u53bb\u8c03\u6574\u3002\u505a\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\uff0c\u4f60\u4e0d\u53ef\u80fd\u63d0\u524d\u77e5\u9053\u7528\u6237\u660e\u5929\u4f1a\u70b9\u4ec0\u4e48\u3002<\/span><\/span><\/span><\/p>\n

\u5728\u771f\u5b9e\u4e16\u754c\u91cc\uff0c\u6ca1\u6709“\u94dc\u724c\u9608\u503c”\u4fe1\u53f7\uff0c\u6ca1\u6709“\u518d\u8bd5\u4e00\u6b21”\u7684\u673a\u4f1a\uff0c\u6ca1\u6709“\u5077\u5077\u4e0a\u7f51\u627e\u7b54\u6848”\u7684\u53ef\u80fd\u3002<\/span><\/span><\/span><\/p>\n

2026\u5e742\u670823\u65e5\uff0c\u4ed6\u4eec\u63d0\u4ea4\u4e8664.44\u5206\u3002\u8fd9\u4e2a\u5206\u6570\u4e0eDisarray\u768477.78\u4f9d\u65e7\u6709\u5dee\u8ddd\u3002<\/span><\/span><\/span><\/p>\n

\u4f46\u8fd9\u662f\u4e00\u4e2a\u5728“\u4e0d\u5077\u770b\u7b54\u6848\u3001\u4e0d\u6536\u53cd\u9988\u4fe1\u53f7\u3001\u4e0d\u4e0a\u7f51\u641c\u6570\u636e”\u7684\u89c4\u5219\u4e0b\u8dd1\u51fa\u6765\u7684\u5206\u6570——\u5b83\u7684\u542b\u91d1\u91cf\uff0c\u53c2\u7167\u7cfb\u5b8c\u5168\u4e0d\u540c\u3002<\/span><\/span><\/span><\/p>\n

\u4e00\u4e2aAI\u699c\u5355\u7684\u81ea\u6211\u4fee\u517b<\/span><\/span><\/span><\/h2>\n

2026\u5e743\u670823\u65e5\uff0cMLE-Bench\u4ed3\u5e93\u65b0\u589e\u4e86\u4e00\u4e2a\u4e13\u95e8\u7684\u8d5b\u9053\uff0c\u540d\u5b57\u5f88\u76f4\u767d\uff1a“\u6dfb\u52a0\u6570\u636e\u6cc4\u6f0f\u8bf4\u660e”\u3002\u6709\u6570\u636e\u6cc4\u6f0f\u5acc\u7591\u7684\u9009\u624b\u88ab\u79fb\u5230\u4e86\u7b2c\u4e8c\u4e2a\u699c\u5355\uff0c\u65c1\u8fb9\u52a0\u4e86\u811a\u6ce8\u8bf4\u660e\u3002<\/span><\/span><\/span><\/p>\n

\"AI\u6253\u699c\uff0c\u6253\u7684\u662f\u4ec0\u4e48\uff1f\"<\/p>\n

\u56fe\u6ce8\uff1a\u4e0e\u4e3b\u6392\u884c\u699c\u4e0d\u53ef\u76f4\u63a5\u6bd4\u8f83\u7684\u989d\u5916\u63d0\u4ea4\uff08\u5c0f\u5b69\u513f\u90a3\u684c\uff1f\uff09<\/p>\n

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\"AI\u6253\u699c\uff0c\u6253\u7684\u662f\u4ec0\u4e48\uff1f\"<\/p>\n

\u56fe\u6ce8\uff1aMLE-bench\u4e3b\u699c\uff0c\u767e\u5ea6\u4f10\u8c0b\u4f4d\u5217\u7b2c\u4e00<\/p>\n

\u8fd9\u4e2a\u7ed3\u679c\u8010\u4eba\u5bfb\u5473\u3002<\/span><\/span><\/span><\/p>\n

\u5b83\u53ef\u80fd\u4e5f\u4e0d\u610f\u5473\u7740Disarray\u7684\u6280\u672f\u4e0d\u4f18\u79c0——\u6bd4\u5982\uff0c\u4ed6\u4eec\u5bf9\u8003\u8bd5\u89c4\u5219\u7684\u7406\u89e3\u975e\u5e38\u6df1\u523b\uff0c\u751a\u81f3\u627e\u5230\u4e86\u51fa\u9898\u4eba\u81ea\u5df1\u90fd\u6ca1\u53d1\u73b0\u7684\u6f0f\u6d1e\u3002<\/span><\/span><\/span><\/p>\n

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\u8fd9\u4e0d\u662f\u5173\u4e8e\u9053\u5fb7\u4f18\u8d8a\u611f\u3002<\/span><\/span><\/span><\/p>\n

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\u4ed6\u4eec\u8d62\u5f97\u7684\uff0c\u4e0d\u53ea\u662f\u6392\u540d\u3002<\/span><\/span><\/span><\/p>\n

(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587 | \u5229\u6602\u5148\u751f 2026\u5e742\u67083\u65e5\uff0cMLE-Bench\u7684GitHub\u8ba8\u8bba\u533a\u70b8\u4e86\u3002 \u6fc0\u70c8\u7a0b\u5ea6\u5bf9\u8fd9\u4e2a\u4ee5\u8f83\u91cfAI […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,158,277,120,238,53],"views":10,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/761877"}],"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=761877"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/761877\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=761877"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=761877"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=761877"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}