{"id":6226,"date":"2025-10-06T16:32:48","date_gmt":"2025-10-06T08:32:48","guid":{"rendered":"https:\/\/nullthought.net\/?p=6226"},"modified":"2025-10-06T16:32:53","modified_gmt":"2025-10-06T08:32:53","slug":"tumix%ef%bc%88tool-use-mixture%ef%bc%89%ef%bc%9a%e5%a4%9a%e4%bb%a3%e7%90%86%e5%b9%b6%e8%a1%8c%e5%a4%9a%e8%bd%ae%e8%bf%ad%e4%bb%a3%ef%bc%8c%e7%a8%b3%e6%80%81%e6%8f%90%e5%8d%87%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6226","title":{"rendered":"TUMIX\uff08Tool-Use Mixture\uff09\uff1a\u591a\u4ee3\u7406\u5e76\u884c+\u591a\u8f6e\u8fed\u4ee3\uff0c\u7a33\u6001\u63d0\u5347\u63a8\u7406\u8868\u73b0"},"content":{"rendered":"\n<p>\u5927\u6a21\u578b\u5728\u63a8\u7406\u4efb\u52a1\u4e2d\u5df2\u53ef\u8c03\u2f64\u4ee3\u7801\u89e3\u91ca\u5668\u4e0e\u641c\u7d22\u7b49\u5916\u90e8\u5de5\u5177\uff0c\u4f46\u201c\u4f55\u65f6\u7528\u6587\u672c\u63a8\u7406\u3001\u4f55\u65f6\u5199\u4ee3\u7801\u3001\u4f55\u65f6\u68c0\u7d22\u3001\u4ee5\u53ca\u5982\u4f55\u628a\u8fd9\u4e9b\u80fd\u529b\u7ec4\u5408\u8d77\u6765\u201d\u5e76\u65e0\u6e05\u6670\u5b9e\u8bc1\u8303\u5f0f\u3002\u73b0\u6709 Code Interpreter \u7684\u5b9e\u73b0\u5e38\u5728\u201c\u6587\u672c vs \u4ee3\u7801\u201d\u7684\u53d6\u820d\u4e0a\u5931\u8861\uff0c\u4e14\u5b66\u754c\u5bf9\u201c\u4ee3\u7801+\u641c\u7d22+\u81ea\u63a8\u7406\u201d\u7684\u8054\u5408\u5229\u7528\u4ecd\u7f3a\u7cfb\u7edf\u65b9\u6cd5\u4e0e\u5bf9\u6bd4\u3002\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2510.01279\" target=\"_blank\" rel=\"noreferrer noopener\">TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture<\/a><\/strong>\u63d0\u51fa\u7684 TUMIX\uff08Tool-Use Mixture\uff09\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u201c\u5728\u6d4b\u8bd5\u65f6\uff0c\u4ee5\u591a\u4ee3\u7406\u5e76\u884c+\u591a\u8f6e\u8fed\u4ee3\u65b9\u5f0f\uff0c\u5145\u5206\u8c03\u5ea6\u4e0e\u6df7\u5408\u5de5\u5177\u4f7f\u7528\u7b56\u7565\uff0c\u4ece\u800c\u7a33\u6001\u63d0\u5347\u63a8\u7406\u8868\u73b0\u201d\u7684\u95ee\u9898\u3002\u5176\u6838\u5fc3\u4e3b\u5f20\u662f\uff1a\u4e0e\u5176\u53cd\u590d\u91c7\u6837\u540c\u4e00\u79cd\u6700\u5f3a\u4ee3\u7406\uff0c\u4e0d\u5982\u5e76\u884c\u8fd0\u884c\u591a\u79cd\u201c\u5de5\u5177\u4f7f\u7528\u8def\u5f84\u548c\u63a8\u7406\u98ce\u683c\u201d\u4e0d\u540c\u7684\u4ee3\u7406\uff0c\u5e76\u5728\u591a\u8f6e\u4e2d\u5171\u4eab\u4e2d\u95f4\u7b54\u6848\u3001\u518d\u805a\u5408\u9009\u62e9\uff0c\u4ee5\u66f4\u597d\u5730\u8986\u76d6\u89e3\u7a7a\u95f4\u5e76\u964d\u4f4e\u201c\u5355\u4e00\u8def\u5f84\u9519\u8bef\u6536\u655b\u201d\u7684\u98ce\u9669\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aYongchao Chen, Jiefeng Chen, Rui Meng, Ji Yin, Na Li, Chuchu Fan, Chi Wang, Tomas Pfister, Jinsung Yoon\uff0c\u6765\u81eaMIT, Harvard\u548cGoogle\u3002<\/p>\n\n\n\n<p>\u4e00\u3001\u65b9\u6cd5\u6846\u67b6\uff1aTUMIX \u7684\u591a\u4ee3\u7406\u5de5\u5177\u6df7\u5408\u4e0e\u8f6e\u6b21\u8fed\u4ee3<br>1\uff09\u4ee3\u7406\u6c60\u4e0e\u591a\u6837\u6027\uff1a\u4f5c\u8005\u9884\u8bbe\u4e86\u7531 <strong>15 \u4e2a\u201c\u2f2f\u5177\u4f7f\u2f64\u7b56\u7565\u5404\u5f02\u201d\u7684\u4ee3\u7406\u7ec4\u6210\u7684\u4ee3\u7406\u6c60\uff0c\u8986\u76d6\u7eaf\u6587\u672c CoT\u3001\u4ec5\u4ee3\u7801\u3001\u4ec5\u641c\u7d22\u3001\u53cc\u5de5\u5177\uff08\u4ee3\u7801+\u641c\u7d22\uff09\u3001\u53d7\u5f15\u5bfc\u7684\u53cc\u5de5\u5177\u7b49\u7c7b\u578b\uff1b\u5177\u5907\u641c\u7d22\u6743\u9650\u7684\u4ee3\u7406\u8fd8\u5305\u542b\u4e09\u79cd\u641c\u7d22\u53d8\u4f53\uff08\u5982 API\u3001\u6a21\u578b\u81ea\u5e26\u68c0\u7d22\u6216\u4e8c\u8005\u7ec4\u5408\uff09<\/strong>\u3002\u8fd9\u79cd\u201c\u5f02\u8d28\u7b56\u7565\u7684\u5e76\u884c\u63a2\u7d22\u201d\u662f TUMIX \u7684\u65b9\u6cd5\u57fa\u77f3\u3002<br>2\uff09\u6d88\u606f\u4f20\u9012\u5f0f\u7684\u591a\u8f6e\u7ec6\u5316\uff1a\u6bcf\u4e00\u8f6e\uff0c\u6240\u6709\u4ee3\u7406\u90fd\u4f1a\u8bfb\u53d6\u201c\u539f\u59cb\u95ee\u9898 + \u4e0a\u4e00\u8f6e\u6240\u6709\u4ee3\u7406\u7684\u7b54\u6848\u201d\uff0c\u5728\u5404\u81ea\u7684\u5de5\u5177\u4e0e\u7b56\u7565\u4e0b\u4ea7\u51fa\u65b0\u7b54\u6848\uff1b\u8fd9\u7b49\u4ef7\u4e8e\u5728\u4e00\u4e2a\u76f8\u5173\u4e13\u5bb6\u7f51\u7edc\u4e2d\u505a\u987a\u5e8f\u51b3\u7b56\u4e0e\u4fe1\u606f\u4f20\u9012\u3002\u65e9\u671f\u8f6e\u6b21\u5e73\u5747\u5206\u6570\u4f1a\u4e0a\u5347\uff0c\u4f46\u8986\u76d6\u7387\uff08\u81f3\u5c11\u4e00\u4e2a\u7b54\u6848\u6b63\u786e\u7684\u6982\u7387\uff09\u4f1a\u968f\u8f6e\u6b21\u5355\u8c03\u4e0b\u964d\uff0c\u53cd\u6620\u201c\u591a\u6837\u6027\u9010\u6b65\u574d\u7f29\u4e0e\u5171\u8bc6\u5316\u201d\u7684\u52a8\u6001\u3002<br>3\uff09\u7ec8\u6b62\u4e0e\u9009\u62e9\uff1a\u9274\u4e8e\u540e\u671f\u8f6e\u6b21\u5f80\u5f80\u6536\u76ca\u9012\u51cf\u751a\u81f3\u4f24\u5bb3\u7cbe\u5ea6\uff0cTUMIX \u8bbe\u8ba1\u4e86\u201cLLM \u4f5c\u4e3a\u88c1\u5224\u201d\u7684\u81ea\u9002\u5e94\u505c\u2f4c\u7b56\u7565\uff08\u81f3\u5c11\u8dd1\u6ee1 2 \u8f6e\uff09\uff0c\u518d\u4ee5\u591a\u6570\u6295\u7968\u4ea7\u51fa\u6700\u7ec8\u7b54\u6848\u3002\u5b9e\u9a8c\u663e\u793a\uff0c\u8be5\u7b56\u7565\u5728\u51e0\u4e4e\u4e0d\u635f\u5931\u5cf0\u503c\u7cbe\u5ea6\u7684\u60c5\u51b5\u4e0b\uff0c\u628a\u63a8\u7406\u8c03\u7528\u6b21\u6570\u964d\u5230\u539f\u59cb\u7684\u7ea6 49%\uff08token \u6210\u672c\u7ea6 46%\uff09\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u5173\u952e\u673a\u5236\u4e0e\u6d1e\u89c1<br>1\uff09\u591a\u6837\u6027\u4e0e\u8d28\u91cf\u6bd4\u201c\u89c4\u6a21\u201d\u66f4\u5173\u952e\uff1a\u5728\u76f8\u540c\u6210\u672c\u4e0b\uff0c\u589e\u52a0\u4ee3\u7406\u7c7b\u578b\u6570\u91cf\u4e0e\u7b56\u7565\u5f02\u8d28\u6027\uff0c\u4f18\u4e8e\u5bf9\u5355\u4e00\u5f3a\u4ee3\u7406\u7684\u91cd\u590d\u91c7\u6837\uff1b\u7ed9\u4ee3\u7406\u914d\u5907\u4ee3\u7801\u4e0e\u641c\u7d22\u4e24\u7c7b\u4e92\u8865\u5de5\u5177\uff0c\u80fd\u663e\u8457\u63d0\u5347\u8986\u76d6\u7387\u4e0e\u5e73\u5747\u5206\u3002<br>2\uff09\u8fed\u4ee3\u7684\u53cc\u5203\u5251\uff1a\u8f6e\u6b21\u589e\u52a0\u80fd\u63d0\u5347\u65e9\u671f\u8d28\u91cf\uff0c\u4f46\u4e5f\u52a0\u901f\u201c\u6536\u655b\u5230\u540c\u4e00\u7b54\u6848\u201d\uff08\u53ef\u80fd\u5bf9\u4e5f\u53ef\u80fd\u9519\uff09\uff0c\u5bfc\u81f4\u8986\u76d6\u7387\u4e0b\u964d\u2014\u2014\u56e0\u6b64\u9700\u8981\u201c\u5728\u6070\u5f53\u8f6e\u6b21\u6b62\u635f\u201d\u3002<br>3\uff09\u7ec8\u6b62\u4e0e\u7b54\u6848\u9009\u62e9\uff1a\u4ee5 LLM \u4f30\u8ba1\u201c\u518d\u591a\u4e00\u8f6e\u7684\u671f\u671b\u8fb9\u9645\u6536\u76ca\u201d\u5e76\u636e\u6b64\u51b3\u5b9a\u505c\u6b62\uff0c\u660e\u663e\u4f18\u4e8e\u7b80\u5355\u7684\u201c\u8fde\u7eed\u4e24\u8f6e\u591a\u6570\u7a33\u5b9a\u5373\u505c\u201d\u7b49\u89c4\u5219\uff1b\u9009\u62e9\u5c42\u9762\uff0c\u591a\u6570\u6295\u7968\u6216 LLM-Selector \u5728\u65e9\u671f\u5206\u6b67\u5927\u65f6\u4f18\u4e8e\u968f\u673a\uff0c\u540e\u671f\u6536\u655b\u540e\u4e09\u8005\u5dee\u522b\u8d8b\u5c0f\u3002<\/p>\n\n\n\n<p>\u4e09\u3001\u5b9e\u9a8c\u8bbe\u7f6e<br>\u57fa\u51c6\uff1a\u8986\u76d6 HLE\uff08Humanity\u2019s Last Exam\uff0c2500 \u9053\u8de8\u5b66\u79d1\u6781\u96be\u9898\uff0c\u542b\u6587\u672c\u4e0e\u591a\u6a21\u6001\u5b50\u96c6\uff09\u3001GPQA Diamond\uff08198 \u9053\u4e13\u5bb6\u547d\u9898\u591a\u9009\u9898\uff0c\u751f\u7269\/\u7269\u7406\/\u5316\u5b66\uff09\u4e0e AIME 2024&amp;2025\uff08\u5171 60 \u9898\u9ad8\u96be\u4e2d\u5b66\u7ade\u8d5b\u6570\u5b66\uff09\u3002\u62a5\u544a\u503c\u5747\u4e3a\u4e09\u6b21\u72ec\u7acb\u8fd0\u884c\u7684\u5e73\u5747\u3002<br>\u5bf9\u6bd4\u65b9\u6cd5\u4e0e\u8bc4\u6d4b\uff1a\u4f5c\u8005\u5bf9\u6bd4 Majority Vote\u3001GSA\u3001Self-Reflection\u3001SETS\u3001Self-MoA\u3001Symbolic-MoE\u3001DEI\u3001SciMaster \u7b49\u4ee3\u8868\u6027\u201c\u6d4b\u8bd5\u65f6\u6269\u5c55\uff08TTS\uff09\u201d\u8303\u5f0f\uff0c\u5e76\u786e\u4fdd\u8fd9\u4e9b\u57fa\u7ebf\u5728\u516c\u5e73\u8bbe\u7f6e\u4e0b\u4e5f\u80fd\u4f7f\u7528\u4ee3\u7801\u4e0e\u641c\u7d22\u5de5\u5177\uff1b\u8bc4\u6d4b\u7edf\u4e00\u4ee5\u6807\u51c6\u7b54\u6848\u5224\u5b9a\uff0c\u82e5\u6700\u7ec8\u7b54\u6848\u4e3a\u4ee3\u7801\u5219\u6267\u884c\u811a\u672c\uff08\u226460s\uff09\u53d6\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u56db\u3001\u4e3b\u8981\u7ed3\u679c<br>\u5728 Gemini-2.5-Pro \u4e0e Gemini-2.5-Flash \u4e24\u4e2a\u63a8\u7406\u5e95\u6a21\u4e0a\uff0cTUMIX \u5728 HLE\u3001GPQA\u3001AIME 24&amp;25 \u4e09\u5927\u57fa\u51c6\u4e0a\u6574\u4f53\u4f18\u4e8e\u6240\u6709\u5f3a\u57fa\u7ebf\uff1b\u56fe 1 \u663e\u793a\uff0c\u76f8\u8f83\u65e0 TTS \u7684\u201c\u5355\u6b21\u63a8\u7406\u201d\uff0cTUMIX \u4e0e TUMIX+ \u7684\u5206\u6570\u663e\u8457\u63d0\u5347\uff1b\u5728\u6210\u672c\u53ef\u6bd4\u7684\u8bbe\u7f6e\u4e0b\uff0cTUMIX \u4f18\u4e8e Self-MoA\u3001Symbolic-MoE\u3001DEI\u3001SciMaster\u3001GSA \u7b49\u4ee3\u8868\u6027\u65b9\u6cd5\u3002<br>\u66f4\u7ec6\u5730\u770b\u6570\u503c\uff1a\u4f8b\u5982\u5728 HLE\uff08Pro\uff09\u4e2d\uff0c\u65e0 TTS \u4e3a 21.6\uff0c\u82e5\u6362\u6210 TUMIX \u8fbe\u5230 32.3\uff0c\u8fdb\u4e00\u6b65\u653e\u5927\u8ba1\u7b97\u7684 TUMIX+ \u4e3a 34.1\uff1b\u5728 GPQA\uff08Pro\uff09TUMIX \u4e3a 87.9\/88.1\uff08TUMIX\/TUMIX+\uff09\uff1bAIME\uff08Pro\uff09\u4e0a TUMIX\/TUMIX+ \u4e3a 96.7\u3002Flash \u4e5f\u5448\u73b0\u540c\u6837\u8d8b\u52bf\uff08HLE 21.2\u219223.1\uff1bGPQA 77.3\u219282.1\uff1bAIME 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