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---<\/p>\n

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---<\/p>\n

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---<\/p>\n

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\u8bad\u7ec3\u4e00\u4e2a\u597d\u7684\u5ba1\u8ba1\u5458\uff0c\u9700\u8981\u5927\u91cf\u9ad8\u8d28\u91cf\u7684"\u6848\u4f8b\u6863\u6848"\u2014\u2014\u65e2\u6709\u5b89\u5168\u6267\u884c\u7684\u8f68\u8ff9\uff0c\u4e5f\u6709\u5305\u542b\u51b3\u5b9a\u6027\u9519\u8bef\u7684\u5931\u8d25\u8f68\u8ff9\uff0c\u800c\u4e14\u6bcf\u6761\u5931\u8d25\u8f68\u8ff9\u90fd\u8981\u7cbe\u786e\u6807\u6ce8\u9519\u8bef\u53d1\u751f\u5728\u54ea\u4e00\u6b65\u3002\u73b0\u6709\u7684\u6570\u636e\u96c6\u8981\u4e48\u53ea\u6709\u5931\u8d25\u8f68\u8ff9\u3001\u7f3a\u4e4f\u6210\u529f\u8f68\u8ff9\uff0c\u8981\u4e48\u53ea\u6709\u8f68\u8ff9\u7ea7\u522b\u7684\u6807\u7b7e\uff08\u6210\u529f\u6216\u5931\u8d25\uff09\uff0c\u6ca1\u6709\u6b65\u9aa4\u7ea7\u522b\u7684\u7cbe\u786e\u5b9a\u4f4d\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u4e13\u95e8\u6784\u5efa\u4e86AFTRAJ-2K\u6570\u636e\u96c6\u3002<\/p>\n

\u6570\u636e\u96c6\u6db5\u76d6\u4e09\u4e2a\u9886\u57df\uff1a\u6570\u5b66\u63a8\u7406\uff08\u6765\u81eaMATH-500\u57fa\u51c6\uff09\u3001\u4ee3\u7801\u751f\u6210\uff08\u6765\u81eaHumanEval+\u548cMBPP+\u57fa\u51c6\uff09\u3001\u4ee5\u53ca\u5f00\u653e\u6027\u667a\u80fd\u4f53\u4efb\u52a1\uff08\u6765\u81eaGAIA\u548cHotpotQA\u57fa\u51c6\uff09\u3002\u8f68\u8ff9\u7531\u4e09\u5957\u6210\u719f\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\u751f\u6210\uff0c\u5206\u522b\u662fAutoGen Swarm\u3001MetaGPT\u548cSmolagents\uff0c\u5e95\u5c42\u4f7f\u7528GPT-5.4-mini\u4f5c\u4e3a\u7edf\u4e00\u7684\u8bed\u8a00\u6a21\u578b\u9aa8\u5e72\u3002\u6574\u4e2a\u6570\u636e\u96c6\u6700\u7ec8\u5305\u542b\u7ea62,272\u6761\u7ecf\u8fc7\u7cbe\u5fc3\u7b5b\u9009\u548c\u6807\u6ce8\u7684\u8f68\u8ff9\uff0c\u5176\u4e2d1,158\u6761\u662f\u9a8c\u8bc1\u901a\u8fc7\u7684"\u5b89\u5168\u8f68\u8ff9"\uff0c1,114\u6761\u662f\u5e26\u6709\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4\u6807\u6ce8\u7684"\u4e0d\u5b89\u5168\u8f68\u8ff9"\u3002<\/p>\n

**\u5b89\u5168\u8f68\u8ff9\u7684\u6784\u5efa\uff1a\u4e09\u91cd\u8fc7\u6ee4\u7684\u4e25\u82db\u6807\u51c6**<\/p>\n

\u5e76\u975e\u6240\u6709\u6700\u7ec8\u7b54\u6848\u6b63\u786e\u7684\u8f68\u8ff9\u90fd\u80fd\u88ab\u7eb3\u5165\u5b89\u5168\u8f68\u8ff9\u5e93\u3002\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e09\u5c42\u8fc7\u6ee4\u673a\u5236\uff0c\u53ea\u6709\u5168\u90e8\u901a\u8fc7\u7684\u8f68\u8ff9\u624d\u7b97\u771f\u6b63"\u5b89\u5168"\u3002<\/p>\n

\u7b2c\u4e00\u5c42\u662f\u7ed3\u679c\u7b49\u4ef7\u6027\u68c0\u9a8c\uff1a\u786e\u4fdd\u8f68\u8ff9\u7684\u6700\u7ec8\u7b54\u6848\u4e0e\u6807\u51c6\u7b54\u6848\u5b8c\u5168\u4e00\u81f4\uff0c\u4e0d\u540c\u57df\u6709\u4e0d\u540c\u7684\u9a8c\u8bc1\u65b9\u5f0f\u2014\u2014\u6570\u5b66\u9898\u7528\u7b26\u53f7\u8ba1\u7b97\u6bd4\u8f83\uff0cGAIA\u7528\u5b98\u65b9\u8bc4\u5206\u5668\uff0cHotpotQA\u7528\u7279\u6b8a\u7684\u6587\u7ae0-\u4e0d\u654f\u611f\u5f52\u4e00\u5316\u5668\uff0c\u4ee3\u7801\u9898\u5219\u901a\u8fc7\u5b9e\u9645\u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b\u3002\u7b2c\u4e8c\u5c42\u662f\u5b8c\u6574\u6027\u68c0\u9a8c\uff1a\u62d2\u7edd\u4efb\u4f55\u5305\u542b\u5de5\u5177\u8c03\u7528\u9519\u8bef\u3001\u5e8f\u5217\u5316\u5931\u8d25\u3001\u7a7a\u9884\u6d4b\u6216\u73af\u5883\u9650\u5236\u7ec8\u6b62\u7684\u8f68\u8ff9\u3002\u7b2c\u4e09\u5c42\u662f\u8fde\u8d2f\u6027\u68c0\u9a8c\uff1a\u7528\u4e00\u4e2aGPT-5.4\u8bc4\u5224\u5458\u6765\u6838\u67e5\u6bcf\u4e00\u6b65\u7684\u884c\u52a8\u662f\u5426\u4e0e\u5df2\u58f0\u660e\u7684\u5b50\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\u3002\u901a\u8fc7\u8fd9\u4e09\u5c42\u8fc7\u6ee4\u7684\u8f68\u8ff9\uff0c\u624d\u88ab\u8ba4\u4e3a\u5728\u6bcf\u4e00\u4e2a\u524d\u7f00\u5904\u90fd\u662f\u771f\u6b63\u5b89\u5168\u7684\uff0c\u53ef\u4ee5\u7528\u4f5c\u6b63\u7c7b\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n

\u8fd9\u79cd\u4e25\u82db\u6807\u51c6\u7684\u5fc5\u8981\u6027\u5728\u4e8e\uff1a\u5982\u679c\u628a\u90a3\u4e9b"\u6700\u7ec8\u7ed3\u679c\u78b0\u5de7\u6b63\u786e\uff0c\u4f46\u4e2d\u95f4\u6b65\u9aa4\u5176\u5b9e\u51fa\u4e86\u95ee\u9898\u88ab\u540e\u7eed\u667a\u80fd\u4f53\u4fee\u590d\u4e86"\u7684\u8f68\u8ff9\u4e5f\u5f53\u6210\u5b89\u5168\u8f68\u8ff9\uff0c\u90a3\u4e48\u8bad\u7ec3\u51fa\u6765\u7684\u5ba1\u8ba1\u5458\u5c31\u4f1a\u5b66\u4f1a\u5bf9\u90a3\u4e9b"\u8868\u9762\u770b\u8d77\u6765\u6ca1\u95ee\u9898"\u7684\u65e9\u671f\u8b66\u793a\u4fe1\u53f7\u89c6\u800c\u4e0d\u89c1\u3002<\/p>\n

**\u4e0d\u5b89\u5168\u8f68\u8ff9\u7684\u6784\u5efa\uff1a\u4e24\u6761\u8def\u5f84\u5e76\u884c**<\/p>\n

\u4e0d\u5b89\u5168\u8f68\u8ff9\u7684\u83b7\u53d6\u6709\u4e24\u4e2a\u6765\u6e90\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u5176\u79f0\u4e3a"\u6784\u9020\u6027\u6d41"\u548c"\u8bca\u65ad\u6027\u6d41"\u3002<\/p>\n

\u6784\u9020\u6027\u6d41\u7684\u601d\u8def\u662f\u5728\u5b89\u5168\u8f68\u8ff9\u4e0a\u4e3b\u52a8"\u57cb\u96f7"\u3002\u4ece\u4e00\u6761\u5df2\u9a8c\u8bc1\u7684\u5b89\u5168\u8f68\u8ff9\u51fa\u53d1\uff0c\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u6ce8\u5165\u6b65\u9aa4\u548c\u4e00\u4e2a\u6545\u969c\u7c7b\u522b\uff0c\u751f\u6210\u4e00\u4e2a\u6709\u95ee\u9898\u7684\u66ff\u6362\u6b65\u9aa4\uff0c\u7136\u540e\u8ba9\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4ece\u8fd9\u4e2a\u88ab\u7be1\u6539\u7684\u524d\u7f00\u5f00\u59cb\u7ee7\u7eed\u5f80\u540e\u8fd0\u884c\uff0c\u6700\u7ec8\u9a8c\u8bc1\u8fd9\u6b21\u4fee\u6539\u786e\u5b9e\u8ba9\u7ed3\u679c\u53d8\u6210\u4e86\u5931\u8d25\u3002\u7531\u4e8e\u6ce8\u5165\u4f4d\u7f6e\u662f\u5df2\u77e5\u7684\uff0c\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4\u7684\u6807\u7b7e\u53ef\u4ee5\u76f4\u63a5\u786e\u5b9a\u3002<\/p>\n

\u6545\u969c\u7c7b\u522b\u5728\u4e0d\u540c\u9886\u57df\u6709\u4e0d\u540c\u7684\u8bbe\u8ba1\u3002\u6570\u5b66\u9886\u57df\u5305\u62ec\u8ba1\u7b97\u5931\u8bef\u3001\u8fc7\u65e9\u7ec8\u7ed3\u3001\u9a8c\u8bc1\u8d70\u6377\u5f84\u3001\u9519\u8bef\u89e3\u8bfb\u9a8c\u8bc1\u7ed3\u679c\u7b49\u56db\u7c7b\uff1b\u4ee3\u7801\u9886\u57df\u5305\u62ec\u4ee3\u7801\u903b\u8f91\u9519\u8bef\u3001\u8df3\u8fc7\u9a8c\u8bc1\u6b65\u9aa4\u3001\u9519\u8bef\u89e3\u8bfb\u9a8c\u8bc1\u7ed3\u679c\u7b49\u4e09\u7c7b\uff1b\u667a\u80fd\u4f53\u4efb\u52a1\u9886\u57df\u5219\u5305\u62ec\u5de5\u5177\u6ce8\u5165\u3001\u63d0\u793a\u6ce8\u5165\u3001\u9a8c\u8bc1\u8d70\u6377\u5f84\u3001\u6c42\u89e3\u5668\u8fc7\u65e9\u7ed9\u51fa\u7b54\u6848\u3001\u9a8c\u8bc1\u5458\u6587\u672c\u8d70\u6377\u5f84\u3001\u6700\u7ec8\u7b54\u6848\u8986\u76d6\u7b49\u66f4\u4e30\u5bcc\u7684\u7c7b\u578b\u3002\u6ce8\u5165\u5b8c\u6210\u540e\u8fd8\u6709\u4e00\u9053"\u5408\u683c\u68c0\u67e5"\uff1a\u5982\u679c\u540e\u7eed\u667a\u80fd\u4f53\u81ea\u6211\u7ea0\u6b63\u5bfc\u81f4\u6700\u7ec8\u7ed3\u679c\u4ecd\u7136\u6b63\u786e\uff08\u610f\u5473\u7740\u9519\u8bef\u88ab\u4fee\u590d\u4e86\uff0c\u4e0d\u7b97\u51b3\u5b9a\u6027\u9519\u8bef\uff09\uff0c\u6216\u8005\u76ee\u6807\u6b65\u9aa4\u5b9e\u9645\u4e0a\u6ca1\u6709\u88ab\u771f\u6b63\u4fee\u6539\uff0c\u5219\u8fd9\u6761\u5019\u9009\u8f68\u8ff9\u4f1a\u88ab\u4e22\u5f03\u3002<\/p>\n

\u8bca\u65ad\u6027\u6d41\u5219\u9488\u5bf9\u90a3\u4e9b\u81ea\u7136\u4ea7\u751f\u7684\u5931\u8d25\u8f68\u8ff9\uff0c\u6b64\u65f6\u51b3\u5b9a\u6027\u9519\u8bef\u7684\u4f4d\u7f6e\u672a\u77e5\uff0c\u9700\u8981\u901a\u8fc7\u5206\u6790\u6765\u786e\u5b9a\u3002\u7814\u7a76\u56e2\u961f\u91c7\u7528\u4e86\u4e00\u4e2a"\u63d0\u8bae-\u9a8c\u8bc1\u96c6\u6210"\u6d41\u7a0b\uff1a\u5148\u75315\u4e2a\u72ec\u7acb\u7684"\u63d0\u8bae\u8005"\u8c03\u7528\u8fd4\u56de\u5019\u9009\u7684\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4\u53ca\u8d1f\u8d23\u667a\u80fd\u4f53\uff0c\u7136\u540e\u5bf9\u6bcf\u4e2a\u72ec\u7279\u7684\u5019\u9009\u6b65\u9aa4\u8fdb\u884c3\u8f6e\u72ec\u7acb\u9a8c\u8bc1\uff0c\u6bcf\u6b21\u9a8c\u8bc1\u6cbf\u56db\u4e2a\u4e8c\u5143\u6807\u51c6\u8fdb\u884c\u6253\u5206\uff0c\u5206\u522b\u662f"\u9519\u8bef\u786e\u5b9e\u5b58\u5728"\u3001"\u9519\u8bef\u5177\u6709\u5b9e\u8d28\u6027"\u3001"\u9519\u8bef\u5177\u6709\u51b3\u5b9a\u6027"\u3001"\u9519\u8bef\u662f\u6700\u65e9\u7684"\u3002\u53ea\u6709\u5f53\u67d0\u4e2a\u5019\u9009\u6b65\u9aa4\u5728\u56db\u4e2a\u6807\u51c6\u5168\u90e8\u6ee1\u8db3\u7684\u60c5\u51b5\u4e0b\u83b7\u5f97\u7684\u9a8c\u8bc1\u8005\u652f\u6301\u6570\u8d85\u8fc7\u591a\u6570\u9608\u503c\uff08\u5373\u81f3\u5c112\u7968\uff09\uff0c\u624d\u4f1a\u88ab\u63a5\u53d7\u4e3a\u6807\u6ce8\u7ed3\u679c\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6bd4\u7b80\u5355\u591a\u6570\u6295\u7968\u66f4\u4e3a\u4fdd\u5b88\uff0c\u786e\u4fdd\u4e86\u6807\u6ce8\u8d28\u91cf\u3002<\/p>\n

\u6700\u7ec8\uff0c\u6765\u81ea\u6784\u9020\u6027\u6d41\u548c\u8bca\u65ad\u6027\u6d41\u7684\u4e0d\u5b89\u5168\u8f68\u8ff9\u5408\u5e76\uff0c\u4e0e\u5b89\u5168\u8f68\u8ff9\u4e00\u8d77\u6784\u6210\u4e86\u5b8c\u6574\u7684AFTRAJ-2K\u6570\u636e\u96c6\u3002\u6570\u636e\u96c6\u6309\u7167"\u8f68\u8ff9\u5bb6\u65cf"\uff08\u5373\u4e00\u6761\u5b89\u5168\u8f68\u8ff9\u53ca\u5176\u6240\u6709\u6ce8\u5165\u53d8\u4f53\uff09\u5206\u5c42\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\uff0c\u786e\u4fdd\u4e0d\u4f1a\u53d1\u751f\u4fe1\u606f\u6cc4\u6f0f\u3002<\/p>\n

---<\/p>\n

\u56db\u3001AgentForesight-7B\u7684\u8bad\u7ec3\uff1a\u4e24\u9636\u6bb5"\u7531\u7c97\u5230\u7cbe"<\/p>\n

\u6709\u4e86AFTRAJ-2K\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u8bad\u7ec3\u5ba1\u8ba1\u5458\u3002\u7814\u7a76\u56e2\u961f\u9009\u62e9\u4e86Qwen2.5-7B-Instruct\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u5e76\u8bbe\u8ba1\u4e86\u4e00\u5957"\u7531\u7c97\u5230\u7cbe"\u7684\u4e24\u9636\u6bb5\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u6848\u3002<\/p>\n

**\u7b2c\u4e00\u9636\u6bb5\uff1a\u8ba9\u5ba1\u8ba1\u5458\u5b66\u4f1a\u611f\u77e5"\u5371\u9669\u8fb9\u754c"**<\/p>\n

\u7b2c\u4e00\u9636\u6bb5\u7684\u6838\u5fc3\u76ee\u6807\uff0c\u662f\u8ba9\u5ba1\u8ba1\u5458\u5bf9"\u5b89\u5168\u524d\u7f00"\u548c"\u521a\u8d8a\u8fc7\u51b3\u5b9a\u6027\u9519\u8bef\u7684\u524d\u7f00"\u8fd9\u4e24\u79cd\u60c5\u51b5\u6709\u6e05\u6670\u7684\u533a\u5206\u611f\u77e5\u3002\u7814\u7a76\u56e2\u961f\u5c06\u5176\u79f0\u4e3a"\u5931\u8d25\u8fb9\u754c\u5bf9\u9f50"\u9636\u6bb5\u3002<\/p>\n

\u5bf9\u4e8e\u6bcf\u6761\u4e0d\u5b89\u5168\u8f68\u8ff9\uff0c\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e24\u4e2a"\u8fb9\u754c\u5bf9"\u63d0\u793a\uff1a\u4e00\u4e2a\u662f\u5305\u542b\u5230\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4\u524d\u4e00\u6b65\u7684\u524d\u7f00\uff08\u6b64\u65f6\u6b63\u786e\u7b54\u6848\u662f"\u7ee7\u7eed"\uff09\uff0c\u53e6\u4e00\u4e2a\u662f\u5305\u542b\u5230\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4\u672c\u8eab\u7684\u524d\u7f00\uff08\u6b64\u65f6\u6b63\u786e\u7b54\u6848\u662f"\u8b66\u62a5"\uff09\u3002\u8fd9\u4e24\u4e2a\u63d0\u793a\u5185\u5bb9\u51e0\u4e4e\u76f8\u540c\uff0c\u53ea\u5dee\u4e86\u6700\u540e\u90a3\u4e00\u6b65\uff0c\u4f46\u8981\u6c42\u7684\u5224\u65ad\u7ed3\u8bba\u5374\u622a\u7136\u76f8\u53cd\u3002\u901a\u8fc7\u8ba9\u6a21\u578b\u5b66\u4e60\u8fd9\u79cd"\u4e00\u6b65\u4e4b\u5dee\u3001\u5224\u65ad\u7ffb\u8f6c"\u7684\u89c4\u5f8b\uff0c\u5ba1\u8ba1\u5458\u5c31\u80fd\u5185\u5316\u4e00\u79cd\u9690\u6027\u7684"\u98ce\u9669<\/a>\u611f\u77e5\u5148\u9a8c"\u2014\u2014\u77e5\u9053\u4ec0\u4e48\u6837\u7684\u8f68\u8ff9\u524d\u7f00\u662f\u5b89\u5168\u7684\uff0c\u4ec0\u4e48\u6837\u7684\u5df2\u7ecf\u8d8a\u8fc7\u4e86\u5371\u9669\u7ebf\u3002<\/p>\n

\u8fd9\u4e2a\u8bad\u7ec3\u65b9\u5f0f\u80cc\u540e\u7528\u7684\u4f18\u5316\u65b9\u6cd5\u53ebBPPO\uff08\u8fb9\u754c\u5bf9\u504f\u597d\u4f18\u5316\uff09\uff0c\u662f\u7814\u7a76\u56e2\u961f\u57fa\u4e8e\u7ecf\u5178\u7684DPO\uff08\u76f4\u63a5\u504f\u597d\u4f18\u5316\uff09\u4e13\u95e8\u4e3a\u8fd9\u79cd"\u8fb9\u754c\u5bf9"\u7ed3\u6784\u8bbe\u8ba1\u7684\u53d8\u4f53\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u8ba9\u6a21\u578b\u901a\u8fc7\u6bd4\u8f83"\u5bf9\u7684\u7b54\u6848"\u548c"\u9519\u7684\u7b54\u6848"\u6765\u8c03\u6574\u81ea\u5df1\u7684\u5224\u65ad\u504f\u597d\uff0c\u800c\u4e14\u5bf9"\u8fb9\u754c\u524d"\uff08\u5e94\u8bf4\u7ee7\u7eed\uff09\u548c"\u8fb9\u754c\u540e"\uff08\u5e94\u8bf4\u8b66\u62a5\uff09\u4e24\u79cd\u60c5\u51b5\u5206\u522b\u4f18\u5316\uff0c\u6700\u7ec8\u4fc3\u4f7f\u6a21\u578b\u5b66\u4f1a\u5728\u51b3\u5b9a\u6027\u6b65\u9aa4\u5904"\u7ffb\u8f6c"\u81ea\u5df1\u7684\u5224\u65ad\u3002<\/p>\n

**\u7b2c\u4e8c\u9636\u6bb5\uff1a\u8ba9\u611f\u77e5\u53d8\u6210\u7cbe\u51c6\u5b9a\u4f4d**<\/p>\n

\u7b2c\u4e00\u9636\u6bb5\u8ba9\u5ba1\u8ba1\u5458\u5efa\u7acb\u4e86\u7c97\u7c92\u5ea6\u7684\u8fb9\u754c\u611f\u77e5\uff0c\u4f46\u4ec5\u6709\u611f\u77e5\u8fd8\u4e0d\u591f\u2014\u2014\u5ba1\u8ba1\u5458\u8fd8\u9700\u8981\u5728\u6b63\u786e\u7684\u65f6\u673a\u7cbe\u786e\u6307\u51fa"\u54ea\u4e00\u6b65\u51fa\u4e86\u95ee\u9898\uff0c\u662f\u54ea\u4e2a\u667a\u80fd\u4f53\u8d1f\u8d23\u7684"\u3002\u7b2c\u4e8c\u9636\u6bb5\u4f7f\u7528GRPO\uff08\u4e00\u79cd\u57fa\u4e8e\u7ec4\u5185\u76f8\u5bf9\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff09\u6765\u8fdb\u4e00\u6b65\u7cbe\u70bc\u8fd9\u79cd\u80fd\u529b\u3002<\/p>\n

\u6bcf\u6b21\u6a21\u578b\u751f\u6210\u4e00\u4e2a\u56de\u7b54\uff0c\u8be5\u56de\u7b54\u4f1a\u6cbf\u4e09\u4e2a\u7ef4\u5ea6\u88ab\u8bc4\u5206\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u5176\u79f0\u4e3a"\u4e09\u8f74\u5956\u52b1"\u3002\u7b2c\u4e00\u4e2a\u7ef4\u5ea6\u662f"\u4ec0\u4e48"\uff08\u7ed3\u6784\u8f74\uff09\uff1a\u8bc4\u5206\u51fd\u6570\u68c0\u67e5\u56de\u7b54\u662f\u5426\u7b26\u5408\u8981\u6c42\u7684JSON\u683c\u5f0f\uff0c\u5b57\u6bb5\u662f\u5426\u5b8c\u6574\u4e14\u6709\u5b9e\u8d28\u5185\u5bb9\uff0c\u683c\u5f0f\u4e0d\u5408\u683c\u4f1a\u88ab\u6263\u5206\u3002\u7b2c\u4e8c\u4e2a\u7ef4\u5ea6\u662f"\u5728\u54ea\u91cc"\uff08\u65f6\u95f4\u8f74\uff09\uff1a\u8bc4\u5206\u51fd\u6570\u7528\u4e00\u4e2a\u4ee5\u6b63\u786e\u6b65\u9aa4\u4e3a\u4e2d\u5fc3\u7684\u9ad8\u65af\u51fd\u6570\u6765\u6253\u5206\uff0c\u9884\u6d4b\u6b65\u9aa4\u8d8a\u63a5\u8fd1\u771f\u5b9e\u51b3\u5b9a\u6027\u6b65\u9aa4\uff0c\u5f97\u5206\u8d8a\u9ad8\uff1b\u5b8c\u5168\u7cbe\u51c6\u547d\u4e2d\u5f97\u6ee1\u5206\uff0c\u504f\u5dee\u8d8a\u5927\u5206\u6570\u8d8a\u4f4e\u3002\u7b2c\u4e09\u4e2a\u7ef4\u5ea6\u662f"\u8c01"\uff08\u56e0\u679c\u8f74\uff09\uff1a\u8bc4\u5206\u51fd\u6570\u68c0\u67e5\u9884\u6d4b\u7684\u8d1f\u8d23\u667a\u80fd\u4f53\u662f\u5426\u4e0e\u771f\u5b9e\u6807\u6ce8\u4e00\u81f4\uff0c\u5b8c\u5168\u5339\u914d\u5f97\u6ee1\u5206\uff0c\u4e0d\u5339\u914d\u53ea\u5f97\u90e8\u5206\u5206\u3002\u4e09\u4e2a\u7ef4\u5ea6\u7684\u5f97\u5206\u7ec4\u5408\u6210\u4e00\u4e2a\u7efc\u5408\u5956\u52b1\uff0c\u5176\u4e2d\u5bf9\u4e8e"\u5b89\u5168"\u8f68\u8ff9\u7ed9\u51fa\u6b63\u786e\u5224\u65ad\u5f97+1\u5206\uff0c\u5bf9\u4e8e"\u4e0d\u5b89\u5168"\u8f68\u8ff9\u7cbe\u51c6\u547d\u4e2d\u5f97\u5230\u7531\u65f6\u95f4\u8f74\u548c\u56e0\u679c\u8f74\u52a0\u6743\u7684\u5f97\u5206\uff0c\u800c\u5224\u65ad\u65b9\u5411\u5b8c\u5168\u9519\u8bef\uff08\u628a\u4e0d\u5b89\u5168\u8bf4\u6210\u5b89\u5168\u6216\u628a\u5b89\u5168\u8bf4\u6210\u4e0d\u5b89\u5168\uff09\u5219\u5f97-1\u5206\u3002<\/p>\n

\u5728\u7b2c\u4e8c\u9636\u6bb5\u7684\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u53c2\u8003\u7b56\u7565<\/a>\u88ab\u56fa\u5b9a\u5728\u7b2c\u4e00\u9636\u6bb5\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\u4e0a\uff0c\u800c\u975e\u539f\u59cb\u57fa\u7840\u6a21\u578b\u3002\u8fd9\u6837\u505a\u7684\u597d\u5904\u662fKL\u6563\u5ea6\u60e9\u7f5a\u9879\u4f1a\u62c9\u7740\u6a21\u578b\u56de\u5230"\u5177\u5907\u98ce\u9669\u611f\u77e5\u5148\u9a8c"\u7684\u72b6\u6001\uff0c\u9632\u6b62\u6a21\u578b\u5728\u8ffd\u6c42\u7cbe\u51c6\u5b9a\u4f4d\u7684\u8fc7\u7a0b\u4e2d\u5fd8\u8bb0\u4e86\u7c97\u7c92\u5ea6\u7684\u8fb9\u754c\u611f\u77e5\u80fd\u529b\u3002\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u57282\u5f20NVIDIA H200 GPU\u4e0a\u5b8c\u6210\u3002<\/p>\n

---<\/p>\n

\u4e94\u3001\u5b9e\u9a8c\u7ed3\u679c\uff1a\u548c"\u66f4\u5927\u66f4\u5f3a"\u7684\u6a21\u578b\u540c\u53f0\u7ade\u6280<\/p>\n

\u7814\u7a76\u56e2\u961f\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u4e86AgentForesight-7B\u7684\u8868\u73b0\uff0c\u5e76\u4e0e\u5927\u91cf\u57fa\u7ebf\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/p>\n

\u8bc4\u6d4b\u4f7f\u7528\u7684\u6838\u5fc3\u6307\u6807\u6709\u4e24\u4e2a\u3002\u4e00\u662f"\u7cbe\u786e\u6b65\u9aa4F1"\uff08Exact-F1\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u7efc\u5408\u4e86"\u53ec\u56de\u7387"\u548c"\u7cbe\u786e\u7387"\u7684\u7efc\u5408\u5206\u6570\u2014\u2014\u7b80\u5355\u8bf4\uff0c\u65e2\u8981\u6c42"\u4e0d\u9057\u6f0f\u771f\u6b63\u7684\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4"\uff0c\u4e5f\u8981\u6c42"\u4e0d\u4e71\u628a\u9519\u8bef\u7684\u6b65\u9aa4\u8bef\u62a5\u6210\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4"\uff0c\u4e24\u8005\u8d8a\u5e73\u8861\u3001\u8d8a\u51c6\u786e\uff0c\u5f97\u5206\u8d8a\u9ad8\u3002\u4e8c\u662f"\u7edd\u5bf9\u6b65\u9aa4\u504f\u79fb"\uff08ASS\uff09\uff0c\u8861\u91cf\u9884\u6d4b\u7684\u9519\u8bef\u6b65\u9aa4\u4e0e\u771f\u5b9e\u6b65\u9aa4\u4e4b\u95f4\u7684\u5e73\u5747\u7edd\u5bf9\u8ddd\u79bb\uff0c\u8fd9\u4e2a\u6570\u503c\u8d8a\u5c0f\u8d8a\u597d\u3002<\/p>\n

**\u5728AFTRAJ-2K\u6d4b\u8bd5\u96c6\u4e0a**\uff0cAgentForesight-7B\u4ee566.44\u7684\u6574\u4f53Exact-F1\u8fdc\u8d85\u6240\u6709\u7ade\u4e89\u5bf9\u624b\u3002\u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u540c\u7c7b\u4e2d\u6700\u5f3a\u7684\u4e13\u6709\u6a21\u578bDeepSeek-V4-Pro\uff08\u4e00\u4e2a\u8fdc\u6bd47B\u5927\u5f97\u591a\u7684\u6a21\u578b\uff09\u5f97\u5206\u4e3a46.56\uff0c\u5dee\u8ddd\u8d85\u8fc719\u4e2a\u767e\u5206\u70b9\u3002\u5728\u6b65\u9aa4\u5b9a\u4f4d\u7cbe\u5ea6\u4e0a\uff0cAgentForesight-7B\u7684ASS\u4e3a0.59\uff0c\u800cDeepSeek-V4-Pro\u4e3a1.77\uff0c\u610f\u5473\u7740\u5b9a\u4f4d\u7cbe\u5ea6\u63d0\u5347\u4e86\u7ea63\u500d\u3002<\/p>\n

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**\u5728\u5916\u90e8\u57fa\u51c6Who&When\u4e0a**\uff0c\u8fd9\u9879\u6d4b\u8bd5\u6d89\u53ca127\u4e2a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u8f68\u8ff9\u6765\u6e90\u5b8c\u5168\u72ec\u7acb\u4e8eAFTRAJ-2K\u3002AgentForesight-7B\u5728\u6b65\u9aa4\u51c6\u786e\u7387\u4e0a\u8fbe\u523057.69%\uff0c\u6bd4\u6700\u5f3a\u57fa\u7ebfGPT-4.1\u9ad8\u51fa\u7ea619.59\u4e2a\u767e\u5206\u70b9\uff1b\u5728\u667a\u80fd\u4f53\u51c6\u786e\u7387\u4e0a\u8fbe\u523073.08%\uff0c\u6bd4GPT-4.1\u9ad8\u51fa\u7ea66.41\u4e2a\u767e\u5206\u70b9\uff1bASS\u4e3a1.62\uff0c\u4f18\u4e8e\u6240\u6709\u57fa\u7ebf\u3002\u8fd9\u8bf4\u660eAgentForesight-7B\u5b66\u5230\u7684\u5728\u7ebf\u5ba1\u8ba1\u80fd\u529b\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u6027\uff0c\u800c\u975e\u53ea\u662f\u8bb0\u5fc6\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u7279\u5b9a\u6a21\u5f0f\u3002<\/p>\n

**\u4e24\u9636\u6bb5\u8bad\u7ec3\u7684\u8d21\u732e\u5206\u89e3**<\/p>\n

\u7814\u7a76\u56e2\u961f\u8fd8\u4e13\u95e8\u5206\u6790\u4e86\u4e24\u4e2a\u8bad\u7ec3\u9636\u6bb5\u5404\u81ea\u7684\u8d21\u732e\u3002\u4ee5Qwen2.5-7B-Instruct\u57fa\u7840\u6a21\u578b\uff08\u6574\u4f53Exact-F1\u4e3a21.05\uff09\u4e3a\u57fa\u51c6\uff1a\u4ec5\u4f7f\u7528\u7b2c\u4e00\u9636\u6bb5\u8bad\u7ec3\u540e\uff0c\u6574\u4f53Exact-F1\u63d0\u5347\u81f335.63\uff1b\u4ec5\u4f7f\u7528\u7b2c\u4e8c\u9636\u6bb5\u8bad\u7ec3\u540e\uff0c\u6574\u4f53Exact-F1\u63d0\u5347\u81f350.42\uff1b\u4e24\u9636\u6bb5\u7ed3\u5408\u540e\uff0c\u6574\u4f53Exact-F1\u6700\u7ec8\u8fbe\u523066.44\u3002<\/p>\n

\u8fd9\u4e2a\u5206\u89e3\u63ed\u793a\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u89c4\u5f8b\uff1a\u7b2c\u4e8c\u9636\u6bb5\u5355\u72ec\u8bad\u7ec3\u5728\u6570\u5b66\uff0863.64\uff09\u548c\u4ee3\u7801\uff0872.73\uff09\u9886\u57df\u6548\u679c\u5f88\u597d\uff0c\u4f46\u5728\u667a\u80fd\u4f53\u4efb\u52a1\u9886\u57df\uff0819.05\uff09\u53cd\u800c\u4f4e\u4e8e\u7b2c\u4e00\u9636\u6bb5\u5355\u72ec\u8bad\u7ec3\u7684\u7ed3\u679c\uff0831.58\uff09\u3002\u539f\u56e0\u5728\u4e8e\u667a\u80fd\u4f53\u4efb\u52a1\u7684\u5931\u8d25\u8fb9\u754c\u66f4\u96be\u8fa8\u8bc6\uff0c\u6ca1\u6709\u7b2c\u4e00\u9636\u6bb5\u5efa\u7acb\u7684"\u98ce\u9669\u611f\u77e5\u5148\u9a8c"\uff0c\u7b2c\u4e8c\u9636\u6bb5\u7684\u7cbe\u51c6\u5b9a\u4f4d\u8bad\u7ec3\u5c31\u4f1a"\u65e0\u5904\u7740\u529b"\u3002\u52a0\u4e0a\u7b2c\u4e00\u9636\u6bb5\u4e4b\u540e\uff0c\u667a\u80fd\u4f53\u4efb\u52a1\u9886\u57df\u7684\u8868\u73b0\u6062\u590d\u523048.70\uff0c\u8bc1\u660e\u4e24\u9636\u6bb5\u7684\u534f\u540c\u662f\u5fc5\u8981\u7684\u3002<\/p>\n

**\u90e8\u7f72\u53ef\u884c\u6027\uff1a\u865a\u8b66\u7387\u4e0e\u6b65\u9aa4\u7cbe\u5ea6\u7684\u53cc\u91cd\u8003\u91cf**<\/p>\n

\u7814\u7a76\u56e2\u961f\u8fd8\u7ed8\u5236\u4e86\u4e00\u5f20"\u90e8\u7f72\u6743\u8861\u56fe"\uff0c\u6a2a\u8f74\u662f\u865a\u8b66\u7387\uff08\u5728\u5b89\u5168\u8f68\u8ff9\u4e0a\u53d1\u51fa\u9519\u8bef\u8b66\u62a5\u7684\u6982\u7387\uff09\uff0c\u7eb5\u8f74\u662f\u6b65\u9aa4\u51c6\u786e\u7387\uff08\u5728\u4e0d\u5b89\u5168\u8f68\u8ff9\u4e0a\u7cbe\u786e\u5b9a\u4f4d\u51b3\u5b9a\u6027\u6b65\u9aa4\u7684\u6982\u7387\uff09\u3002\u4ed6\u4eec\u5212\u5b9a\u4e86\u4e00\u4e2a"\u53ef\u90e8\u7f72\u533a\u57df"\uff1a\u865a\u8b66\u7387\u4e0d\u8d85\u8fc720%\uff0c\u6b65\u9aa4\u51c6\u786e\u7387\u4e0d\u4f4e\u4e8e50%\u3002\u5728\u6240\u6709\u53c2\u4e0e\u6bd4\u8f83\u7684\u7cfb\u7edf\u4e2d\uff0c\u53ea\u6709AgentForesight-7B\u843d\u5728\u8fd9\u4e2a\u53ef\u90e8\u7f72\u533a\u57df\u5185\uff0c\u5176\u865a\u8b66\u7387\u4ec5\u4e3a2.37%\uff0c\u6b65\u9aa4\u51c6\u786e\u7387\u4e3a59.51%\u3002DeepSeek-V4-Pro\u4ee5\u865a\u8b66\u738743.20%\u3001\u6b65\u9aa4\u51c6\u786e\u738753.99%\u52c9\u5f3a\u4f4d\u4e8e\u53ef\u90e8\u7f72\u533a\u57df\u4e4b\u5916\uff0c\u5176\u4ed6\u6a21\u578b\u5219\u5927\u591a\u96c6\u4e2d\u5728"\u865a\u8b66\u7387\u9ad8\u4f46\u6b65\u9aa4\u51c6\u786e\u7387\u4e2d\u7b49"\u7684\u4e0d\u7406\u60f3\u533a\u57df\u3002<\/p>\n

---<\/p>\n

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\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5177\u4f53\u6848\u4f8b\u5c55\u793a\u4e86\u5728\u7ebf\u5ba1\u8ba1\u7684\u72ec\u7279\u6311\u6218\u548cAgentForesight-7B\u7684\u4f18\u52bf\u3002<\/p>\n

\u5728\u4e00\u4e2a\u7f51\u7edc\u641c\u7d22\u4efb\u52a1\u4e2d\uff0c\u4efb\u52a1\u8981\u6c42\u627e\u5230"\u79bbRivington Hall Barn\u6700\u8fd1\u7684\u524d\u78e8\u574a\u5c0f\u9547"\uff0c\u6b63\u786e\u7b54\u6848\u662fBolton\u3002\u641c\u7d22\u667a\u80fd\u4f53\u5728\u6b65\u9aa45\u8fd4\u56de\u4e86\u9519\u8bef\u7b54\u6848"Horwich"\uff0c\u7ba1\u7406\u667a\u80fd\u4f53\u968f\u540e\u5c06\u5176\u4f20\u9012\u5e76\u63d0\u4ea4\u4e3a\u6700\u7ec8\u7b54\u6848\u3002\u9762\u5bf9\u8fd9\u4e2a\u8f68\u8ff9\uff0cDeepSeek-V4-Pro\u7684\u5224\u65ad\u662f"\u6574\u4f53\u6d41\u7a0b\u770b\u8d77\u6765\u6b63\u5e38\uff0c\u5224\u4e3a\u5b89\u5168"\u2014\u2014\u5b8c\u5168\u6ca1\u6709\u53d1\u73b0\u9519\u8bef\uff1bGemini-3-Flash\u5219\u8fc7\u65e9\u5730\u5728\u6b65\u9aa42\uff08\u7ba1\u7406\u667a\u80fd\u4f53\u7684\u89c4\u5212\u601d\u8003\u9636\u6bb5\uff09\u53d1\u51fa\u8b66\u62a5\uff0c\u5c5e\u4e8e"\u5047\u9633\u6027"\u3002\u53ea\u6709AgentForesight-7B\u6b63\u786e\u5730\u6307\u51fa\u6b65\u9aa45\u7684\u641c\u7d22\u667a\u80fd\u4f53\u662f\u51b3\u5b9a\u6027\u9519\u8bef\u7684\u6765\u6e90\u3002<\/p>\n

\u5728\u53e6\u4e00\u4e2a\u6570\u5b66\u6848\u4f8b\u4e2d\uff0c\u51b3\u5b9a\u6027\u9519\u8bef\u53d1\u751f\u5728\u6b65\u9aa46\uff0c\u800c\u4e24\u4e2a\u4e13\u6709\u57fa\u7ebfGemini-3-Flash\u548cGPT-4.1\u5206\u522b\u5728\u6b65\u9aa44\u548c\u6b65\u9aa43\u5c31\u53d1\u51fa\u4e86\u8b66\u62a5\u2014\u2014\u8fd9\u4e9b\u90fd\u662f\u4ecd\u7136\u53ef\u4ee5\u88ab\u540e\u7eed\u6b65\u9aa4\u4fee\u590d\u7684"\u53ef\u6062\u590d\u6b65\u9aa4"\uff0c\u5e76\u975e\u771f\u6b63\u7684\u51b3\u5b9a\u6027\u9519\u8bef\u3002AgentForesight-7B\u5219\u552f\u4e00\u6b63\u786e\u5730\u7b49\u5230\u6b65\u9aa46\u624d\u53d1\u51fa\u8b66\u62a5\uff0c\u7cbe\u51c6\u547d\u4e2d\u771f\u6b63\u7684\u51b3\u5b9a\u6027\u9519\u8bef\u6240\u5728\u3002<\/p>\n

\u7814\u7a76\u56e2\u961f\u8fd8\u5206\u6790\u4e86AgentForesight-7B\u81ea\u8eab\u7684\u5931\u8d25\u6a21\u5f0f\u3002\u5728169\u6761\u5b89\u5168\u8f68\u8ff9\u4e2d\uff0c\u53ea\u67094\u6761\u88ab\u9519\u8bef\u5730\u53d1\u51fa\u4e86\u8b66\u62a5\uff08\u865a\u8b66\u73872.37%\uff09\uff0c\u800c\u4e14\u8fd94\u4e2a\u6848\u4f8b\u5747\u5c5e\u4e8e"\u6b65\u9aa4\u5185\u81ea\u6211\u7ea0\u6b63\u88ab\u8bef\u5224\u4e3a\u51b3\u5b9a\u6027\u9519\u8bef"\u2014\u2014\u6bd4\u5982\u9a8c\u8bc1\u667a\u80fd\u4f53\u7684\u5de5\u5177\u8c03\u7528\u5148\u8fd4\u56de\u4e86\u4e00\u4e2a\u9519\u8bef\u7684\u4e2d\u95f4\u7ed3\u679c\uff0c\u7136\u540e\u540c\u4e00\u4e2a\u667a\u80fd\u4f53\u5728\u540c\u4e00\u6b65\u9aa4\u5185\u53c8\u81ea\u884c\u7ea0\u6b63\u4e86\uff0cAgentForesight-7B\u7684\u98ce\u9669\u611f\u77e5\u5148\u9a8c\u88ab\u8868\u9762\u4e0a\u7684"\u9519\u8bef\u4fe1\u53f7"\u89e6\u53d1\uff0c\u63d0\u524d\u4e00\u6b65\u53d1\u51fa\u4e86\u8b66\u62a5\u3002\u5728\u88ab\u6b63\u786e\u68c0\u6d4b\u5230\u7684\u4e0d\u5b89\u5168\u8f68\u8ff9\u4e2d\uff0c\u5927\u7ea675%\u7684\u5b9a\u4f4d\u504f\u5dee\u53ea\u6709"\u504f\u5dee1\u6b65"\uff0c\u4e3b\u8981\u539f\u56e0\u662f\u7cfb\u7edf\u6709\u65f6\u4f1a\u5b9a\u4f4d\u5230"\u9519\u8bef\u7684\u6839\u6e90\u6240\u5728\u6b65\u9aa4"\u800c\u975e"\u9519\u8bef\u88ab\u6700\u7ec8\u63d0\u4ea4\u7684\u6b65\u9aa4"\uff0c\u8fd9\u4e24\u8005\u5bf9\u4eba\u7c7b\u6765\u8bf4\u53ef\u4ee5\u8bf4\u90fd\u662f\u5408\u7406\u7684\u89e3\u91ca\u3002<\/p>\n

---<\/p>\n

\u4e03\u3001\u4e3a\u4ec0\u4e48\u4e0d\u8ba9AI\u81ea\u5df1"\u53cd\u601d"\uff0c\u800c\u8981\u8bbe\u7f6e\u72ec\u7acb\u7684\u5916\u90e8\u5ba1\u8ba1\u5458<\/p>\n

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\u5916\u90e8\u5ba1\u8ba1\u5458\u7684\u53e6\u4e00\u4e2a\u4f18\u52bf\u662f"\u89e3\u8026"\uff1a\u5ba1\u8ba1\u5458\u4e0d\u53c2\u4e0e\u4efb\u52a1\u6267\u884c\uff0c\u4e0d\u4f1a\u5e72\u6270\u667a\u80fd\u4f53\u7684\u534f\u4f5c\u6d41\u7a0b\uff1b\u5ba1\u8ba1\u5458\u7684\u8bad\u7ec3\u76ee\u6807\u548c\u53c2\u6570\u72ec\u7acb\u4e8e\u5e95\u5c42\u667a\u80fd\u4f53\uff0c\u56e0\u6b64\u5b83\u7684"\u76f2\u70b9"\u548c\u5e95\u5c42\u667a\u80fd\u4f53\u7684"\u76f2\u70b9"\u4e0d\u91cd\u5408\u3002\u6b64\u5916\uff0c\u5916\u90e8\u5ba1\u8ba1\u5458\u7684\u865a\u8b66\u9608\u503c\u53ef\u4ee5\u5355\u72ec\u8c03\u6574\uff0c\u4e0d\u5f71\u54cd\u5e95\u5c42\u667a\u80fd\u4f53\u3002\u5b9e\u9a8c\u6570\u636e\u4e5f\u76f4\u63a5\u652f\u6301\u4e86\u8fd9\u4e00\u70b9\uff1a\u5728\u76f8\u540c\u7684Qwen2.5-7B-Instruct\u5e95\u5ea7\u4e0a\uff0c\u91c7\u7528\u5916\u90e8\u5ba1\u8ba1\u5458\u8303\u5f0f\u7684AgentForesight-7B\uff08\u6574\u4f53Exact-F1\u4e3a66.44\uff09\u6bd4\u91c7\u7528\u81ea\u6211\u53cd\u601d\u8303\u5f0f\u7684Reflexion-7B\uff08\u6574\u4f53Exact-F1\u4e3a23.38\uff09\u9ad8\u51fa\u7ea62.84\u500d\u3002<\/p>\n

---<\/p>\n

\u8bf4\u5230\u5e95\uff0c\u8fd9\u9879\u7814\u7a76\u505a\u4e86\u4e00\u4ef6\u542c\u8d77\u6765\u7b80\u5355\u4f46\u5b9e\u9645\u4e0a\u9887\u5177\u96be\u5ea6\u7684\u4e8b\uff1a\u628a"\u53d1\u73b0AI\u72af\u9519"\u8fd9\u4ef6\u4e8b\uff0c\u4ece"\u7b49\u4efb\u52a1\u7ed3\u675f\u518d\u6162\u6162\u5206\u6790"\u6539\u53d8\u6210\u4e86"\u8fb9\u6267\u884c\u8fb9\u76ef\u7740\u3001\u4e00\u51fa\u9519\u5c31\u53eb\u505c"\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u8f6c\u53d8\uff0c\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86\u4e00\u5957\u4e13\u95e8\u7684\u6570\u636e\u96c6\uff08\u6bcf\u6761\u8f68\u8ff9\u90fd\u7cbe\u786e\u6807\u6ce8\u4e86"\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4"\uff09\uff0c\u8bbe\u8ba1\u4e86\u4e00\u5957\u4e24\u9636\u6bb5\u8bad\u7ec3\u65b9\u6848\uff08\u5148\u8ba9\u6a21\u578b\u611f\u77e5\u5371\u9669\u8fb9\u754c\uff0c\u518d\u8bad\u7ec3\u6a21\u578b\u7cbe\u51c6\u5b9a\u4f4d\uff09\uff0c\u6700\u7ec8\u5f97\u5230\u4e00\u4e2a\u7d27\u51d1\u76847B\u6a21\u578b\uff0c\u5728\u591a\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u8d85\u8d8a\u4e86\u53c2\u6570\u89c4\u6a21\u5927\u5f97\u591a\u7684\u4e13\u6709\u7cfb\u7edf\u3002<\/p>\n

\u8fd9\u9879\u7814\u7a76\u7684\u73b0\u5b9e\u610f\u4e49\u4e0d\u5bb9\u5c0f\u89d1\u3002\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684AI\u667a\u80fd\u4f53\u88ab\u90e8\u7f72\u5728\u771f\u5b9e\u4e16\u754c\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u2014\u2014\u5904\u7406\u6587\u4ef6\u3001\u8c03\u7528API\u3001\u64cd\u4f5c\u6570\u636e\u5e93\u2014\u2014\u4e00\u4e2a\u80fd\u5728\u9519\u8bef\u4f20\u64ad\u4e4b\u524d\u53ca\u65f6\u53eb\u505c\u7684"\u5728\u7ebf\u5ba1\u8ba1\u5458"\uff0c\u5f88\u53ef\u80fd\u6210\u4e3a\u4fdd\u969cAI\u7cfb\u7edf\u53ef\u9760\u8fd0\u884c\u7684\u6807\u914d\u7ec4\u4ef6\u3002\u5f53\u7136\uff0c\u7814\u7a76\u56e2\u961f\u4e5f\u5766\u8bda\u5730\u6307\u51fa\u4e86\u5c40\u9650\uff1a\u5728\u7ebf\u5ba1\u8ba1\u9700\u8981\u5728\u6bcf\u4e00\u6b65\u90fd\u8c03\u7528\u5ba1\u8ba1\u5458\uff0c\u589e\u52a0\u4e86\u4e00\u5b9a\u7684\u8fd0\u884c\u5f00\u9500\uff1b\u6570\u636e\u96c6\u76ee\u524d\u8986\u76d6\u7684\u9886\u57df\uff08\u6570\u5b66\u3001\u4ee3\u7801\u3001\u7f51\u7edc\u641c\u7d22\u7c7b\u4efb\u52a1\uff09\u76f8\u5bf9\u6709\u9650\uff0c\u5c1a\u672a\u6db5\u76d6\u957f\u671f\u5177\u8eab\u667a\u80fd\u4f53\u6216\u5f00\u653e\u6027\u79d1\u5b66\u53d1\u73b0\u7b49\u66f4\u590d\u6742\u7684\u573a\u666f\u3002<\/p>\n

\u6709\u5174\u8da3\u6df1\u5165\u7814\u7a76\u8fd9\u5957\u65b9\u6cd5\u7684\u8bfb\u8005\uff0c\u53ef\u4ee5\u901a\u8fc7arXiv\u7f16\u53f72605.08715\u67e5\u9605\u5b8c\u6574\u8bba\u6587\u548c\u9644\u5f55\u6750\u6599\uff0c\u7814\u7a76\u56e2\u961f\u4e5f\u5728\u8bba\u6587\u4e2d\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u4ee3\u7801\u548c\u6570\u636e\u96c6\u5f00\u6e90\u8d44\u6e90<\/a>\u3002<\/p>\n

---<\/p>\n

Q&A<\/p>\n

Q1\uff1aAgentForesight\u548c\u4f20\u7edfAI\u9519\u8bef\u68c0\u6d4b\u65b9\u6cd5\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f<\/p>\n

A\uff1a\u4f20\u7edf\u65b9\u6cd5\u662f\u5728\u591a\u667a\u80fd\u4f53\u4efb\u52a1\u5b8c\u5168\u7ed3\u675f\u5e76\u5931\u8d25\u540e\uff0c\u624d\u5bf9\u6574\u4e2a\u8f68\u8ff9\u505a\u4e8b\u540e\u5206\u6790\uff0c\u627e\u51fa\u54ea\u4e2a\u6b65\u9aa4\u51fa\u4e86\u95ee\u9898\uff0c\u4f46\u6b64\u65f6\u9519\u8bef\u5df2\u7ecf\u4f20\u64ad\uff0c\u53ef\u80fd\u5df2\u89e6\u53d1\u4e0d\u53ef\u9006\u64cd\u4f5c\u3002AgentForesight\u5219\u91c7\u7528"\u5728\u7ebf\u5ba1\u8ba1"\u65b9\u5f0f\uff0c\u5728\u4efb\u52a1\u6267\u884c\u7684\u6bcf\u4e00\u6b65\u90fd\u5bf9\u5f53\u524d\u5df2\u6709\u7684\u6267\u884c\u8bb0\u5f55\u8fdb\u884c\u5224\u65ad\uff0c\u4e00\u65e6\u68c0\u6d4b\u5230\u51b3\u5b9a\u6027\u9519\u8bef\uff0c\u7acb\u5373\u53d1\u51fa\u8b66\u62a5\u5e76\u6307\u51fa\u9519\u8bef\u6b65\u9aa4\u548c\u8d1f\u8d23\u667a\u80fd\u4f53\uff0c\u4e3a\u5e72\u9884\u7559\u51fa\u7a97\u53e3\u3002<\/p>\n

Q2\uff1aAFTRAJ-2K\u6570\u636e\u96c6\u662f\u600e\u4e48\u4fdd\u8bc1\u6807\u6ce8\u8d28\u91cf\u7684\uff1f<\/p>\n

A\uff1a\u5bf9\u4e8e\u6210\u529f\u8f68\u8ff9\uff0c\u7814\u7a76\u56e2\u961f\u4f7f\u7528\u4e86\u4e09\u5c42\u8fc7\u6ee4\u673a\u5236\uff0c\u786e\u4fdd\u6bcf\u4e00\u6b65\u90fd\u771f\u6b63\u5b89\u5168\u3002\u5bf9\u4e8e\u5931\u8d25\u8f68\u8ff9\uff0c\u5206\u4e3a\u4e24\u7c7b\u6765\u6e90\uff1a\u4e00\u7c7b\u662f\u5728\u5b89\u5168\u8f68\u8ff9\u4e0a\u4eba\u4e3a\u6ce8\u5165\u9519\u8bef\u3001\u7cbe\u786e\u8bb0\u5f55\u6ce8\u5165\u4f4d\u7f6e\uff1b\u53e6\u4e00\u7c7b\u662f\u81ea\u7136\u5931\u8d25\u8f68\u8ff9\uff0c\u901a\u8fc7"5\u4e2a\u72ec\u7acb\u63d0\u8bae\u8005+3\u8f6e\u72ec\u7acb\u9a8c\u8bc1"\u6d41\u7a0b\u786e\u5b9a\u51b3\u5b9a\u6027\u9519\u8bef\u6b65\u9aa4\uff0c\u53ea\u6709\u5728\u56db\u9879\u4e25\u683c\u6807\u51c6\u4e0a\u90fd\u901a\u8fc7\u591a\u6570\u9a8c\u8bc1\u7684\u5019\u9009\u6b65\u9aa4\u624d\u88ab\u63a5\u53d7\u4e3a\u6807\u6ce8\u7ed3\u679c\uff0c\u6bd4\u7b80\u5355\u591a\u6570\u6295\u7968\u66f4\u4e3a\u4fdd\u5b88\u3002<\/p>\n

Q3\uff1aAgentForesight-7B\u53ea\u67097\u4ebf\u53c2\u6570\uff0c\u4e3a\u4ec0\u4e48\u80fd\u8d85\u8fc7\u66f4\u5927\u7684\u4e13\u6709\u6a21\u578b\uff1f<\/p>\n

A\uff1a\u4e3b\u8981\u539f\u56e0\u662f\u4e13\u95e8\u5316\u8bad\u7ec3\u3002AgentForesight-7B\u7684\u6574\u4e2a\u8bad\u7ec3\u6d41\u7a0b\u2014\u2014\u5305\u62ec\u6570\u636e\u96c6\u6784\u5efa\u3001\u4e24\u9636\u6bb5\u5f3a\u5316\u5b66\u4e60\u65b9\u6848\u3001\u4e09\u8f74\u5956\u52b1\u8bbe\u8ba1\u2014\u2014\u90fd\u56f4\u7ed5"\u5728\u524d\u7f00\u53d7\u9650\u6761\u4ef6\u4e0b\u8fdb\u884c\u5728\u7ebf\u5ba1\u8ba1"\u8fd9\u4e00\u7279\u5b9a\u4efb\u52a1\u7cbe\u5fc3\u8bbe\u8ba1\u3002\u800c\u66f4\u5927\u7684\u4e13\u6709\u6a21\u578b\u662f\u901a\u7528\u6a21\u578b\uff0c\u6ca1\u6709\u9488\u5bf9\u8fd9\u4e2a\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u4e13\u95e8\u8bad\u7ec3\uff0c\u56e0\u6b64\u5728\u8fd9\u4e2a\u7279\u5b9a\u573a\u666f\u4e0b\u53cd\u800c\u4e0d\u5982\u7ecf\u8fc7\u4e13\u95e8\u4f18\u5316\u7684\u5c0f\u6a21\u578b\u8868\u73b0\u597d\u3002<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

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