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src=\"https:\/\/img.36krcdn.com\/hsossms\/20250912\/v2_7ee2876f4db848689d430112a9efe207@5888275_oswg786373oswg1080oswg813_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"1080,813\" \/><\/p><p 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Zhu\u5b66\u4e60\u65f6\uff0c\u4ed6\u4e0d\u4ec5\u638c\u63e1\u4e86\u5b9e\u9a8c\u3001\u6c47\u62a5\u7b49\u7814\u7a76\u5165\u95e8\u7684\u57fa\u672c\u529f\uff0c\u66f4\u53d7\u5230\u601d\u60f3\u4e0a\u7684\u6df1\u523b\u5f71\u54cd\uff0c\u4ed6\u7531\u6b64\u8ba4\u8bc6\u5230<strong>\u5fc3\u7406\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u4ea4\u53c9<\/strong>\uff0c\u5b66\u4f1a\u4e86\u4ece\u66f4\u9ad8\u7ef4\u5ea6\u548c\u6574\u4f53\u6846\u67b6\u53bb\u601d\u8003\u95ee\u9898\u3002<\/p><p>\u7ed3\u675f\u59da\u73ed\u56db\u5e74\u7684\u5b66\u4e60\u540e\uff0c2019\u5e74\uff0c\u4ed6\u6b63\u5f0f\u524d\u5f80<strong>\u666e\u6797\u65af\u987f<\/strong>\u653b\u8bfb\u535a\u58eb\uff0c\u8de8\u754c\u6c14\u8d28\u518d\u6b21\u663e\u73b0\u3002<\/p><p>\u672c\u79d1\u9636\u6bb5\u4ed6\u4e3b\u8981\u7814\u7a76\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u800c\u535a\u58eb\u9636\u6bb5\uff0c\u672c\u6765\u88ab\u8ba1\u7b97\u673a\u89c6\u89c9\u65b9\u5411\u5f55\u53d6\u7684\u4ed6\uff0c\u5374\u56e0\u4e3a\u5174\u8da3\u8f6c\u5411\uff0c\u81ea\u884c\u8054\u7cfb\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u5bfc\u5e08\u3002\u6700\u7ec8\uff0c\u4ed6\u56e0\u673a\u7f18\u5de7\u5408\u52a0\u5165\u4e86<strong>Karthik Narasimhan<\/strong>\u7684\u56e2\u961f\uff0c\u5f00\u59cb\u4ece\u4e8b\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u7814\u7a76\u3002<\/p><p>\u8fd9\u7b49\u4e8e\u662f\u4ece\u89c6\u89c9\u8f6c\u5230\u4e86\u8bed\u8a00\uff0c\u4f46\u201c\u89c5\u4e4b\uff0c\u4fbf\u6709\u6240\u83b7\u201d\u3002\u59da\u987a\u96e8\u5728\u4e8b\u540e\u56de\u60f3\u5230\uff0c\u8fd9\u79cd\u8de8\u754c\u4e5f\u662f\u4ed6\u7684\u5e78\u8fd0\u4e4b\u5904\uff0c\u56e0\u4e3a\u5f7c\u65f6\u6b63\u9022GPT-2\u5174\u8d77\u3002\u56e0\u6b64\uff0c\u5728\u535a\u58eb\u7684\u7b2c\u4e00\u5e74\uff0c\u4ed6\u5c31\u5df2\u7ecf\u5f00\u59cb\u60f3\u7740\u5982\u4f55\u8ba9language model\u53d8\u6210Agent.<\/p><p>\u800c\u5bf9\uff08\u901a\u7528\uff09Agent\u7684\u5173\u6ce8\u8d2f\u7a7f\u7740\u4ed6\u7684\u7814\u7a76\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250912\/v2_5f376a2e9373436faf016831727b080c@5888275_oswg157588oswg1080oswg503_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"1080,503\" \/><\/p><p>\u59da\u987a\u96e8\u535a\u58eb\u751f\u6daf\u7684\u7b2c\u4e00\u4e2a\u5de5\u4f5c\u53ebCALM\uff082020\uff09\uff0c\u7814\u7a76\u5982\u4f55\u7528\u8bed\u8a00\u6a21\u578b\u6765\u4f5c\u4e3aAgent\u6765\u73a9\u8bed\u8a00\u6e38\u620f\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250912\/v2_87c58a30e11342feb3f2b1d9945f4295@5888275_oswg49227oswg1080oswg405_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"1080,405\" \/><\/p><p>\u5728CALM \u4e2d\uff0c\u8bed\u8a00\u5c31\u50cf<strong>\u5a92\u4ecb<\/strong>\uff1a\u5b83\u628a\u4eba\u7c7b\u7ecf\u9a8c\u548c\u8bed\u4e49\u6a21\u5f0f\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u52a8\u4f5c\u5019\u9009\uff0c\u540c\u65f6\u627f\u8f7d\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f7f\u667a\u80fd\u4f53\u5728\u5e9e\u5927\u7684\u52a8\u4f5c\u7a7a\u95f4\u4e2d\u9ad8\u6548\u51b3\u7b56\u3002<\/p><p>\u59da\u987a\u96e8\u8868\u793a\uff0c\u867d\u7136\u8fd9\u7bc7\u5de5\u4f5c\u5e76\u4e0d\u50cfswebench\u3001ReAct\u6216\u601d\u7ef4\u6811\u90a3\u4e48\u6709\u540d\uff0c\u4f46\u5bf9\u4ed6\u6765\u8bf4\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p><p>\u5728\u5f20\u5c0f\u73fa\u7684\u5bf9\u8c08\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u59da\u987a\u96e8\u5bf9\u8bed\u8a00\u7684\u5173\u6ce8\u65e9\u5728\u8fd9\u7bc75\u5e74\u524d\u7684\u8bba\u6587\u4e2d\u5c31\u5df2\u840c\u82bd\u3002<\/p><p>\u8bed\u8a00\u662f\u4eba\u4e3a\u4e86\u5b9e\u73b0\u6cdb\u5316\u800c\u53d1\u660e\u51fa\u6765\u7684\u5de5\u5177\uff0c\u8fd9\u4e00\u70b9\u6bd4\u5176\u4ed6\u4e1c\u897f\u66f4\u672c\u8d28\u3002<\/p><p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u7528\u8bed\u8a00\u6765\u73a9\u6e38\u620f\u662f\u65e0\u9650\u7684\uff0cAgent\u53ef\u4ee5\u51ed\u501f\u8bed\u8a00\u8fdb\u884c\u63a8\u7406\u548c\u7ec4\u5408\uff0c\u5728\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u4e2d\u627e\u5230\u5408\u9002\u7684\u52a8\u4f5c\uff0c\u6cdb\u5316\u5c31\u7531\u6b64\u800c\u6765\u3002<\/p><p>\u6362\u53e5\u8bdd\u8bf4\uff0cAgent\u4e5f\u9700\u8981\u5177\u5907\u201c\u8de8\u754c\u201d\u80fd\u529b\uff0c\u800c\u8bed\u8a00\u5219\u662f\u7edd\u4f73\u7684\u5a92\u4ecb\u3002<\/p><p>\u7136\u800c\uff0c\u59da\u987a\u96e8\u4e5f\u610f\u8bc6\u5230\uff0c\u5982\u679c\u6ca1\u6709\u4e00\u4e2a\u597d\u7684\u4efb\u52a1\u6216\u73af\u5883\uff0c\u5373\u4f7f\u628a\u201c\u6e38\u620f\u201d\u73a9\u5f97\u518d\u9ad8\u5206\uff0c\u4e5f\u6beb\u65e0\u610f\u4e49\u3002<\/p><p>\u57fa\u4e8e\u8fd9\u4e00\u601d\u8003\uff0c\u4ed6\u7684\u7b2c\u4e8c\u7bc7\u5de5\u4f5c<strong>WebShop<\/strong>\u6784\u5efa\u4e86\u4e00\u4e2a\u5927\u89c4\u6a21\u6a21\u62df\u7535\u5546\u73af\u5883\uff0c\u4f7f\u667a\u80fd\u4f53\u901a\u8fc7\u7406\u89e3\u590d\u6742\u6587\u672c\u6307\u4ee4\uff0c\u5728\u7f51\u9875\u4e2d\u8fdb\u884c\u5bfc\u822a\u548c\u64cd\u4f5c\uff0c\u4ece\u800c\u63a8\u52a8\u8bed\u8a00\u7406\u89e3\u4e0e\u51b3\u7b56\u80fd\u529b\u5728\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u4e0e\u9a8c\u8bc1\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250912\/v2_d4185e7860ad4251924fecbb4f961819@5888275_oswg359138oswg1080oswg616_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"1080,616\" \/><\/p><p>\u540c\u6837\u7684\uff0c\u540e\u6765\u7684\u7ecf\u5178\u5de5\u4f5c<strong>SWE-Bench<\/strong>\u548c<strong>SWE-agent<\/strong>\u4e5f\u662f\u9488\u5bf9\u4e00\u4e2a\u6709\u610f\u4e49\u7684\u4efb\u52a1\uff08\u73b0\u5b9e\u7f16\u7a0b\uff09\u5c55\u5f00\u5bf9Agent\u80fd\u529b\u7684\u9a8c\u8bc1\u3002<\/p><p>\u800c\u5f53\u65f6\u95f4\u5230\u4e862022 \u5e74\uff0c<strong>GPT-3.5<\/strong>\u7684\u51fa\u73b0\u6539\u53d8\u4e86\u4e00\u5207\u3002<\/p><p>\u4f17\u6240\u5468\u77e5\uff0c\u8ba9\u4e00\u5f20\u767d\u7eb8\u53cd\u590d\u8bd5\u9519\u7684\u6548\u7387\u6781\u4f4e\uff0c\u800c\u5728\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u8fd9\u79cd\u4f4e\u6548\u5c1d\u8bd5\u5374\u5c61\u89c1\u4e0d\u9c9c\uff1a\u667a\u80fd\u4f53\u901a\u5e38\u8981\u4e48\u88ab\u9650\u5236\u53ea\u505a\u5355\u4e00\u4efb\u52a1\uff0c\u6bd4\u5982\u4e0b\u56f4\u68cb\uff0c\u8981\u4e48\u5728\u5e9e\u5927\u7684\u52a8\u4f5c\u7a7a\u95f4\u4e2d\u76f2\u76ee\u63a2\u7d22\u3002<\/p><p>GPT-3.5 \u8ba9\u4eba\u4eec\u610f\u8bc6\u5230\uff0c\u4e4b\u524d\u7f3a\u5931\u7684\u662f<strong>\u5148\u9a8c\u77e5\u8bc6<\/strong>\uff1a\u901a\u8fc7\u5f3a\u5927\u7684\u8bed\u8a00\u9884\u8bad\u7ec3\uff0c\u5c06\u5e38\u8bc6\u548c\u8bed\u8a00\u77e5\u8bc6\u878d\u5165\u6a21\u578b\uff0c\u518d\u901a\u8fc7\u5fae\u8c03\uff0c\u5b83\u624d\u80fd\u6210\u4e3a\u5177\u5907\u8de8\u754c\u6c14\u8d28\u3001\u62e5\u6709\u6cdb\u5316\u80fd\u529b\u7684Agent\u3002<\/p><p>\u6b63\u5982\u59da\u987a\u96e8\u6240\u8bf4\uff1a\u5982\u679c\u4f60\u7684Pre-Training\uff08\u9884\u8bad\u7ec3\uff09\u5df2\u7ecf\u5305\u542b\u4e86\u6240\u6709\u4e8b\u60c5\uff0c\u90a3\u4e48RL\uff08\u5f3a\u5316\u5b66\u4e60\uff09\u53ea\u662f\u6fc0\u53d1\u51fa\u8fd9\u4e9b\u80fd\u529b\u7684skill\uff08\u6280\u80fd\uff09\u3002<\/p><p>\u5728\u53d7\u5230GPT-3.5\u7684\u542f\u53d1\u540e\uff0c\u59da\u987a\u96e8\u5c31\u505a\u4e86ReAct\uff08ReAct: Synergizing Reasoning and Acting in Language Models\uff09\uff0c\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4e0e\u5916\u90e8\u73af\u5883\u4ea4\u4e92\u65f6\uff0c\u540c\u65f6\u8fdb\u884c\u201c\u63a8\u7406\u201d\u548c\u201c\u884c\u52a8\u201d\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20250912\/v2_9860d71d635f40c4aacccd9f6c061ece@5888275_oswg87541oswg1080oswg609_img_000?x-oss-process=image\/format,jpg\/interlace,1\" data-img-size-val=\"1080,609\" 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