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\u90a3\u4e48\u5b83\u4eec\u672c\u8d28\u4e0a\u4ecd\u662f\u4e00\u79cd\u9700\u8981\u7528\u6237\u4e3b\u52a8\u53bb\u5224\u65ad\u80fd\u529b\u8fb9\u754c\u7684\u590d\u6742\u5de5\u5177\u3002<\/p>\n

\u4e00\u79cd\u66f4\u81ea\u7136\u7684\u4eba\u673a\u4ea4\u4e92\uff0c\u53ef\u80fd\u4e0d\u518d\u9700\u8981\u4e00\u53e5\u4ee5\u201cHi\u201d\u4e3a\u5f00\u5934\u7684\u5524\u9192\u8bcd\u3002<\/p>\n

\u5510\u90fd\u94b0\uff0c\u6b64\u524d\u66fe\u4efb\u534e\u4e3a\u667a\u80fd\u52a9\u624b\u201c\u5c0f\u827a\u201d\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u7814\u53d1\u8d1f\u8d23\u4eba\uff0c\u804c\u7ea7\u8fbe\u523021\u7ea7\u3002<\/p>\n

\u25b3\u5510\u90fd\u94b0<\/p>\n

\u6b64\u756a\u8d70\u8fdb\u7269\u7406\u4e16\u754c\u505a\u80fd\u4e3b\u52a8\u7406\u89e3\u4eba\u7c7b\u9700\u6c42\u7684AI\uff0c\u4e0d\u7b97\u592a\u6709\u201c\u8de8\u5ea6\u201d\u3002<\/p>\n

\u4e00\u65b9\u9762\uff0c\u4ece0\u52301\u5f00\u53d1\u4e00\u4e2a\u5c0f\u827a\u5927\u6a21\u578b\uff0c\u5e76\u843d\u5730\u5230\u6570\u4ebf\u53f0\u7ec8\u7aef\u4e0a\uff0c\u610f\u5473\u7740\u4e0d\u4ec5\u8981\u505a\u6a21\u578b\u8bad\u7ec3\uff0c\u8fd8\u8981\u6253\u901a\u6570\u636e\u5de5\u7a0b\u3001\u63a8\u7406\u90e8\u7f72\u3001\u7aef\u4e91\u534f\u540c\u4e0e\u7ec8\u7aef\u9002\u914d\u7684\u6574\u6761\u94fe\u8def\u3002<\/p>\n

\u8fd9\u4e9b\u7ecf\u9a8c\u540c\u6837\u4e5f\u662f\u7269\u7406AI\u6240\u8981\u6c42\u7684\uff1a\u628a\u6a21\u578b\u80fd\u529b\u843d\u5230\u5177\u4f53\u786c\u4ef6\uff0c\u5728\u771f\u5b9e\u73af\u5883\u4e0e\u7528\u6237\u53cd\u9988\u4e2d\u6301\u7eed\u8fed\u4ee3\u3002<\/p>\n

\u53e6\u4e00\u65b9\u9762\uff0c\u8ba9AI\u66f4\u597d\u5730\u7406\u89e3\u4eba\u7c7b\uff0c\u672c\u5c31\u662f\u5510\u90fd\u94b0\u5ef6\u7eed\u4e86\u5341\u4f59\u5e74\u7684\u7814\u7a76\u5174\u8da3\u3002<\/p>\n

\u65f6\u95f4\u62e8\u56de2015\u5e74\u3002<\/p>\n

\u5f7c\u65f6\uff0c\u5510\u90fd\u94b0\u8fd8\u5728\u54c8\u5c14\u6ee8\u5de5\u4e1a\u5927\u5b66\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\uff0c\u5e08\u4ece\u54c8\u5de5\u5927SCIR\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb\u3001\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\u60c5\u611f\u8ba1\u7b97\u4e13\u59d4\u4f1a\u4e3b\u4efb\u79e6\u5175\u6559\u6388\uff0c\u7814\u7a76\u7684\u6b63\u662f\u5982\u4f55\u8ba9\u673a\u5668\u7406\u89e3\u4eba\u7c7b\u60c5\u611f\u3002<\/p>\n

\u540c\u5e74\uff0c\u4ed6\u51ed\u501f\u60c5\u611f\u8ba1\u7b97\u9886\u57df\u7684\u7814\u7a76\u6210\u679c\uff0c\u5165\u9009\u4e86IBM\u5168\u7403\u535a\u58eb\u82f1\u624d\u8ba1\u5212\u3002<\/p>\n

\u800c\u5510\u90fd\u94b0\u6240\u5728\u7684\u54c8\u5de5\u5927\u793e\u4f1a\u8ba1\u7b97\u4e0e\u4fe1\u606f\u68c0\u7d22\u7814\u7a76\u4e2d\u5fc3\uff08SCIR\uff09\uff0c\u4e5f\u662f\u56fd\u5185\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u91cd\u8981\u7814\u7a76\u529b\u91cf\u3002\u8fd9\u91cc\u57f9\u517b\u51fa\u4e86\u4e00\u6279\u6d3b\u8dc3\u4e8e\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684AI\u7814\u7a76\u4eba\u624d\u3002<\/p>\n

2016\u5e74\u535a\u58eb\u6bd5\u4e1a\u540e\uff0c\u5510\u90fd\u94b0\u8fdb\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u7ee7\u7eed\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u3002<\/p>\n

\u5728\u8fd9\u91cc\uff0c\u4ed6\u5c06\u7814\u7a76\u9886\u57df\u8fdb\u4e00\u6b65\u62d3\u5c55\u81f3\u4ee3\u7801\u667a\u80fd\uff0c\u4e3b\u5bfc\u4e86CodeBERT\u3001CodeGPT\u7b49\u76f8\u5173\u7814\u7a76\u3002<\/p>\n

\u79d1\u7814\u4e4b\u5916\uff0c\u4ed6\u8fd8\u66fe\u5e26\u7740\u4e00\u6279\u5e74\u8f7b\u7814\u7a76\u8005\u5171\u540c\u5f00\u5c55\u7814\u7a76\u3002<\/p>\n

\u5176\u4e2d\uff0c\u5c31\u5305\u62ec\u540e\u6765\u6210\u4e3aDeepSeek-V3\u3001DeepSeek-R1\u6838\u5fc3\u8d21\u732e\u8005\u4e4b\u4e00\u7684\u90ed\u8fbe\u96c5\u3002<\/p>\n

\u636e\u5510\u90fd\u94b0\u56de\u5fc6\uff0c\u4e24\u4eba\u7684\u79d1\u7814\u6e0a\u6e90\u59cb\u4e8e\u90ed\u8fbe\u96c5\u672c\u79d1\u56db\u5e74\u7ea7\uff0c\u5e76\u4e00\u76f4\u5ef6\u7eed\u5230\u5176\u535a\u58eb\u9636\u6bb5\u3002<\/p>\n

\u76ee\u524d\uff0c\u5510\u90fd\u94b0\u7684\u8bba\u6587\u7d2f\u8ba1\u5f15\u7528\u5df2\u8d85\u8fc73\u4e07\u6b21\uff0c\u5e76\u5165\u9009\u5168\u7403\u524d2%\u9876\u5c16\u79d1\u5b66\u5bb6\u699c\u5355\u7684\u7ec8\u8eab\u79d1\u5b66\u5f71\u54cd\u529b\u540d\u5355\u3002<\/p>\n

\u5728\u4ed6\u770b\u6765\uff0c\u6b64\u884c\u53bb\u53d6\u7269\u7406AI\u7684\u771f\u7ecf\uff0c\u4e09\u4e2a\u65b9\u9762\u7684\u80fd\u529b\u7f3a\u4e00\u4e0d\u53ef\uff1a<\/p>\n

\u6e90\u5934\u6280\u672f\u521b\u65b0\u3001\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u7ec8\u7aef\u843d\u5730\uff0c\u4ee5\u53ca\u57fa\u4e8e\u771f\u5b9e\u7528\u6237\u53cd\u9988\u7684\u6570\u636e\u56de\u6d41\u548c\u6301\u7eed\u8fed\u4ee3\u3002<\/p>\n

\u56de\u987e\u8fc7\u5f80\uff0c\u8fd9\u6216\u8bb8\u5c31\u662f\u4ed6\u6b64\u756a\u521b\u4e1a\u7684\u5e95\u6c14\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u5982\u4eca\u7269\u7406AI\u4e16\u754c\u7fa4\u96c4\u5e76\u8d77\uff0c\u4eceVLA\u5230\u4e16\u754c\u6a21\u578b\uff0c\u518d\u5230WAM\u5404\u6709\u62e5\u8db8\uff0c\u8fdc\u672a\u50cfLLM\u90a3\u822c\u6536\u655b\u3002<\/p>\n

\u5c3d\u7ba1\u6280\u672f\u8def\u7ebf\u5c1a\u65e0\u5b9a\u8bba\uff0c\u8def\u7ebf\u8f6c\u6362\u6210\u672c\u4e5f\u6781\u5176\u9ad8\u6602\uff0c\u4f46\u521b\u4e1a\u8005\u5fc5\u987b\u63d0\u524d\u4e0b\u6ce8\u3002<\/p>\n

\u4e0d\u8fc7\u5728\u5510\u90fd\u94b0\u770b\u6765\uff0c\u8fd9\u573a\u4e0b\u6ce8\u5e76\u4e0d\u96be\u3002<\/p>\n

\u56e0\u4e3aAI\u4ece\u6570\u636e\u4e16\u754c\u8d70\u5411\u7269\u7406\u4e16\u754c\u662f\u8d8b\u52bf\uff0c\u4ece\u88ab\u52a8\u8d70\u5411\u4e3b\u52a8\u4e5f\u662f\u5927\u8d8b\u52bf\u3002<\/p>\n

\u987a\u5e94\u8d8b\u52bf\uff0c\u6240\u8c13\u7684\u201c\u8c6a\u8d4c\u201d\u4e5f\u4e0d\u8fc7\u662f\u987a\u52bf\u800c\u4e3a\u7684\u5fc5\u7136\u9009\u62e9\u3002<\/p>\n

\u5f53\u88ab\u95ee\u5230\uff0c\u5728\u4e00\u4e2a\u8fdc\u672a\u6536\u655b\u7684\u9886\u57df\u91cc\u641e\u521b\u65b0\u662f\u5426\u8fc7\u4e8e\u5192\u9669\u65f6\uff0c\u5510\u90fd\u94b0\u8bf4\uff1a\u201c\u6211\u5148\u628a\u6211\u8ba4\u4e3a\u6700\u96be\u3001\u6700\u6709\u610f\u4e49\u7684\u4e8b\u60c5\u505a\u597d\u5c31\u884c\u4e86\u3002\u201d<\/p>\n

\u521b\u4e1a\u4f0a\u59cb\uff0c\u767e\u7aef\u5f85\u4e3e\u3002<\/p>\n

\u6280\u672f\u4e0a\uff0c\u4e3b\u52a8\u5f0f\u7269\u7406AI\u6ca1\u6709\u6210\u719f\u7684\u6570\u636e\u4f53\u7cfb\uff0c\u4e5f\u7f3a\u5c11\u7edf\u4e00\u7684\u6a21\u578b\u67b6\u6784\u548c\u8bc4\u6d4b\u6807\u51c6\u3002\u8fd9\u610f\u5473\u7740\u9700\u8981\u4ece\u9700\u6c42\u5b9a\u4e49\u5f00\u59cb\uff0c\u91cd\u65b0\u5efa\u7acb\u8bad\u7ec3\u6570\u636e\u3001\u51b3\u7b56\u6a21\u578b\u4e0e\u786c\u4ef6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n

\u56e2\u961f\u5efa\u8bbe\u4e0a\uff0c\u4ed6\u4eec\u5219\u6cbf\u7740\u4ea7\u5b66\u534f\u540c\u5c55\u5f00\uff0c\u4e0e\u54c8\u5de5\u5927\u5b9e\u9a8c\u5ba4\u4fdd\u6301\u7740\u6df1\u5ea6\u5408\u4f5c\u3002<\/p>\n

\u25b3\u5510\u90fd\u94b0\u5728\u4e2d\u5173\u6751\u5b66\u9662<\/p>\n

\u6700\u8fd1\uff0c\u5510\u90fd\u94b0\u521a\u591a\u4e86\u4e00\u4e2a\u65b0\u8eab\u4efd\u2014\u2014\u4e2d\u5173\u6751\u5b66\u9662\u7684\u8001\u5e08\uff0c\u66f4\u5177\u4f53\u4e00\u70b9\uff0c\u662f\u8fd9\u91cc\u7684\u201cAI\u6a21\u578b\u6770\u51fa\u6280\u672f\u4e13\u5bb6\u201d\u3002<\/p>\n

\u8fd9\u662f\u4e00\u62402024\u5e74\u521a\u521a\u6210\u7acb\u7684\u56fd\u5bb6\u7ea7\u9ad8\u7b49\u6559\u80b2\u79d1\u7814\u673a\u6784\uff0c\u5b83\u7684\u7279\u522b\u4e4b\u5904\u5728\u4e8e\uff0c\u8fd9\u91cc\u4e0d\u4ec5\u5173\u6ce8\u5b66\u672f\uff0c\u4e5f\u9f13\u52b1\u79d1\u7814\u4eba\u5458\u5c06\u6280\u672f\u5e26\u51fa\u5b9e\u9a8c\u5ba4\uff0c\u5c1d\u8bd5\u521b\u4e1a\u3002<\/p>\n

\u8fd9\u6070\u597d\u5951\u5408\u5510\u90fd\u94b0\u5f53\u4e0b\u7684\u72b6\u6001\u3002<\/p>\n

\u5728\u4ed6\u770b\u6765\uff0c\u521b\u4e1a\u4e0e\u52a0\u5165\u9ad8\u6821\u5e76\u4e0d\u77db\u76fe\uff0c\u53ea\u662f\u5728\u4e0d\u540c\u7ef4\u5ea6\u63a8\u52a8\u540c\u4e00\u4e2a\u957f\u671f\u76ee\u6807\u3002<\/p>\n

\u5e76\u4e14\uff0c\u5728AI\u8fdb\u5165\u7269\u7406\u4e16\u754c\u7684\u9636\u6bb5\uff0c\u5f88\u591a\u5173\u952e\u7a81\u7834\u9700\u8981\u5b66\u672f\u4e0e\u4ea7\u4e1a\u66f4\u7d27\u5bc6\u5730\u7ed3\u5408\u3002<\/p>\n

\u25b3\u5510\u90fd\u94b0\u670b\u53cb\u5708<\/p>\n

\u5510\u90fd\u94b0\u5e0c\u671b\u4e4b\u540e\uff0c\u4e00\u8fb9\u5728\u4ea7\u4e1a\u4e00\u7ebf\u505a\u51fa\u6709\u4ef7\u503c\u7684\u4ea7\u54c1\uff0c\u4e00\u8fb9\u7ee7\u7eed\u63a2\u7d22\u524d\u6cbf\u95ee\u9898\u5e76\u57f9\u517b\u5e74\u8f7b\u7814\u7a76\u8005\u3002<\/p>\n

\u4e3b\u52a8\u5f0f\u7269\u7406AI\uff0c\u867d\u7136\u4e0d\u81f3\u4e8e\u201c\u8bfb\u7a7a\u6c14\u201d\u822c\u5bdf\u8a00\u89c2\u8272\uff0c\u4f46\u662f\u5fc5\u987b\u505a\u5230\u201c\u5fc3\u91cc\u6709\u8c31\uff0c\u773c\u91cc\u6709\u6d3b\u201d\u3002<\/p>\n

\u4f46\uff0c\u73b0\u5b9e\u4e16\u754c\u5e76\u4e0d\u662f\u4e00\u6bb5\u526a\u8f91\u597d\u7684\uff0c\u9700\u8981\u5582\u7ed9\u6a21\u578b\u89c2\u6d4b\u7684\u89c6\u9891\u3002<\/p>\n

\u5728\u7ebf\u6027\u7684\u65f6\u95f4\u6d41\u91cc\uff0c\u7ed9\u51fa\u56de\u5e94\u662f\u5076\u5c14\uff0c\u4fdd\u6301\u6c89\u9ed8\u624d\u662f\u5e38\u6001\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u89c2\u884c\u6570\u667a\u8bbe\u8ba1\u4e86\u4e00\u5957\u53cc\u6a21\u578b\u534f\u540c\u67b6\u6784\uff0cProAgent\u3002<\/p>\n

\u5176\u4e2d\uff0c\u7b2c\u4e00\u90e8\u5206\u7684StreamingJev\u8d1f\u8d23\u6301\u7eed\u8bfb\u53d6\u73b0\u5b9e\u73af\u5883\u4e2d\u7684\u4e8b\u4ef6\u6d41\uff0c\u8fdb\u884c\u8f7b\u91cf\u5316\u5224\u65ad\uff0c\u7ed9\u51fa\u201c\u662f\u5426\u9700\u8981\u4ecb\u5165\u201d\u7684\u8baf\u53f7\uff0c\u5982\u540c\u54e8\u5175\u3002<\/p>\n

\u76f8\u8f83\u4e4b\u4e0b\uff0c\u7b2c\u4e8c\u90e8\u5206\u7684Response Model\u66f4\u50cf\u6307\u6325\u5458\u3002\u5f53StreamingJev\u8bc6\u522b\u51fa\u9700\u6c42\uff0cResponse Model\u4f1a\u8fdb\u4e00\u6b65\u5224\u65ad\u4e8b\u4ef6\u7684\u6027\u8d28\uff0c\u89c4\u5212\u56de\u5e94\u65b9\u5f0f\uff0c\u5e76\u51b3\u5b9a\u8c03\u7528\u4f55\u79cd\u8bbe\u5907\u3002<\/p>\n

\u25b3\u53cc\u6a21\u578b\u534f\u540c\u67b6\u6784\u793a\u610f\u56fe<\/p>\n

\u5510\u90fd\u94b0\u8868\u793a\u8fd9\u79cd\u5206\u5de5\u5f88\u5927\u4e00\u90e8\u5206\u51fa\u4e8e\u73b0\u5b9e\u8003\u8651\u3002<\/p>\n

\u5982\u679c\u8ba9\u4e00\u4e2a\u5927\u6a21\u578b\u6301\u7eed\u5904\u7406\u73af\u5883\u4e2d\u7684\u6240\u6709\u4fe1\u606f\uff0c\u4e0d\u4ec5\u63a8\u7406\u6210\u672c\u9ad8\uff0c\u53cd\u5e94\u901f\u5ea6\u4e5f\u5c06\u5927\u5e45\u53d8\u6162\u3002<\/p>\n

\u901a\u8fc7\u8f7b\u91cf\u6a21\u578b\u5b8c\u6210\u524d\u7f6e\u5224\u65ad\uff0c\u518d\u8ba9Response Model\u5904\u7406\u771f\u6b63\u9700\u8981\u4ecb\u5165\u7684\u4e8b\u4ef6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u628a\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\u7559\u7ed9\u5173\u952e\u65f6\u523b\u3002<\/p>\n

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\u5bf9\u4e8e\u8fd9\u6837\u4e00\u4e2a\u6a21\u578b\uff0c\u6570\u636e\u95ee\u9898\u6050\u6015\u662f\u5173\u952e\u3002<\/p>\n

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http:\/\/arxiv.org\/abs\/2610.16967<\/p>\n

\n

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