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src=\"https:\/\/s4.51cto.com\/oss\/202412\/17\/84daca24870cc55f7612614dcf60d530b6e311.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411\u662f\u5982\u4f55\u5bf9\u7528\u6237\u884c\u4e3a\u8fdb\u884c\u5efa\u6a21\u3002\u672c\u8d28\u4e0a\uff0c\u63a8\u8350\u7cfb\u7edf\u7684\u6838\u5fc3\u5728\u4e8e\u5206\u6790\u7528\u6237\u884c\u4e3a\u3002\u65e9\u671f\u7684\u4f20\u7edf\u7528\u6237\u884c\u4e3a\u5efa\u6a21\u4e3b\u8981\u9488\u5bf9\u7b80\u5355\u7684\u5355\u884c\u4e3a\u5e8f\u5217\uff0c\u7531\u4e8e\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u6709\u9650\uff0c\u8fd9\u4e9b\u5e8f\u5217\u901a\u5e38\u8f83\u77ed\u3002\u4f8b\u5982\uff0c\u963f\u91cc\u5df4\u5df4\u7684 DIN \u548c CAN 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\u5de5\u4f5c\uff0c\u5b83\u4eec\u4f7f\u7528 CNN \u7f51\u7edc\u6765\u5377\u79ef\u6574\u4e2a\u4e09\u7ef4\u5411\u91cf\uff0c\u4ee5\u5efa\u6a21\u76ee\u6807\u7269\u54c1\u4e0e\u6574\u4e2a\u5386\u53f2\u5e8f\u5217\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/17\/d280cf796bcae208568907413206c48db67715.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/17\/e6b1a8432ffea92e2a5892023bce33c7254da4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202412\/17\/d78703e522586991987604004bb38363c63543.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6211\u4eec\u89c2\u5bdf\u5230\u5927\u8bed\u8a00\u6a21\u578b\u5b9e\u9645\u4e0a\u5e76\u672a\u5229\u7528\u4e2a\u6027\u5316\u6570\u636e\uff0c\u8fd9\u662f\u5176\u4e0e\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u7684\u4e0d\u540c\u4e4b\u5904\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e8e\u63a8\u8350\u9886\u57df\u3002<\/p>\n<p>\u5177\u4f53\u5e94\u7528\u5728\u4f55\u5904\uff0c\u8fd9\u662f\u6211\u4eec\u9700\u8981\u56de\u7b54\u7684\u7b2c\u4e00\u4e2a\u95ee\u9898\u3002\u6211\u4eec\u5c06\u6574\u4e2a\u63a8\u8350\u6d41\u7a0b\u5212\u5206\u4e3a\u4e00\u7cfb\u5217\u73af\u8282\uff1a\u9996\u5148\u662f\u7528\u6237\u4ea4\u4e92\uff0c\u901a\u8fc7\u6b64\u73af\u8282\u6536\u96c6\u6570\u636e\uff0c\u7136\u540e\u8fdb\u884c\u7279\u5f81\u5de5\u7a0b\u548c\u7279\u5f81\u6620\u5c04\u3002\u5982\u524d\u6240\u8ff0\uff0c\u8fd9\u4e00\u73af\u8282\u6d89\u53ca\u5230\u7ecf\u5178\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u5373\u751f\u6210\u5bc6\u96c6\u578b\u7684\u7279\u5f81\u5d4c\u5165\uff08embedding\uff09\uff0c\u968f\u540e\u8fdb\u884c\u7279\u5f81\u4ea4\u4e92\u548c\u6392\u5e8f\u3002\u5b9e\u9645\u4e0a\uff0c\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u90fd\u53ef\u4ee5\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u7070\u8272\u7684\u73af\u4ee3\u8868\u6d41\u7a0b\u63a7\u5236\u5668\uff0c\u5b83\u8d1f\u8d23\u8c03\u5ea6\u5404\u4e2a\u5b50\u6a21\u5757\u3002\u6709\u7814\u7a76\u5de5\u4f5c\u63a2\u8ba8\u4e86\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u6765\u8c03\u5ea6\u8fd9\u4e9b\u5b50\u6a21\u5757\uff0c\u4f46\u7531\u4e8e\u7bc7\u5e45\u9650\u5236\uff0c\u5728\u6b64\u4e0d\u4f5c\u8d58\u8ff0\u3002\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u67e5\u9605\u6211\u4eec\u53bb\u5e74\u53d1\u8868\u5728 TOIS \u4e0a\u7684\u7efc\u8ff0\u8bba\u6587\uff0c\u8bba\u6587\u6807\u9898\u4e3a\u201cHow Can Recommendation Systems Benefit from Large Language Models: A Survey\u201d\uff0c\u5176\u4e2d\u8be6\u7ec6\u68b3\u7406\u5e76\u4ecb\u7ecd\u4e86\u76f8\u5173\u5de5\u4f5c\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/17\/79963be5060156c191235259329e14f54f7df7.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u63a5\u4e0b\u6765\u7684\u95ee\u9898\u662f\u5982\u4f55\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e94\u7528\u4e8e\u63a8\u8350\u9886\u57df\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u505a\u51fa\u4e24\u4e2a\u51b3\u7b56\uff0c\u6211\u4eec\u5c06\u73b0\u6709\u5de5\u4f5c\u6309\u7167\u4e24\u4e2a\u7ef4\u5ea6\u5206\u4e3a\u56db\u4e2a\u8c61\u9650\u3002\u6a2a\u8f74\u4ee3\u8868\u4e00\u4e2a\u51b3\u7b56\uff0c\u5373\u6211\u4eec\u662f\u5426\u9700\u8981\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u8fd9\u4e5f\u662f\u8bb8\u591a\u516c\u53f8\u548c\u5b66\u672f\u673a\u6784\u5728\u521d\u6b65\u51b3\u7b56\u65f6\u9700\u8981\u8003\u8651\u7684\u95ee\u9898\u3002\u9009\u62e9\u4e0d\u5fae\u8c03\u7684\u5de5\u4f5c\u76f4\u63a5\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a API \u4f7f\u7528\uff0c\u800c\u9009\u62e9\u5fae\u8c03\u7684\u5de5\u4f5c\u5219\u5229\u7528\u63a8\u8350\u9886\u57df\u7684\u6570\u636e\uff0c\u5c06\u6570\u636e\u8f6c\u6362\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c\u4ee5\u5fae\u8c03\u8bed\u8a00\u6a21\u578b\u3002\u7eb5\u8f74\u4ee3\u8868\u53e6\u4e00\u4e2a\u51b3\u7b56\uff0c\u5373\u5728\u63a8\u7406\u65f6\u662f\u5426\u9700\u8981\u4f9d\u8d56\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u3002\u4e0a\u534a\u90e8\u5206\u7684\u5de5\u4f5c\u51b3\u5b9a\u5728\u63a8\u7406\u65f6\u4ecd\u9700\u501f\u52a9\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\uff0c\u800c\u4e0b\u534a\u90e8\u5206\u7684\u5de5\u4f5c\u5219\u76f4\u63a5\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u63a8\u7406\uff0c\u76f4\u63a5\u8f93\u51fa\u63a8\u8350\u7ed3\u679c\u3002\u8fd9\u6837\u6211\u4eec\u53ef\u4ee5\u5bf9\u76f8\u5173\u5de5\u4f5c\u8fdb\u884c\u5206\u7c7b\u3002\u989c\u8272\u4ee3\u8868\u6a21\u578b\u7684\u6548\u679c\uff0c\u989c\u8272\u8d8a\u63a5\u8fd1\u9ec4\u8272\u6216\u6a58\u9ec4\u8272\uff0c\u8868\u660e\u6a21\u578b\u6548\u679c\u8d8a\u597d\u3002\u901a\u8fc7\u89c2\u5bdf\u65f6\u95f4\u7ebf\u53ef\u4ee5\u770b\u5230\uff0c\u7814\u7a76\u5de5\u4f5c\u4ece\u7b2c\u4e00\u8c61\u9650\u9010\u6b65\u53d1\u5c55\u5230\u7b2c\u4e09\u8c61\u9650\uff0c\u7136\u540e\u8fd1\u671f\u53c8\u5411\u7b2c\u4e8c\u548c\u7b2c\u56db\u8c61\u9650\u53d1\u5c55\uff0c\u540c\u65f6\u4e5f\u6709\u56de\u5f52\u7b2c\u4e00\u8c61\u9650\u7684\u8d8b\u52bf\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u5f97\u51fa\u7ed3\u8bba\uff0c\u76f4\u63a5\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u63a8\u8350\u4efb\u52a1\u5e76\u975e\u5176\u6700\u64c5\u957f\u7684\u9886\u57df\uff0c\u6211\u4eec\u5fc5\u987b\u5c06\u63a8\u8350\u9886\u57df\u7684\u534f\u540c\u4fe1\u53f7\u6ce8\u5165\u5176\u4e2d\u3002\u5177\u4f53\u6ce8\u5165\u65b9\u5f0f\u6709\u4e24\u79cd\uff1a\u4e00\u662f\u901a\u8fc7\u6a21\u578b\u6ce8\u5165\uff0c\u5373\u5728\u63a8\u7406\u65f6\u4ecd\u9700\u5229\u7528\u4f20\u7edf\u63a8\u8350\u6a21\u578b\u7684\u80fd\u529b\uff1b\u4e8c\u662f\u901a\u8fc7\u6570\u636e\uff0c\u5373\u5fc5\u987b\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u63a5\u89e6\u8fc7\u63a8\u8350\u9886\u57df\u7684\u6570\u636e\uff0c\u4ee5\u4fbf\u83b7\u53d6\u534f\u540c\u4fe1\u53f7\u3002\u8fd9\u662f\u6211\u4eec\u7684\u4e24\u4e2a\u4e3b\u8981\u7ed3\u8bba\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202412\/17\/d74729050f05845c17476592455c5714f49fbf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c06\u4ecb\u7ecd\u8bfa\u4e9a\u5b9e\u9a8c\u5ba4\u4e00\u4e2a\u8f83\u65e9\u7684\u6210\u679c\uff0c\u5373\u5728 2023 \u5e74\u671f\u95f4\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u6210\u529f\u5e94\u7528\u4e8e\u63a8\u8350\u7cfb\u7edf\u7684\u9879\u76ee\uff0c\u540d\u4e3a KAR\u3002\u8be5\u9879\u76ee\u9996\u6b21\u6784\u5efa\u4e86\u4e00\u4e2a\u5f00\u653e\u57df\u7684\u63a8\u8350\u7cfb\u7edf\u3002\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u662f\u5c01\u95ed\u7684\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u7279\u5b9a\u9886\u57df\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u4ec5\u5728\u8be5\u9886\u57df\u5185\u4f7f\u7528\uff0c\u56e0\u6b64\u76f8\u5bf9\u5c01\u95ed\u3002\u800c\u5927\u8bed\u8a00\u6a21\u578b\u6070\u597d\u662f\u4e00\u4e2a\u5f00\u653e\u4e16\u754c\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u5f15\u5165\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u5f00\u653e\u57df\u7684\u63a8\u8350\u6846\u67b6\uff0c\u4f7f\u5176\u80fd\u591f\u5229\u7528\u5916\u90e8\u901a\u7528\u77e5\u8bc6\u3002\u4f8b\u5982\uff0c\u5728\u8fdb\u884c\u7535\u5f71\u63a8\u8350\u65f6\uff0c\u6a21\u578b\u80fd\u591f\u83b7\u53d6\u7535\u5f71\u7684\u62cd\u6444\u80cc\u666f\u3001\u60c5\u8282\u7b49\u4fe1\u606f\uff0c\u5e76\u5229\u7528\u5176\u903b\u8f91\u63a8\u7406\u80fd\u529b\u63a8\u65ad\u51fa\u7528\u6237\u5f53\u524d\u7684\u72b6\u6001\u548c\u60c5\u611f\u8868\u8fbe\uff0c\u4ece\u800c\u63a8\u65ad\u7528\u6237\u53ef\u80fd\u60f3\u770b\u7684\u5185\u5bb9\u3002\u8fd9\u79cd\u6a21\u578b\u5177\u6709\u4e24\u4e2a\u4f18\u70b9\uff0c\u4f46\u4e5f\u5b58\u5728\u5c40\u9650\u6027\uff0c\u5373\u7f3a\u4e4f\u9886\u57df\u77e5\u8bc6\u548c\u6a21\u578b\u590d\u6742\u5ea6\u9ad8\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u89e3\u51b3\u8fd9\u4e9b\u5c40\u9650\u6027\uff0c\u5e76\u5c06\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e8e\u63a8\u8350\u7cfb\u7edf\u4e2d\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b9\u6848\uff0c\u8be5\u65b9\u6848\u53d1\u8868\u5728\u5f53\u5e74\u7684 Raxis \u4e0a\uff0c\u5e76\u83b7\u5f97\u4e86\u53bb\u5e74 DRP Access \u7684\u6700\u4f73\u8bba\u6587\u5956\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202412\/17\/d6e5ed496538ac9af68809506f2591978cd6d8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5176\u4e3b\u8981\u8d21\u732e\u5728\u4e8e\u80fd\u591f\u5c06\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u548c\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u52bf\u7ed3\u5408\u8d77\u6765\uff0c\u540c\u65f6\u89c4\u907f\u5b83\u4eec\u7684\u7f3a\u70b9\u3002\u65b9\u6848\u76f8\u5bf9\u7b80\u5355\uff0c\u5206\u4e3a\u4e09\u4e2a\u6b65\u9aa4\uff0c\u9996\u5148\u662f\u77e5\u8bc6\u751f\u6210\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u56e0\u5f0f\u5206\u89e3\u63d0\u793a\u6280\u672f\u6765\u63d0\u793a LLM\uff0c\u8fd9\u9879\u6280\u672f\u5c06\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u5206\u89e3\u4e3a\u7b80\u5355\u7684\u5b50\u4efb\u52a1\uff0c\u5e76\u5206\u522b\u8fdb\u884c\u63a8\u7406\u3002\u7ed3\u679c\u5982\u4e0a\u6240\u8ff0\uff0c\u7d2b\u8272\u6587\u672c\u662f\u5bf9\u7528\u6237\u5174\u8da3\u504f\u597d\u7684\u63a8\u7406\uff0c\u84dd\u8272\u6587\u672c\u662f\u5bf9\u7269\u54c1\u4e8b\u5b9e\u6027\u7684\u63a8\u7406\uff0c\u8fd9\u4e9b\u6587\u672c\u7531\u8bed\u8a00\u6a21\u578b\u751f\u6210\u3002\u7136\u800c\uff0c\u4f20\u7edf\u63a8\u8350\u6a21\u578b\u65e0\u6cd5\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e9b\u6587\u672c\uff0c\u56e0\u6b64\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u77e5\u8bc6\u9002\u914d\u5668\uff0c\u5c06\u6587\u672c\u7a7a\u95f4\u6620\u5c04\u5230\u63a8\u8350\u7cfb\u7edf\u80fd\u591f\u4f7f\u7528\u7684\u63a8\u8350\u7a7a\u95f4\uff0c\u5373\u4f4e\u7ef4\u8fde\u7eed\u5411\u91cf\u3002\u6211\u4eec\u91c7\u7528\u4e86\u591a\u4e13\u5bb6\u9002\u914d\u7f51\u7edc\u6765\u786e\u4fdd\u6587\u672c\u4fe1\u606f\u4e0d\u4e22\u5931\uff0c\u540c\u65f6\u4f7f\u63a8\u8350\u9886\u57df\u7684\u63a8\u8350\u6a21\u578b\u80fd\u591f\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\u3002\u6700\u540e\u662f\u77e5\u8bc6\u5229\u7528\u9636\u6bb5\uff0c\u5b9e\u9645\u4e0a\u6211\u4eec\u83b7\u5f97\u4e86\u4e24\u4e2a\u7531\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u540e\u7684\u8868\u5f81\uff0c\u8fc7\u7a0b\u76f8\u5bf9\u7b80\u5355\u3002\u56e0\u6b64\uff0c\u5b83\u8fd8\u53ef\u4ee5\u4e0e\u73b0\u6709\u7684\u7279\u5f81\u7ed3\u5408\uff0c\u8fdb\u884c\u7279\u5f81\u4ea4\u4e92\uff0c\u5e76\u8f93\u51fa\u6211\u4eec\u6700\u7ec8\u60f3\u8981\u5f97\u5230\u7684 y\u3002\u524d\u4e24\u4e2a\u9636\u6bb5\u53ef\u4ee5\u79bb\u7ebf\u5b8c\u6210\uff0c\u56e0\u6b64\u7ebf\u4e0a\u65f6\u5ef6\u4ec5\u4f9d\u8d56\u4e8e\u6700\u540e\u4e00\u4e2a\u9636\u6bb5\uff0c\u4e0e\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u76f8\u6bd4\u6ca1\u6709\u533a\u522b\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u65b9\u6848\u9002\u914d\u6027\u5f3a\uff0c\u5e76\u5df2\u5728\u534e\u4e3a\u7684\u591a\u4e2a\u4ea7\u54c1\u4e1a\u52a1\u7ebf\u5168\u9762\u4e0a\u7ebf\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/17\/68b1fd2730f919a7522249f9c56c3c20df2f63.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u672c\u7814\u7a76\u5c55\u793a\u4e86\u5f15\u5165\u589e\u5f3a\u578b\u8bed\u8a00\u6a21\u578b KAR \u540e\u7684\u6548\u679c\u3002\u6211\u4eec\u5728 9 \u4e2a\u73b0\u6709\u7684\u63a8\u8350\u7b97\u6cd5\u57fa\u7840\u4e0a\u589e\u52a0\u4e86 KAR\uff0c\u7ed3\u679c\u8868\u660e AUC \u63d0\u5347\u4e86 1.5%\u3002\u901a\u5e38\u800c\u8a00\uff0cAUC \u63d0\u5347\u8d85\u8fc7 0.3% \u5373\u88ab\u8ba4\u4e3a\u662f\u663e\u8457\u7684\uff0c\u56e0\u6b64 1.5% \u7684\u63d0\u5347\u8bc1\u660e\u4e86\u589e\u5f3a\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6709\u6548\u6027\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5bf9\u5176\u63a8\u7406\u65f6\u5ef6\u8fdb\u884c\u4e86\u7edf\u8ba1\uff0c\u53d1\u73b0 KAR \u7684\u63a8\u7406\u65f6\u5ef6\u4e0e\u4f20\u7edf\u7684 DIN \u6a21\u578b\u51e0\u4e4e\u5904\u4e8e\u540c\u4e00\u91cf\u7ea7\u3002\u4f8b\u5982\uff0c\u8c03\u7528 ChatGPT \u9700\u8981 5 \u79d2\u7684\u54cd\u5e94\u65f6\u95f4\uff0c\u800c\u6211\u4eec\u7684\u6a21\u578b\u4ec5\u9700 3 \u79d2\uff0c\u8fd9\u4e00\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\u4e86\u5176\u53ef\u843d\u5730\u6027\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u8fdb\u884c\u4e86\u6d88\u878d\u5b9e\u9a8c\uff0c\u5e76\u53d1\u73b0\u4e86\u4e00\u4e9b\u6709\u8da3\u7684\u7ed3\u679c\u3002\u56fe\u4e2d\u84dd\u8272\u4ee3\u8868\u4f20\u7edf\u7684 DIN \u6a21\u578b\uff0c\u7eff\u8272\u4ee3\u8868\u7269\u54c1\u589e\u5f3a\u540e\u7684\u7ed3\u679c\uff0c\u7d2b\u8272\u4ee3\u8868\u7528\u6237\u589e\u5f3a\u540e\u7684\u7ed3\u679c\uff0c\u9ec4\u8272\u4ee3\u8868\u540c\u65f6\u4f7f\u7528\u4e24\u8005\u7684\u7ed3\u679c\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u7d2b\u8272\u5bf9\u57fa\u7840\u6a21\u578b\u7684\u589e\u5f3a\u6548\u679c\u8fdc\u5927\u4e8e\u7eff\u8272\uff0c\u5373\u5bf9\u7528\u6237\u7684\u63a8\u7406\u77e5\u8bc6\u5bf9\u4f20\u7edf\u63a8\u8350\u6a21\u578b\u66f4\u4e3a\u6709\u7528\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u4f20\u7edf\u63a8\u8350\u6a21\u578b\u96be\u4ee5\u5b66\u4e60\u5230\u8fd9\u4e9b\u63a8\u7406\u77e5\u8bc6\uff0c\u4f8b\u5982 GP4 \u7b49\u80fd\u529b\uff0c\u800c\u8bed\u8a00\u6a21\u578b\u5219\u5177\u5907\u8fd9\u4e9b\u80fd\u529b\uff0c\u56e0\u6b64\u80fd\u66f4\u597d\u5730\u8865\u5145\u4f20\u7edf\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u7ebf\u4e0a AB \u6d4b\u8bd5\u7684\u7ed3\u679c\uff0c\u7eb5\u8f74\u6570\u636e\u5df2\u8fdb\u884c\u91cd\u65b0\u7f29\u653e\u3002\u53ef\u4ee5\u770b\u5230\u6240\u6709\u6307\u6807\u5747\u7a33\u5b9a\u63d0\u5347\u4e86 2%\uff0c\u56e0\u6b64\u8be5\u6a21\u578b\u5df2\u5168\u9762\u90e8\u7f72\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/17\/b17c50e26d1f70d1b4d449dd66362a137f0d92.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u8be5\u6a21\u578b\u4ecd\u7136\u5728\u5217\u8868\u5f0f\u63a8\u8350\u6846\u67b6\u5185\u8fd0\u4f5c\uff0c\u56e0\u6b64\u672a\u80fd\u89e3\u51b3\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684\u53cd\u9988\u4e3a\u9690\u5f0f\u7684\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/17\/15e1dc992f2d36398a9689f8e80a25c098dbf6.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>2.\u00a0\u5bf9\u8bdd\u5f0f\u63a8\u8350<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/17\/e150303278482060e475563ea90e37215fce1c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u65f6\u4ee3\uff0c\u5bf9\u8bdd\u5f0f\u63a8\u8350\u7cfb\u7edf\u7ecf\u5386\u4e86\u4e00\u4e9b\u53d8\u5316\u548c\u53d1\u5c55\u3002\u4f20\u7edf\u5bf9\u8bdd\u5f0f\u63a8\u8350\u7cfb\u7edf\u53ef\u80fd\u91c7\u7528\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u4f8b\u5982 BERT\uff0c\u5176\u53c2\u6570\u89c4\u6a21\u6700\u591a\u8fbe\u5230 1 \u4ebf\u7ea7\u522b\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u52a9\u624b\u63d0\u51fa\u8bb8\u591a\u5197\u4f59\u95ee\u9898\uff0c\u4ece\u800c\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002\u4f8b\u5982\uff0c\u5f53\u7528\u6237\u8bf7\u6c42\u201c\u5e2e\u6211\u653e\u4e00\u9996\u6211\u5de5\u4f5c\u65f6\u60f3\u542c\u7684\u6b4c\u66f2\u201d\u65f6\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u8fde\u7eed\u8be2\u95ee\u7528\u6237\u559c\u6b22\u4ec0\u4e48\u7c7b\u578b\u7684\u97f3\u4e50\uff0c\u5982\u201c\u4f60\u559c\u6b22\u7235\u58eb\u4e50\u5417\uff1f\u201d\u6216\u201c\u4f60\u559c\u6b22\u56fd\u98ce\u5417\uff1f\u201d\uff0c\u8fd9\u4e00\u7cfb\u5217\u95ee\u9898\u5b9e\u9645\u4e0a\u5bf9\u7528\u6237\u4f53\u9a8c\u9020\u6210\u4e86\u8d1f\u9762\u5f71\u54cd\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7531\u4e8e\u5177\u5907\u8f83\u5f3a\u7684\u8bed\u8a00\u8868\u8fbe\u80fd\u529b\u548c\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u80fd\u591f\u8fc5\u901f\u800c\u51c6\u786e\u5730\u7406\u89e3\u7528\u6237\u610f\u56fe\uff0c\u5e76\u63d0\u4f9b\u51fa\u8272\u7684\u53ef\u89e3\u91ca\u6027\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u53ef\u80fd\u76f4\u63a5\u56de\u5e94\u7528\u6237\u7684\u9700\u6c42\uff0c\u5982\u201c\u6211\u7ed9\u4f60\u63a8\u8350\u8fd9\u9996\u534f\u594f\u66f2\uff0c\u56e0\u4e3a\u5b83\u8f7b\u67d4\u3001\u7a33\u5b9a\u3001\u8212\u7f13\uff0c\u80fd\u591f\u5e2e\u52a9\u4f60\u66f4\u5feb\u5730\u8fdb\u5165\u5fc3\u6d41\u548c\u4e13\u6ce8\u7684\u72b6\u6001\u201d\uff0c\u8fd9\u7cbe\u51c6\u5730\u6316\u6398\u4e86\u7528\u6237\u5f53\u524d\u7684\u9700\u6c42\uff0c\u5373\u4ed6\u4eec\u60f3\u8981\u5b8c\u6210\u7684\u610f\u56fe\uff0c\u5e76\u7ed9\u51fa\u4e86\u5408\u9002\u7684\u89e3\u91ca\uff0c\u4ec5\u901a\u8fc7\u4e00\u8f6e\u4ea4\u4e92\u5c31\u89e3\u51b3\u4e86\u7528\u6237\u7684\u95ee\u9898\u3002\u8fd9\u662f\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4f20\u7edf\u5bf9\u8bdd\u5f0f\u63a8\u8350\u7cfb\u7edf\u7684\u4e3b\u8981\u533a\u522b\u3002<\/p>\n<p>\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u65f6\u4ee3\uff0c\u5bf9\u8bdd\u5f0f\u63a8\u8350\u7cfb\u7edf\u4e3b\u8981\u53ef\u5206\u4e3a\u4e24\u7c7b\u3002\u7b2c\u4e00\u7c7b\u662f\u901a\u8fc7\u63d0\u793a\uff08prompt\uff09\u6a21\u5f0f\u76f4\u63a5\u5b9e\u73b0\uff0c\u5373\u8bbe\u8ba1\u4e00\u4e2a\u7cbe\u5de7\u7684\u63d0\u793a\u6765\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u3002\u7b2c\u4e8c\u7c7b\u5219\u662f\u5229\u7528\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\u6765\u8bf4\u660e\u8fd9\u4e24\u79cd\u65b9\u6cd5\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/17\/4576de0335496681c46696687b93de59cfb829.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e0b\u6587\u4ecb\u7ecd\u7684\u662f\u590d\u65e6\u5927\u5b66\u7684\u4e00\u9879\u540d\u4e3a ChatRec \u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u8be5\u5de5\u4f5c\u5728 ChatGPT \u53d1\u5e03\u4e0d\u4e45\u540e\u4fbf\u5bf9\u5916\u516c\u5e03\uff0c\u5c5e\u4e8e\u65e9\u671f\u4f46\u5177\u6709\u4ee3\u8868\u6027\u7684\u7814\u7a76\u6210\u679c\u4e4b\u4e00\u3002\u8be5\u7814\u7a76\u91c7\u7528\u4e86 ChatGPT \u6a21\u578b\uff0c\u5e76\u4e3a\u5176\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u63d0\u793a\u6784\u9020\u5668\uff08prompt constructor\uff09\uff0c\u5c06\u6240\u6709\u4fe1\u606f\u7ec4\u5408\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c\u5f62\u5f0f\u7684\u6307\u4ee4\u8f93\u5165\u7ed9 ChatGPT\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8f93\u5165\u5185\u5bb9\u5305\u62ec\u5f53\u524d\u7684\u67e5\u8be2\u3001\u63a8\u8350\u7cfb\u7edf\u4efb\u52a1\u3001\u7528\u6237\u5386\u53f2\u548c\u7528\u6237\u753b\u50cf\u4ee5\u53ca\u5bf9\u8bdd\u5386\u53f2\u3002\u57fa\u4e8e\u8fd9\u4e9b\u4fe1\u606f\uff0cChatGPT \u9700\u8981\u5224\u65ad\u662f\u5426\u9700\u8981\u5229\u7528\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u3002\u5982\u679c\u9700\u8981\uff0c\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u5c06\u63d0\u4f9b 20 \u4e2a\u5019\u9009\u7269\u54c1\uff1b\u5982\u679c\u4e0d\u9700\u8981\uff0c\u5219\u76f4\u63a5\u5c06\u5019\u9009\u7269\u54c1\u8fd4\u56de\u7ed9 ChatGPT\u3002\u56e0\u6b64\uff0c\u5982\u679c ChatGPT \u5224\u65ad\u65e0\u9700\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u7684\u4ecb\u5165\uff0c\u5b83\u5c06\u76f4\u63a5\u4f7f\u7528\u5df2\u7ecf\u53ec\u56de\u7684 20 \u4e2a\u7269\u54c1\u4e0e\u7528\u6237\u8fdb\u884c\u5bf9\u8bdd\u5e76\u8f93\u51fa\u63a8\u8350\u7ed3\u679c\uff0c\u4f8b\u5982\u63a8\u8350\u7528\u6237\u53ef\u80fd\u559c\u6b22\u7684 5 \u4e2a\u7269\u54c1\u3002\u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u4f46\u5b8c\u6574\u7684\u6d41\u7a0b\uff0c\u4ec5\u901a\u8fc7\u63d0\u793a\uff08prompt\uff09\u6765\u5b8c\u6210\u63a8\u8350\u4efb\u52a1\uff0c\u800c\u65e0\u9700\u5bf9 ChatGPT \u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/17\/36f0dfe1770dcd9c27b3777eca5f9a59b41a6c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4f26\u6566\u5927\u5b66\u5b66\u9662\uff08UCL\uff09\u7684\u7814\u7a76\u56e2\u961f\u8fdb\u884c\u4e86\u4e00\u9879\u5de5\u4f5c\uff0c\u6d89\u53ca\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u7531\u4e8e\u63a8\u8350\u4efb\u52a1\u7684\u590d\u6742\u6027\uff0c\u8be5\u56e2\u961f\u5c06\u6574\u4e2a\u63a8\u8350\u4efb\u52a1\u7ec6\u5206\u4e3a\u56db\u4e2a\u5b50\u4efb\u52a1\uff0c\u8fd9\u4e9b\u5b50\u4efb\u52a1\u7684\u8bba\u6587\u6807\u9898\u5df2\u5217\u5728\u4e0b\u65b9\uff0c\u5e76\u5c06\u5728\u540e\u7eed\u7684 PPT \u4e2d\u5206\u4eab\u3002\u8fd9\u56db\u4e2a\u5b50\u4efb\u52a1\u5305\u62ec\u7528\u6237\u610f\u56fe\u8bc6\u522b\u3001\u63a8\u8350\u89e3\u91ca\u3001\u641c\u7d22\u7b49\uff0c\u57fa\u672c\u6db5\u76d6\u4e86\u5bf9\u8bdd\u5f0f\u63a8\u8350\u7cfb\u7edf\u4e2d\u6240\u9700\u5b8c\u6210\u7684\u6240\u6709\u4efb\u52a1\u3002\u56e0\u6b64\uff0c\u8be5\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e0e\u7528\u6237\u4ea4\u4e92\u7684\u6574\u4e2a\u6d41\u7a0b\uff0c\u5206\u4e3a\u56db\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ul data-id=\"ua73dd4b-lPOhffnA\">\n<li data-id=\"ld70c578-QAmdWneQ\">\u7b2c\u4e00\u6b65\u662f\u7528\u6237\u63d0\u51fa\u67e5\u8be2\uff08query\uff09\uff0c\u7cfb\u7edf\u9700\u5339\u914d\u5f53\u524d\u5e94\u6267\u884c\u7684\u5b50\u4efb\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-VJ1kBgqe\">\u7b2c\u4e8c\u6b65\u662f\u8fdb\u884c\u6a21\u578b\u5339\u914d\uff08model matching\uff09\uff0c\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u8bbe\u8ba1\u4e86\u76f8\u5e94\u7684\u4e13\u5bb6\u7f51\u7edc\uff08expert network\uff09\uff0c\u4e13\u95e8\u89e3\u51b3\u5bf9\u5e94\u7684\u5b50\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u641c\u7d22\u4efb\u52a1\uff0c\u53ef\u80fd\u6d89\u53ca\u4e00\u4e2a\u641c\u7d22\u5f15\u64ce\u3002<\/li>\n<li data-id=\"ld70c578-85r8eu05\">\u7cfb\u7edf\u63a5\u6536\u5230\u67e5\u8be2\u540e\uff0c\u8c03\u7528\u76f8\u5e94\u7684\u641c\u7d22\u5f15\u64ce\u3002<\/li>\n<li data-id=\"ld70c578-CelkNXQY\">\u6267\u884c\u5b8c\u6bd5\u540e\uff0c\u5229\u7528\u8bed\u8a00\u6a21\u578b\u6574\u5408\u6267\u884c\u7ed3\u679c\uff0c\u5e76\u5411\u7528\u6237\u8f93\u51fa\u63a8\u8350\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<p>\u5728\u8fd9\u56db\u6b65\u4e2d\uff0c\u6bcf\u6b65\u90fd\u6784\u5efa\u4e86\u5bf9\u5e94\u7684 SFT\uff08Supervised Fine-Tuning\uff09\u6570\u636e\uff0c\u5373\u5fae\u8c03\u6570\u636e\u3002\u7814\u7a76\u56e2\u961f\u91c7\u7528\u4e86\u4ed6\u4eec\u63d0\u51fa\u7684 RLPF\uff08Reinforced Learning with Policy Feedback\uff09\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5bf9 Llama \u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u91cc\u6307\u7684\u662f Llama 2 \u6a21\u578b\uff0c\u5f53\u65f6\u8be5\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u4e3a 7B\uff0c\u800c\u975e 8B\uff0c\u56e0\u6b64\u4ed6\u4eec\u5fae\u8c03\u7684\u662f\u4e00\u4e2a\u76f8\u5bf9\u8f83\u5c0f\u91cf\u7ea7\u7684\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202412\/17\/320429c2852a13a1a82473e85c6b738c9a36ba.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8be5\u65b9\u6cd5\u5e76\u672a\u6539\u53d8\u5bf9\u8bdd\u5f0f\u63a8\u8350\u7cfb\u7edf\u7684\u4ea7\u54c1\u5f62\u6001\uff0c\u4ecd\u7136\u91c7\u7528\u7b80\u5355\u7684\u4e00\u95ee\u4e00\u7b54\u65b9\u5f0f\u8fdb\u884c\u4ea4\u4e92\uff0c\u672a\u80fd\u5145\u5206\u5229\u7528\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u80cc\u540e\u6f5c\u5728\u7684\u590d\u6742\u89c4\u5212\u3001\u8bb0\u5fc6\u548c\u5de5\u5177\u8c03\u7528\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202412\/17\/167778b27999c187e384700314e028df76259b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e94\u3001AI Agent\u00a0\u65f6\u4ee3<\/h3>\n<p>\u63a5\u4e0b\u6765\u7ec8\u4e8e\u6765\u5230\u4e86\u5907\u53d7\u5173\u6ce8\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff08AI Agent\uff09\u65f6\u4ee3\u3002\u5728\u667a\u80fd\u4f53\u65f6\u4ee3\uff0c\u63a8\u8350\u7cfb\u7edf\u5e94\u5f53\u5b9e\u73b0\u7684\u529f\u80fd\u662f\u4ec0\u4e48\uff1f\u53ef\u4ee5\u53d1\u73b0\uff0c\u65e0\u8bba\u662f\u8fdb\u884c\u5217\u8868\u5f0f\u63a8\u8350\u3001\u4f20\u7edf\u63a8\u8350\u8fd8\u662f\u5bf9\u8bdd\u5f0f\u63a8\u8350\uff0c\u5f53\u8be2\u95ee\u5f53\u524d\u7684\u5de5\u4f5c\u91cd\u70b9\u65f6\uff0c\u6700\u666e\u904d\u7684\u56de\u7b54\u662f\u6b63\u5728\u5f00\u53d1 AI Agent\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u770b\u51fa\u4e0d\u540c\u8def\u5f84\u6700\u7ec8\u90fd\u6c47\u805a\u5230\u4e86\u540c\u4e00\u4e2a\u76ee\u6807\uff1a\u6253\u9020\u4e00\u4e2a\u4e2a\u6027\u5316\u7684\u667a\u80fd\u52a9\u624b\uff0c\u4ee5\u5e2e\u52a9\u7528\u6237\u89e3\u51b3\u590d\u6742\u9700\u6c42\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u7528\u6237\u65e0\u9700\u660e\u786e\u8868\u8fbe\uff0c\u667a\u80fd\u52a9\u624b\u4fbf\u80fd\u6d1e\u6089\u5176\u6f5c\u5728\u610f\u56fe\uff0c\u8fd9\u662f\u6211\u4eec\u8ffd\u6c42\u7684\u6700\u4f73\u72b6\u6001\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/17\/74660ca56f7f116e6873909e9de730f780e200.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u56e0\u6b64\uff0c\u8981\u5b9e\u73b0\u6b64\u76ee\u6807\uff0c\u9700\u8981\u501f\u52a9\u8bed\u8a00\u6a21\u578b\u7684\u4e94\u5927\u667a\u80fd\u4ee3\u7406\u80fd\u529b\uff1a<\/p>\n<ul data-id=\"ua73dd4b-TKEBANPS\">\n<li data-id=\"ld70c578-0yiqPNvV\">\u9996\u5148\u662f\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u6587\u672c\u3001\u56fe\u7247\u3001\u89c6\u9891\u548c\u8bed\u97f3\u7b49\u591a\u79cd\u8f93\u5165\u5f62\u5f0f\uff0c\u5176\u4ed6\u8bb2\u5e08\u4e5f\u53ef\u80fd\u8ba8\u8bba\u7c7b\u4f3c\u7684\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-qrgUFUBI\">\u5176\u6b21\uff0c\u662f\u89c4\u5212\u80fd\u529b\uff0c\u6db5\u76d6\u7b80\u5355\u7684\u63a8\u7406\u3001\u4efb\u52a1\u5206\u89e3\u548c\u53cd\u601d\u3002<\/li>\n<li data-id=\"ld70c578-2lVND5Ze\">\u6b64\u5916\uff0c\u8fd8\u9700\u8981\u4e00\u4e2a\u8bb0\u5fc6\u6a21\u5757\uff0c\u8be5\u6a21\u5757\u5e94\u5177\u5907\u4e2a\u6027\u5316\u7279\u5f81\uff0c\u5b58\u50a8\u7528\u6237\u753b\u50cf\u3001\u7528\u6237\u4ea4\u4e92\u5386\u53f2\uff08\u5982\u70b9\u51fb\u8bb0\u5f55\uff09\u4ee5\u53ca\u4e4b\u524d\u7684\u5bf9\u8bdd\u5386\u53f2\u3002<\/li>\n<li data-id=\"ld70c578-y43URdE3\">\u540c\u65f6\uff0c\u8fd8\u9700\u5177\u5907\u5de5\u5177\u8c03\u7528\u80fd\u529b\uff0c\u5373\u4f20\u7edf\u7684\u641c\u7d22\u5f15\u64ce\u3001\u63a8\u8350\u7cfb\u7edf\u4ee5\u53ca\u5176\u4ed6\u6240\u6709 API \u90fd\u53ef\u4ee5\u4e3a\u5927\u578b\u6a21\u578b\u63d0\u4f9b API \u8c03\u7528\u670d\u52a1\u3002\u8fd9\u5927\u5927\u6269\u5c55\u4e86\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u6267\u884c\u7684\u4efb\u52a1\u8303\u56f4\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u5176\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-1OEHtP00\">\u63a5\u4e0b\u6765\u662f\u6267\u884c\u80fd\u529b\uff0c\u667a\u80fd\u4ee3\u7406\u9700\u8981\u51b3\u5b9a\u5f53\u524d\u662f\u6267\u884c\u5de5\u5177\u8c03\u7528\u3001\u6392\u5e8f\u3001\u53cd\u9988\u8fd8\u662f\u56de\u7b54\u95ee\u9898\uff0c\u5e76\u4e3a\u7528\u6237\u63d0\u4f9b\u53cd\u9988\uff0c\u4ece\u800c\u5b8c\u6210\u6574\u4e2a\u5faa\u73af\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u662f\u5355\u4e2a\u667a\u80fd\u4ee3\u7406\u5fc5\u987b\u5177\u5907\u7684\u4e94\u5927\u80fd\u529b\u3002\u5f53\u7136\uff0c\u667a\u80fd\u4ee3\u7406\u4e4b\u95f4\u4e5f\u53ef\u4ee5\u76f8\u4e92\u534f\u4f5c\uff0c\u5f62\u6210\u591a\u667a\u80fd\u4ee3\u7406\u4ea4\u4e92\u7cfb\u7edf\uff0c\u4e3b\u8981\u7528\u4e8e\u7528\u6237\u610f\u56fe\u6a21\u62df\u3002\u7531\u4e8e\u7528\u6237\u610f\u56fe\u53ef\u80fd\u8f83\u4e3a\u590d\u6742\uff0c\u53ef\u80fd\u9700\u8981\u5c06\u591a\u4e2a\u667a\u80fd\u4ee3\u7406\u7ec4\u5408\u8d77\u6765\uff0c\u5171\u540c\u6a21\u62df\u7528\u6237\u7684\u6f5c\u5728\u610f\u56fe\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/17\/059914571ac58a41c8465123bfd7f618963a3a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c06\u4ecb\u7ecd\u4e00\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u5355\u4e00\u667a\u80fd\u4f53\u65b9\u6848\uff0c\u8fd9\u662f\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\uff08\u4e2d\u79d1\u5927\uff09\u5728 ARCHIVE \u4e0a\u53d1\u8868\u7684\u7814\u7a76\u5de5\u4f5c\u3002\u9009\u62e9\u4ecb\u7ecd\u8fd9\u9879\u5de5\u4f5c\u662f\u56e0\u4e3a\u5b83\u8f83\u4e3a\u5b8c\u6574\uff0c\u6db5\u76d6\u4e86\u524d\u6587\u63d0\u5230\u7684\u51e0\u4e2a\u5173\u952e\u90e8\u5206\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5f53\u7528\u6237\u63d0\u51fa\u4e00\u4e2a\u67e5\u8be2\uff08query\uff09\u65f6\uff0c\u7cfb\u7edf\u4f1a\u5229\u7528\u4e2a\u6027\u5316\u8bb0\u5fc6\u6a21\u5757\u3002\u89c2\u5bdf\u8be5\u8bb0\u5fc6\u6a21\u5757\uff0c\u53ef\u4ee5\u53d1\u73b0\u5b83\u5305\u542b\u4e86\u7528\u6237\u7684\u957f\u671f\u548c\u77ed\u671f\u5174\u8da3\uff0c\u4ee5\u53ca\u7528\u6237\u7684\u559c\u597d\u4fe1\u606f\uff0c\u5373\u7528\u6237\u559c\u6b22\u6216\u4e0d\u559c\u6b22\u7684\u5185\u5bb9\u90fd\u88ab\u7eb3\u5165\u5176\u4e2d\u3002<\/p>\n<p>\u57fa\u4e8e\u5f53\u524d\u7684\u8bb0\u5fc6\u72b6\u6001\u548c\u7528\u6237\u7684\u67e5\u8be2\uff0c\u7cfb\u7edf\u9700\u8981\u8fdb\u884c\u52a8\u6001\u6f14\u793a\uff08Dynamic Demo\uff09\uff0c\u8fdb\u884c\u7b80\u5355\u7684\u89c4\u5212\uff0c\u5e76\u901a\u8fc7\u52a8\u6001\u6f14\u793a\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08in-context learning\uff09\u3002\u968f\u540e\uff0c\u7cfb\u7edf\u751f\u6210\u4e00\u4e2a\u89c4\u5212\uff0c\u51b3\u5b9a\u9996\u5148\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\uff0c\u7136\u540e\u662f\u53e6\u4e00\u4e2a\u5de5\u5177\u3002\u5728\u5de5\u5177\u5e93\u4e2d\uff0c\u7cfb\u7edf\u53ef\u4ee5\u8c03\u7528 SQL \u68c0\u7d22\u3001\u6392\u5e8f\u4ee5\u53ca\u641c\u7d22\u7b49\u5de5\u5177\u3002\u9009\u62e9\u4e00\u4e2a\u5de5\u5177\u6267\u884c\u540e\uff0c\u7cfb\u7edf\u4f1a\u83b7\u53d6\u6267\u884c\u7ed3\u679c\uff0c\u5e76\u53cd\u601d\u662f\u5426\u5df2\u7ecf\u6ee1\u8db3\u4e86\u7528\u6237\u7684\u9700\u6c42\u3002\u5982\u679c\u9700\u6c42\u672a\u5f97\u5230\u6ee1\u8db3\uff0c\u7cfb\u7edf\u5c06\u8fdb\u884c\u65b0\u4e00\u8f6e\u7684\u89c4\u5212\uff0c\u4ee5\u8fed\u4ee3\u548c\u81ea\u9002\u5e94\u7684\u65b9\u5f0f\u89e3\u51b3\u7528\u6237\u7684\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u9879\u5de5\u4f5c\u6db5\u76d6\u4e86\u667a\u80fd\u4f53\u6240\u9700\u7684\u5404\u4e2a\u6a21\u5757\uff0c\u56e0\u6b64\u662f\u4e00\u4e2a\u8f83\u4e3a\u5b8c\u6574\u7684\u7814\u7a76\u3002\u7136\u800c\uff0c\u5176\u521b\u65b0\u6027\u53ef\u80fd\u76f8\u5bf9\u6709\u9650\u3002\u6b64\u5916\uff0c\u5173\u4e8e\u7528\u6237\u504f\u597d\uff0c\u63a8\u8350\u7cfb\u7edf\u7684\u6838\u5fc3\u76ee\u6807\u662f\u5b66\u4e60\u7528\u6237\u884c\u4e3a\u80cc\u540e\u7684\u610f\u56fe\uff0c\u5305\u62ec\u7528\u6237\u7684\u504f\u597d\u548c\u4e2a\u6027\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202412\/17\/d3b71e3052143e941dc254e48031d30b244774.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5355\u4e00\u667a\u80fd\u4f53\u53ef\u80fd\u65e0\u6cd5\u5b8c\u6210\u4efb\u52a1\uff0c\u56e0\u6b64\u51fa\u73b0\u4e86\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u65b9\u6848\u3002\u4f8b\u5982\uff0c\u590d\u65e6\u5927\u5b66\u63d0\u51fa\u7684 RAH 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truth\uff09\u6bd4\u8f83\uff0c\u5224\u65ad\u9884\u6d4b\u7ed3\u679c\u7684\u6b63\u786e\u4e0e\u5426\uff0c\u5e76\u5206\u6790\u539f\u56e0\u3002\u7b2c\u4e94\u4e2a\uff0c\u53cd\u601d\u667a\u80fd\u4f53\uff1a\u6839\u636e\u5206\u6790\u7684\u539f\u56e0\u66f4\u65b0\u4e4b\u524d\u5b66\u5230\u7684\u77e5\u8bc6\uff0c\u5f62\u6210\u6574\u4e2a\u5b66\u4e60\u94fe\u6761\u3002<\/p>\n<p>\u8be5\u6a21\u578b\u672a\u4f7f\u7528\u4f20\u7edf\u8bad\u7ec3\u65b9\u6cd5\uff0c\u800c\u662f\u76f4\u63a5\u5229\u7528\u591a\u4e2a\u667a\u80fd\u4f53\u8fdb\u884c\u63d0\u793a\uff08prompt\uff09\u6765\u5b8c\u6210\u4efb\u52a1\u3002\u6700\u7ec8\u4f7f\u7528\u65f6\uff0c\u53ea\u9700\u63d0\u4f9b\u4e00\u4e2a\u6267\u884c\u667a\u80fd\u4f53\uff0c\u7ed9\u5b9a\u76ee\u6807\u7269\u54c1\u548c\u7528\u6237\u884c\u4e3a\u5e8f\u5217\uff0c\u5373\u53ef\u6316\u6398\u7528\u6237\u53ef\u80fd\u7684\u504f\u597d\u548c\u4e2a\u6027\uff0c\u5e76\u9884\u6d4b\u7528\u6237\u5bf9\u5f53\u524d\u7269\u54c1\u7684\u559c\u597d\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u7528\u6237\u6a21\u62df\u5668\u4f7f\u7528\u3002\u4f8b\u5982\uff0c\u5728\u8bbe\u8ba1\u65b0\u7b97\u6cd5\u65f6\uff0c\u82e5\u4e0d\u5e0c\u671b\u7acb\u5373\u8fdb\u884c\u4e0a\u7ebf\u6d4b\u8bd5\uff0c\u56e0\u4e3a\u6210\u672c\u8f83\u9ad8\uff0c\u53ef\u4ee5\u5148\u4e0e\u6a21\u62df\u5668\u4ea4\u4e92\uff0c\u89c2\u5bdf\u6a21\u62df\u6548\u679c\u3002\u8fd9\u662f\u8be5\u6a21\u578b\u7684\u53e6\u4e00\u79cd\u5e94\u7528\u65b9\u5f0f\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/17\/d2d911c88df273a3b49738e6ef6cfba346cbef.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>\u516d\u3001\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h3>\n<p>\u6211\u4eec\u603b\u7ed3\u4e86\u672a\u6765\u63a8\u8350\u7684\u56db\u5927\u53d1\u5c55\u8d8b\u52bf\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u8ba4\u4e3a\u672a\u6765\u5c06\u4ece\u6d4f\u89c8\u5411\u4f53\u9a8c\u8f6c\u53d8\u3002\u8fc7\u53bb\u6211\u4eec\u4f9d\u8d56\u4e8e\u7b80\u5355\u7684\u5217\u8868\u5f0f\u6216\u5bf9\u8bdd\u5f0f\u63a5\u53e3\uff0c\u800c\u672a\u6765\u53ef\u80fd\u4f1a\u91c7\u7528\u591a\u6a21\u6001\u63a5\u53e3\uff0c\u4f8b\u5982\u8bed\u97f3\u3001\u89c6\u9891\u4e43\u81f3\u865a\u62df\u73b0\u5b9e\uff08VR\uff09\u548c\u589e\u5f3a\u73b0\u5b9e\uff08AR\uff09\u63a5\u53e3\u3002\u6574\u4e2a\u5f62\u6001\u53ef\u80fd\u4f1a\u4ee5\u4e2a\u4eba\u52a9\u624b\u7684\u5f62\u5f0f\u51fa\u73b0\uff0c\u4ee5\u6ee1\u8db3\u7528\u6237\u9700\u6c42\uff0c\u8fd9\u53ef\u80fd\u4e0d\u518d\u662f\u4f20\u7edf\u7684\u63a8\u8350\u4ea7\u54c1\u5f62\u6001\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u4ece\u5229\u7528\u5411\u8d23\u4efb\u8f6c\u53d8\u3002\u6211\u4eec\u53ef\u80fd\u9700\u8981\u6784\u5efa\u66f4\u516c\u5e73\u53ef\u9760\u7684\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u6d88\u9664\u4e92\u8054\u7f51\u8bed\u6599\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u504f\u89c1\u6216\u504f\u5dee\uff0c\u540c\u65f6\u9700\u8981\u5177\u5907\u8f83\u5f3a\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u8fd9\u662f\u6211\u4eec\u672a\u6765\u9700\u8981\u5b9e\u73b0\u7684\u76ee\u6807\u3002<\/p>\n<p>\u7b2c\u4e09\uff0c\u4ece\u7406\u89e3\u5411\u8ba4\u77e5\u8f6c\u53d8\u3002\u4e4b\u524d\u6211\u4eec\u4e3b\u8981\u9884\u6d4b\u7528\u6237\u53ef\u80fd\u559c\u6b22\u6216\u4e0d\u559c\u6b22\u7684\u884c\u4e3a\uff0c\u800c\u672a\u6765\u53ef\u80fd\u4f1a\u8f6c\u5411\u8ba4\u77e5\u9884\u6d4b\uff0c\u5373\u63a2\u7a76\u5f53\u524d\u884c\u4e3a\u80cc\u540e\u7684\u903b\u8f91\uff0c\u5efa\u6a21\u7528\u6237\u80cc\u540e\u7684\u8ba4\u77e5\u6a21\u578b\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u53d1\u5c55\u65b9\u5411\uff0c\u4ee5\u7406\u89e3\u7528\u6237\u80cc\u540e\u7684\u6df1\u5c42\u6b21\u52a8\u673a\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4ece\u4ea7\u54c1\u5411\u751f\u6001\u8f6c\u53d8\u3002\u76ee\u524d\u6bcf\u4e2a\u4ea7\u54c1\u90fd\u6709\u81ea\u5df1\u7684\u72ec\u7acb\u9886\u57df\uff0c\u672a\u6765\u6211\u4eec\u53ef\u80fd\u8ba4\u4e3a\u9700\u8981\u6784\u5efa\u8de8\u5e73\u53f0\u7684\u63a8\u8350\u670d\u52a1\u751f\u6001\uff0c\u5c06\u6240\u6709\u63a8\u8350\u670d\u52a1\u6574\u5408\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u4e2a\u670d\u52a1\u751f\u6001\u3002\u8fd9\u81ea\u7136\u6d89\u53ca\u5230\u4eba\u5de5\u667a\u80fd\u3001\u5185\u5bb9\u7ba1\u63a7\u7b49\u76f8\u5173\u4e8b\u5b9c\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202412\/17\/6725218306ee975153239319d9de21bb253c84.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4ee5\u4e0a\u5c31\u662f\u672c\u6b21\u4ecb\u7ecd\u7684\u4e3b\u8981\u5185\u5bb9\uff0c\u8c22\u8c22\u5927\u5bb6\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e03\u3001Q&amp;A<\/h3>\n<p><strong>Q1\uff1a\u60a8\u597d\uff0c\u5173\u4e8e\u63a8\u8350\u7cfb\u7edf\u6a21\u578b\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u5408\uff0c\u6211\u6ce8\u610f\u5230\u60a8\u4e4b\u524d\u6709\u6240\u6d89\u53ca\u3002\u8bf7\u95ee\u8fd9\u79cd\u7ed3\u5408\u6700\u7ec8\u7684\u6a21\u578b\u662f\u7528\u4e8e CTR\uff08\u70b9\u51fb\u901a\u8fc7\u7387\uff09\u6a21\u578b\u8fd8\u662f\u751f\u6210\u5f0f\u6a21\u578b\uff1f\u4e0e\u60a8\u521a\u624d\u63d0\u5230\u7684 KAR \u76f8\u6bd4\uff0c\u5b83\u4e0e\u73b0\u6709\u7684 CTR \u63a8\u8350\u6a21\u578b\u662f\u5982\u4f55\u8054\u5408\u4f7f\u7528\u7684\uff1f\u56e0\u4e3a\u63a8\u8350\u6a21\u578b\u7684\u7a00\u758f\u8868\u548c\u5bc6\u96c6\u8868\u4e4b\u95f4\u7684\u5dee\u8ddd\u53ef\u80fd\u8fbe\u5230 4 \u4e2a\u6570\u91cf\u7ea7\uff0c\u751a\u81f3\u66f4\u591a\uff1f\u60a8\u662f\u5982\u4f55\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0e\u63a8\u8350\u6a21\u578b\u76f8\u7ed3\u5408\u7684\uff1f\u8fd9\u79cd\u7ed3\u5408\u7684\u6548\u679c\u4f3c\u4e4e\u8fd8\u4e0d\u9519\uff0c\u662f\u5417\uff1f<\/strong><\/p>\n<p>A1\uff1a\u76ee\u524d\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u6709\u5e94\u7528\u3002\u521a\u624d\u4ecb\u7ecd\u7684 KAR \u4ecd\u7136\u662f\u5728\u4f20\u7edf\u63a8\u8350\u6846\u67b6\u4e0b\u8fdb\u884c CTR \u9884\u4f30\u7684\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5b9e\u9645\u4e0a\u4f5c\u4e3a\u4e00\u4e2a\u7279\u5f81\u589e\u5f3a\u5668\u3002\u5b83\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u989d\u5916\u7684\u7279\u5f81\uff0c\u4f8b\u5982\u7b80\u5355\u5730\u7ed9\u7528\u6237\u6253\u6807\u6216\u63d0\u53d6\u4e00\u4e9b\u7269\u54c1\u7684\u989d\u5916\u6587\u672c\u7279\u5f81\uff0c\u7136\u540e\u6211\u4eec\u83b7\u5f97\u5d4c\u5165\u5411\u91cf\u3002\u6b63\u5982\u60a8\u63d0\u5230\u7684\uff0c\u5b83\u53ef\u80fd\u7684\u91cf\u7ea7\u8f83\u5927\uff0c\u56e0\u6b64\u6211\u4eec\u4f1a\u6d89\u53ca\u4e00\u4e2a\u9002\u914d\u5668\uff08Adapter\uff09\uff0c\u5c06\u9ad8\u7ef4\u6620\u5c04\u5230\u4f4e\u7ef4\uff0c\u6700\u7ec8\u53ef\u80fd\u4e0e\u63a8\u8350\u7cfb\u7edf\u4e2d\u5176\u4ed6\u7279\u5f81\u5177\u6709\u76f8\u540c\u7ef4\u5ea6\u7684\u8868\u5f81\u5411\u91cf\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3a\u6a21\u578b\u589e\u52a0\u4e86\u4e00\u4e9b\u989d\u5916\u7684\u7279\u5f81\uff0c\u7136\u540e\u76f4\u63a5\u8f93\u5165\u7ed9\u4f20\u7edf\u63a8\u8350\u6a21\u578b\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684\u601d\u8def\u3002<\/p>\n<p>\u6211\u4eec\u4e5f\u5728\u63a2\u7d22\u5927\u578b\u63a8\u8350\u6a21\u578b\u7684 scaling law\u3002\u76ee\u524d\u8fd8\u5728\u63a2\u7d22\u4e2d\uff0c\u6ca1\u6709\u5f97\u51fa\u660e\u786e\u7684\u7ed3\u8bba\uff0c\u81f3\u5c11\u6ca1\u6709\u83b7\u5f97\u975e\u5e38\u5927\u7684\u6b63\u5411\u6536\u76ca\u3002\u6211\u4e2a\u4eba\u5206\u6790\u53ef\u80fd\u4e0e\u6570\u636e\u5f3a\u76f8\u5173\u3002Meta \u7684\u6570\u636e\u53ef\u80fd\u4e3b\u8981\u662f\u81ea\u7136\u8bed\u8a00\uff0c\u4e14\u4f53\u91cf\u8f83\u5927\uff0c\u4f46\u6211\u4eec\u7684\u573a\u666f\u53ef\u80fd\u8f83\u4e3a\u7a00\u758f\uff0c\u56e0\u6b64\u53ef\u80fd\u96be\u4ee5\u6269\u5c55\u3002\u6211\u4eec\u4e5f\u5728\u63a2\u7d22\u662f\u5426\u53ef\u4ee5\u5c06\u6240\u6709\u63a8\u8350\u9886\u57df\u7684\u8bed\u6599\u4ee5\u67d0\u79cd\u5f62\u5f0f\u7edf\u4e00\u8d77\u6765\uff0c\u4f7f\u6574\u4e2a\u6570\u636e\u91cf\u6269\u5c55\u3002\u8fd9\u53ef\u80fd\u9700\u8981\u4e00\u79cd\u8f83\u597d\u7684\u7ec4\u7ec7\u5f62\u5f0f\uff0c\u6211\u4eec\u6b63\u5728\u63a2\u7d22\u3002\u6211\u4e2a\u4eba\u6301\u79ef\u6781\u6001\u5ea6\uff0c\u56e0\u4e3a\u8bad\u7ec3\u5927\u578b\u6a21\u578b\u7684\u4e24\u4e2a\u5173\u952e\u70b9\u662f\u6a21\u578b\u67b6\u6784\u548c\u6570\u636e\uff0c\u8fd9\u4e24\u4e2a\u6761\u4ef6\u6ee1\u8db3\u540e\uff0c\u6211\u4eec\u5e94\u8be5\u80fd\u591f\u6269\u5c55\u3002\u63a8\u8350\u7cfb\u7edf\u4e2d\u53ef\u80fd\u5e76\u975e Transformer \u662f\u6700\u4f18\u67b6\u6784\uff0c\u6211\u4eec\u53ef\u80fd\u8fd8\u6709\u4e00\u4e9b\u63a2\u7d22\u7a7a\u95f4\u3002\u53e6\u5916\uff0c\u6570\u636e\u65b9\u9762\uff0c\u6211\u4eec\u53ef\u80fd\u771f\u7684\u9700\u8981\u8de8\u5e73\u53f0\u3001\u8de8\u6a21\u6001\u5730\u6574\u5408\u8fd9\u4e9b\u6570\u636e\uff0c\u5f53\u6570\u636e\u91cf\u771f\u6b63\u4e0a\u53bb\u540e\uff0c\u6211\u8ba4\u4e3a\u8fd8\u662f\u6709\u53ef\u80fd\u5b66\u5230\u4e00\u4e9b\u6f5c\u5728\u7684\u5e95\u5c42\u903b\u8f91\u6216\u6a21\u5f0f\uff0c\u6240\u4ee5\u6211\u6301\u79ef\u6781\u6001\u5ea6\u3002\u8c22\u8c22\u60a8\u7684\u95ee\u9898\u3002<\/p>\n<p><strong>Q2\uff1a\u8bf7\u95ee\uff0c\u4e4b\u524d\u5728 PPT 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