{"id":3604,"date":"2023-09-11T09:37:03","date_gmt":"2023-09-11T01:37:03","guid":{"rendered":""},"modified":"2023-09-11T09:37:03","modified_gmt":"2023-09-11T01:37:03","slug":"","status":"publish","type":"post","link":"http:\/\/www.idea2003.com\/dongtai\/3604.html","title":{"rendered":"\u6570\u636e\u6807\u6ce8\u5458\u4ec0\u4e48\u65f6\u5019\u4f1a\u88abAI\u66ff\u4ee3\uff1f\u8c37\u6b4c\uff1a\u73b0\u5728\u5c31\u884c"},"content":{"rendered":"
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\u4f3c\u4e4e\u81eaChatGPT\u8fdb\u5165\u5927\u4f17\u89c6\u91ce\u8d77\uff0c\u9700\u8981\u4f9d\u9760\u4eba\u5de5\u8fdb\u884c\u6570\u636e\u6807\u6ce8\uff0c\u5c31\u6210\u4e3a\u4eba\u4eec\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6839\u6df1\u8482\u56fa\u7684\u5370\u8c61\u4e4b\u4e00\u3002<\/p>\n

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\u8fd9\u4e2a\u8fc7\u7a0b\u88ab\u53eb\u505aRLHF\uff08Reinforcement Learning from Human Feedback\uff09\uff0c\u5373\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u3002RLHF\u4e5f\u662f\u88abChatGPT\u3001Bard\u548cLLaMA\u7b49\u65b0\u5174\u5927\u6a21\u578b\u5e26\u706b\u7684\u6a21\u578b\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5b83\u6700\u5927<\/span>\u7684\u597d\u5904\u5c31\u5728\u4e8e\u80fd\u591f\u5c06\u6a21\u578b\u548c\u4eba\u7c7b\u7684\u504f\u597d\u5bf9\u9f50\uff0c\u8ba9\u5927\u6a21\u578b\u7ed9\u51fa\u66f4\u7b26\u5408\u4eba\u7c7b\u8868\u8fbe\u4e60\u60ef\u7684\u56de\u7b54\u3002<\/p>\n

\u4e0d\u8fc7\u6700\u8fd1\u53d1\u5e03\u5728arXiv\u7684\u4e00\u4efd\u8bba\u6587\u8868\u660e\uff0c\u8fd9\u4efd\u770b\u8d77\u6765\u53ea\u6709\u4eba\u7c7b\u80fd\u505a\u7684\u5de5\u4f5c\uff0c\u4e5f\u80fd\u88abAI\u53d6\u4ee3\uff01<\/p>\n

\n

\n<\/figure>\n

AI\u4e5f\u53d6\u4ee3\u4e86RLHF\u4e2d\u7684\u201cH\u201d\uff0c\u8bde\u751f\u4e86\u4e00\u79cd\u53eb\u505a\u201cRLAIF\u201d\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n

\u8fd9\u4efd\u7531\u8c37\u6b4c\u7814\u7a76\u56e2\u961f\u53d1\u5e03\u7684\u8bba\u6587\u663e\u793a\uff0cRLAIF\u80fd\u591f\u5728\u4e0d\u4f9d\u8d56\u6570\u636e\u6807\u6ce8\u5458\u7684\u60c5\u51b5\u4e0b\uff0c\u8868\u73b0\u51fa\u80fd\u591f\u4e0eRLHF\u76f8\u5ab2\u7f8e\u7684\u8bad\u7ec3\u7ed3\u679c\u2014\u2014<\/p>\n

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\n

\n

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\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u8c37\u6b4c\u7684\u8fd9\u7bc7\u8bba\u6587\u4e5f\u662f\u7b2c\u4e00<\/span>\u4e2a\u8bc1\u660e\u4e86RLAIF\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u80fd\u591f\u4ea7\u751f\u4e0eRLHF\u76f8\u5f53\u7684\u8bad\u7ec3\u6548\u679c\u7684\u7814\u7a76\u3002<\/p>\n

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<\/figure>\n<\/p>\n

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<\/figure>\n<\/p>\n

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\u4e0b\u9762\u7684\u8868\u683c\u6bd4\u8f83\u5b8c\u6574\u5730\u5c55\u793a\u4e86RLAIF\u65b9\u6cd5\u7684\u8f93\u5165\u7ed3\u6784\uff1a<\/p>\n

<\/figure>\n<\/p>\n

\u9996\u5148\u662f\u5e8f\u8a00\uff08Preamble\uff09\uff0c\u7528\u6765\u4ecb\u7ecd\u548c\u63cf\u8ff0\u624b\u5934\u4efb\u52a1\u7684\u8bf4\u660e\u3002\u6bd4\u5982\u63cf\u8ff0\u8bf4\uff0c\u597d\u7684\u6458\u8981\u662f\u4e00\u6bb5\u8f83\u77ed\u7684\u6587\u5b57\uff0c\u5177\u6709\u539f\u6587\u7684\u7cbe\u9ad3\u2026\u7ed9\u5b9a\u4e00\u6bb5\u6587\u672c\u548c\u4e24\u4e2a\u53ef\u80fd\u7684\u6458\u8981\uff0c\u8f93\u51fa 1 \u6216 2 \u6765\u6307\u793a\u54ea\u4e2a\u6458\u8981\u6700\u7b26\u5408<\/span>\u4e0a\u8ff0\u5b9a\u4e49\u7684\u8fde\u8d2f\u6027\u3001\u51c6\u786e\u6027\u3001\u8986\u76d6\u8303\u56f4\u548c\u6574\u4f53\u8d28\u91cf\u3002<\/p>\n

\u5176\u6b21\u662f\u6837\u672c\u793a\u4f8b\uff081-Shot Exemplar\uff09\u3002\u6bd4\u5982\u7ed9\u5230\u4e00\u6bb5\u201c\u6211\u4eec\u66fe\u662f\u8d85\u8fc7\u56db\u5e74\u7684\u597d\u670b\u53cb\u2026\u2026\u201d\u7684\u6587\u672c\uff0c\u63a5\u7740\u7ed9\u5230\u4e24\u4e2a\u6458\u8981\uff0c\u4ee5\u53ca\u201c\u6458\u8981 1 \u66f4\u597d\u201d\u7684\u504f\u597d\u5224\u65ad\uff0c\u8ba9AI\u5b66\u7740\u8fd9\u4e2a\u793a\u4f8b\u5bf9\u63a5\u4e0b\u6765\u7684\u6837\u672c\u505a\u6807\u6ce8\u3002<\/p>\n

\u518d\u8005\u5c31\u662f\u7ed9\u51fa\u6240\u8981\u6807\u6ce8\u7684\u6837\u672c\uff08Sample to Annotate\uff09\uff0c\u5305\u62ec\u4e00\u6bb5\u6587\u672c\u548c\u4e00\u5bf9\u9700\u8981\u6807\u8bb0\u7684\u6458\u8981\u3002<\/p>\n

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<\/figure>\n<\/p>\n

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<\/figure>\n<\/p>\n

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<\/figure>\n<\/p>\n

\u5c3d\u7ba1\u5982\u6b64\uff0cRLAIF\u548cRLHF\u6574\u4f53\u6765\u8bf4\u751f\u6210\u9ad8\u8d28\u91cf\u6458\u8981\u7684\u80fd\u529b\u8fd8\u662f\u65d7\u9f13\u76f8\u5f53\u7684\u3002<\/p>\n

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<\/figure>\n<\/p>\n

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<\/figure>\n<\/p>\n

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