\u5600\u5600\u5600\uff01\u4eca\u65e5\u4efd\u70ed\u70b9\u8ffd\u8e2a\u6765\u62a5\u9053\u5566\uff01\u672c\u6b21\u5c0f\u7f16\u4e3a\u5927\u5bb6\u5e26\u6765\u201c\u5f31\u5230\u5f3a\u6cdb\u5316\u201d\u7684\u70ed\u70b9\u8d44\u8baf\u5feb\u6765\u642c\u597d\u5c0f\u677f\u51f3\u4e00\u8d77\u4e86\u89e3\u5427~<\/p>\n<\/section>\n<\/section>\n

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\u672a\u6765\u8d85\u4eba\u7c7b\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5bf9\u9f50\uff08\u8d85\u7ea7\u5bf9\u9f50\uff09\u7684\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\u662f\uff0c<\/span>\u4eba\u7c7b\u9700\u8981\u76d1\u7763\u6bd4\u81ea\u5df1\u806a\u660e\u5f97\u591a\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002<\/span><\/strong>\u6211\u4eec\u7814\u7a76\u4e00\u4e2a\u7b80\u5355\u7684\u7c7b\u6bd4\uff1a\u5c0f\u6a21\u578b\u53ef\u4ee5\u76d1\u7763\u5927\u6a21\u578b\u5417\uff1f\u6211\u4eec\u7684\u7814\u7a76\u8868\u660e\uff0c<\/span>\u53ef\u4ee5\u4f7f\u7528 GPT-2 \u7ea7\u6a21\u578b\u6765\u6fc0\u53d1 GPT-4 \u7684\u5927\u90e8\u5206\u80fd\u529b\uff08\u63a5\u8fd1 GPT-3.5 \u7ea7\u7684\u6027\u80fd\uff09<\/strong><\/span>\uff0c\u751a\u81f3\u53ef\u4ee5\u6b63\u786e\u5730\u6982\u62ec\u51fa\u5c0f\u578b\u6a21\u578b\u65e0\u6cd5\u89e3\u51b3\u7684\u96be\u9898\u3002\u8fd9\u5f00\u8f9f\u4e86\u4e00\u4e2a\u65b0\u7684\u7814\u7a76\u65b9\u5411\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u76f4\u63a5\u5e94\u5bf9\u672a\u6765\u8d85\u4eba\u7c7b\u6a21\u578b\u5bf9\u9f50\u7684\u6838\u5fc3\u6311\u6218\uff0c\u540c\u65f6\u5728\u4eca\u5929\u53d6\u5f97\u8fed\u4ee3\u7684\u5b9e\u8bc1\u8fdb\u5c55\u3002<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n

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\u8d85\u7ea7\u5bf9\u9f50\u95ee\u9898<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u6211\u4eec\u76f8\u4fe1\uff0c\u8d85\u7ea7\u667a\u80fd\uff08\u6bd4\u4eba\u7c7b\u806a\u660e\u5f97\u591a\u7684\u4eba\u5de5\u667a\u80fd\uff09\u6709\u53ef\u80fd\u5728\u672a\u6765\u5341\u5e74\u5185\u5f00\u53d1\u51fa\u6765\u3002\u4f46\u6211\u4eec\u4ecd\u7136\u4e0d\u77e5\u9053\u5982\u4f55\u5bf9\u5b83\u8fdb\u884c\u53ef\u9760\u7684\u5f15\u5bfc\u548c\u63a7\u5236\u3002<\/span>\u8981\u786e\u4fdd\u672a\u6765\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4f9d\u7136\u5b89\u5168\u5e76\u9020\u798f\u4eba\u7c7b\uff0c\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u81f3\u5173\u91cd\u8981\u3002<\/span><\/p>\n
\u4eca\u5e74\u65e9\u4e9b\u65f6\u5019\uff0c\u6211\u4eec\u6210\u7acb\u4e86\u8d85\u7ea7\u5bf9\u9f50\u56e2\u961f<\/span><\/strong>\uff0c\u4ee5\u89e3\u51b3\u8d85\u7ea7\u667a\u80fd\u5bf9\u9f50\u8fd9\u4e00\u95ee\u9898\u3002\u4eca\u5929\uff0c\u6211\u4eec\u53d1\u5e03\u8be5\u56e2\u961f\u7684\u7b2c\u4e00\u7bc7\u8bba\u6587\uff0c\u4ecb\u7ecd\u5bf9\u8d85\u4eba\u7c7b\u6a21\u578b\u8fdb\u884c\u5b9e\u8bc1\u5bf9\u9f50\u7684\u65b0\u7814\u7a76\u65b9\u5411\u3002<\/span><\/p>\n
\u76ee\u524d\u7684\u5bf9\u9f50\u65b9\u6cd5\uff0c\u5982\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\uff0c\u90fd\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u7684\u76d1\u7763\u3002\u7136\u800c\uff0c\u672a\u6765\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5c06\u80fd\u591f\u505a\u51fa\u6781\u5176\u590d\u6742\u548c\u5bcc\u6709\u521b\u9020\u6027\u7684\u884c\u4e3a\uff0c\u4eba\u7c7b\u5c06\u5f88\u96be\u5bf9\u5176\u8fdb\u884c\u53ef\u9760\u7684\u76d1\u7763\u3002<\/span><\/strong><\/span>\u4f8b\u5982\uff0c\u8d85\u4eba\u7c7b\u6a21\u578b\u4e5f\u8bb8\u80fd\u7f16\u5199\u6570\u767e\u4e07\u884c\u65b0\u9896\u4f46\u5177\u6709\u6f5c\u5728\u5371\u9669\u7684\u8ba1\u7b97\u673a\u4ee3\u7801\uff0c\u5373\u4f7f\u662f\u4eba\u7c7b\u4e13\u5bb6\u4e5f\u5f88\u96be\u7406\u89e3\u8fd9\u4e9b\u4ee3\u7801\u3002<\/span><\/p>\n
\u76f8\u5bf9\u4e8e\u8d85\u4eba\u7c7b\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u4eba\u7c7b\u5c06\u6210\u4e3a\u201c\u5f31\u76d1\u7763\u8005\u201d\u3002\u8fd9\u662f AGI \u5bf9\u9f50\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\uff1a\u5f31\u76d1\u7763\u8005\u5982\u4f55\u624d\u80fd\u4fe1\u4efb\u5e76\u63a7\u5236\u5b9e\u8d28\u4e0a\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff1f<\/strong><\/span><\/span><\/p>\n
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\u6211\u4eec\u7684\u8bbe\u7f6e<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u4e3a\u4e86\u5728\u8fd9\u4e00\u6838\u5fc3\u6311\u6218\u4e0a\u53d6\u5f97\u8fdb\u5c55\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u6211\u4eec\u4eca\u5929\u53ef\u4ee5\u8fdb\u884c\u5b9e\u8bc1\u7814\u7a76\u7684\u7c7b\u6bd4\uff1a<\/span>\u80fd\u5426\u7528\u4e00\u4e2a\u8f83\u5c0f\u7684\uff08\u80fd\u529b\u8f83\u5f31\u7684\uff09\u6a21\u578b\u6765\u76d1\u7763\u4e00\u4e2a\u8f83\u5927\u7684\uff08\u80fd\u529b\u8f83\u5f3a\u7684\uff09\u6a21\u578b\uff1f<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
$\"b41f38ea61735bb41c5a4b6b390259e9.png\"$ <\/p>\n<\/section>\n
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\u8d85\u7ea7\u5bf9\u9f50\u7684\u7b80\u5355\u7c7b\u6bd4<\/span><\/p>\n
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\u5728\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u4e2d\uff0c\u4eba\u7c7b\u76d1\u7763\u6bd4\u81ea\u5df1\u5f31\u5c0f\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff08\u56fe\u5de6\uff09\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u4e3a\u4e86\u5411\u8d85\u7ea7\u667a\u80fd\u770b\u9f50\uff0c\u4eba\u7c7b\u5c06\u9700\u8981\u76d1\u7763\u6bd4\u81ea\u5df1\u66f4\u667a\u80fd\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff08\u56fe\u4e2d\uff09\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u6211\u4eec\u4eca\u5929\u65e0\u6cd5\u76f4\u63a5\u7814\u7a76\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u7814\u7a76\u4e00\u4e2a\u7b80\u5355\u7684\u7c7b\u6bd4\uff1a\u5c0f\u6a21\u578b\u80fd\u5426\u76d1\u7763\u66f4\u5927\u7684\u6a21\u578b\uff08\u56fe\u53f3\uff09\uff1f<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u6211\u4eec\u53ef\u80fd\u4e0d\u4f1a\u5929\u771f\u5730\u671f\u671b\u4e00\u4e2a\u5f3a\u6a21\u578b\u6bd4\u4e3a\u5176\u63d0\u4f9b\u8bad\u7ec3\u4fe1\u53f7\u7684\u5f31\u76d1\u7763\u8005\u8868\u73b0\u5f97\u66f4\u597d\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5b66\u4f1a\u4e86\u6a21\u4eff\u5f31\u76d1\u7763\u8005\u6240\u72af\u7684\u6240\u6709\u9519\u8bef\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5f3a\u5927\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u5177\u6709\u51fa\u8272\u7684\u539f\u59cb\u80fd\u529b\uff1a<\/span>\u6211\u4eec\u4e0d\u9700\u8981\u4ece\u5934\u5f00\u59cb\u6559\u5b83\u4eec\u65b0\u4efb\u52a1\uff0c\u53ea\u9700\u8981\u6fc0\u53d1\u5b83\u4eec\u7684\u6f5c\u5728\u77e5\u8bc6\u3002<\/span>\u90a3\u4e48\uff0c\u5173\u952e\u95ee\u9898\u662f\uff1a<\/span>\u5f3a\u6a21\u578b\u662f\u5426\u4f1a\u6839\u636e\u5f31\u76d1\u7763\u8005\u7684\u57fa\u672c\u610f\u56fe\u8fdb\u884c\u6cdb\u5316<\/strong><\/span>\u2014\u2014\u5373\u4f7f\u5bf9\u4e8e\u5f31\u76d1\u7763\u8005\u53ea\u80fd\u63d0\u4f9b\u4e0d\u5b8c\u6574\u6216\u6709\u7f3a\u9677\u7684\u8bad\u7ec3\u6807\u7b7e\u7684\u96be\u9898\uff0c\u4e5f\u80fd\u5145\u5206\u5229\u7528\u5176\u5168\u90e8\u80fd\u529b\u6765\u89e3\u51b3\u4efb\u52a1\uff1f<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u56fe\u8868<\/strong>\u00a0= \u8fd0\u884c\u65f6\u9519\u8bef\uff1a\u65e0\u6cd5\u52a0\u8f7d\u6a21\u5757<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u8de8 NLP \u57fa\u51c6\u7684\u5178\u578b\u5f31\u5230\u5f3a\u6cdb\u5316\uff1a<\/strong>\u6211\u4eec\u4f7f\u7528 GPT-2 \u7ea7\u6a21\u578b\u4f5c\u4e3a\u5f31\u76d1\u7763\u5668\uff0c\u5bf9 GPT-4 \u8fdb\u884c\u5fae\u8c03\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u90fd\u80fd\u5927\u5927\u63d0\u9ad8\u6cdb\u5316\u6c34\u5e73\u3002\u6211\u4eec\u91c7\u7528\u4e00\u79cd\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u9f13\u52b1\u5f3a\u6a21\u578b\u66f4\u52a0\u81ea\u4fe1\uff0c\u5305\u62ec\u5728\u5fc5\u8981\u65f6\u81ea\u4fe1\u5730\u5bf9\u5f31\u76d1\u7763\u8005\u63d0\u51fa\u4e0d\u540c\u610f\u89c1\u3002\u5f53\u6211\u4eec\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u5728 NLP \u4efb\u52a1\u4e2d\u7528 GPT-2 \u7ea7\u6a21\u578b\u76d1\u7763 GPT-4\uff0c\u5f97\u5230\u7684\u6a21\u578b\u6027\u80fd\u901a\u5e38\u4ecb\u4e8e GPT-3 \u548c GPT-3.5 \u4e4b\u95f4\u3002\u6211\u4eec\u80fd\u591f\u6062\u590d GPT-4 \u7684\u5927\u90e8\u5206\u529f\u80fd\uff0c\u53ea\u662f\u76d1\u7ba1\u529b\u5ea6\u8981\u5f31\u5f97\u591a\u3002<\/span><\/p>\n
\u8fd9\u79cd\u65b9\u6cd5\u53ea\u662f\u4e00\u79cd\u6982\u5ff5\u9a8c\u8bc1<\/span><\/strong>\uff0c\u6709\u4e00\u4e9b\u91cd\u8981\u7684\u5c40\u9650\u6027<\/strong>\uff0c\u4f8b\u5982\uff0c\u5b83\u4ecd\u7136\u4e0d\u80fd\u7528\u4e8e ChatGPT \u504f\u597d\u6570\u636e\u3002<\/span>\u4e0d\u8fc7\uff0c\u6211\u4eec\u4e5f\u53d1\u73b0\u5176\u4ed6\u65b9\u6cd5\u4e5f\u5177\u6709\u751f\u547d\u529b\uff0c\u5982\u6700\u4f73\u65e9\u671f\u505c\u6b62\u548c\u4ece\u5c0f\u578b\u5230\u4e2d\u578b\u518d\u5230\u5927\u578b\u6a21\u578b\u7684\u6b65\u6b65\u5f15\u5bfc\u3002<\/span><\/p>\n<\/section>\n
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\u603b\u4e4b\uff0c\u6211\u4eec\u7684\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff1a<\/span><\/strong><\/span><\/p>\n
(1)<\/strong>\u00a0<\/span>\u6734\u7d20\u7684\u4eba\u7c7b\u76d1\u7763\uff0c\u4f8b\u5982\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\uff0c\u5728\u6ca1\u6709\u8fdb\u4e00\u6b65\u5de5\u4f5c\u7684\u60c5\u51b5\u4e0b\u5f88\u96be\u6269\u5c55\u5230\u8d85\u4eba\u7c7b\u6a21\u578b\uff0c\u4f46\u00a0(2)\u00a0<\/span><\/strong><\/span>\u5927\u5e45\u63d0\u9ad8\u5f31\u5230\u5f3a\u6cdb\u5316\u80fd\u529b\u662f\u53ef\u884c\u7684\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u4f5c\u8005\uff1aCollin Burns\u7b49\u4eba<\/span><\/p>\n
\u00a0\uff08\u539f\u6587\u7f51\u5740\uff1ahttps:\/\/openai.com\/research\/weak-to-strong-generalization\uff09<\/span><\/p>\n
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“<\/section>\n
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– END –<\/span><\/strong><\/span><\/p>\n
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\u63a8\u6587\u7f16\u8f91\uff1a\u5218\u827a\u806a<\/span><\/section>\n<\/section>\n<\/section>\n","protected":false},"excerpt":{"rendered":"
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