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\u4eba\u5de5\u667a\u80fd\u6570\u636e\u5df2\u6210\u4e3a\u516c\u53f8\u8bad\u7ec3\u65b0\u6a21\u578b\u7684\u5b9d\u8d35\u8d44\u6e90\u3002\u968f\u7740\u8bb8\u591a\u516c\u5f00\u6570\u636e\u6e90\u8fc5\u901f\u67af\u7aed\uff0c\u4f01\u4e1a\u5f00\u59cb\u8f6c\u5411\u53d7\u9690\u79c1\u6cd5\u4fdd\u62a4\u7684\u79c1\u4eba\u6570\u636e\u96c6\u3002\u4e3a\u4e86\u63a9\u62a4\u81ea\u5df1\uff0c\u8fd9\u4e9b\u516c\u53f8\u5728\u9690\u79c1\u58f0\u660e\u4e2d\u52a0\u5165\u4e86\u4e00\u4e9b\u5c0f\u6539\u52a8\uff0c\u5141\u8bb8\u4ed6\u4eec\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u4f7f\u7528\u6570\u636e<\/span><\/p>\n

Meta\u53d1\u5e03LLM\u7f16\u8bd1\u5668 \u79f0\u5c06\u6539\u53d8\u6211\u4eec\u7684\u7f16\u7a0b\u65b9\u5f0f<\/span><\/p>\n

Meta\u53d1\u5e03\u4e86Meta \u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7f16\u8bd1\u5668\uff0c\u8fd9\u662f\u4e00\u5957\u5f3a\u5927\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u65e8\u5728\u4f18\u5316\u4ee3\u7801\u5e76\u5f7b\u5e95\u6539\u53d8\u7f16\u8bd1\u5668\u8bbe\u8ba1\u3002\u8fd9\u9879\u521b\u65b0\u6709\u671b\u6539\u53d8\u5f00\u53d1\u4eba\u5458\u4f18\u5316\u4ee3\u7801\u7684\u65b9\u5f0f\uff0c\u4f7f\u4ee3\u7801\u4f18\u5316\u66f4\u5feb\u3001\u66f4\u9ad8\u6548\u3001\u66f4\u5177\u6210\u672c\u6548\u76ca<\/span><\/p>\n

\u63a2\u6d4b\u706b\u661f\u5730\u9707\u662f\u53d1\u73b0\u706b\u661f\u5730\u4e0b\u6df1\u5904\u9690\u85cf\u6c34\u7684\u65b0\u65b9\u6cd5<\/span><\/p>\n

\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5dde\u7acb\u5927\u5b66\u7684\u79d1\u5b66\u5bb6\u4eec\u6b63\u5728\u7814\u7a76\u5229\u7528\u706b\u661f\u5730\u9707\u4ea7\u751f\u7684\u5730\u9707\u7535\u6ce2\u4fe1\u53f7\u6765\u8bc6\u522b\u706b\u661f\u6df1\u5c42\u5730\u4e0b\u6c34\u3002\u8fd9\u9879\u6280\u672f\u4ee5\u63a2\u6d4b\u5730\u9707\u6ce2\u4ea7\u751f\u7684\u7535\u78c1\u573a\u4e3a\u57fa\u7840\uff0c\u53ef\u4ee5\u4e3a\u4e86\u89e3\u706b\u661f\u542b\u6c34\u5c42\u548c\u6c34\u7684\u5206\u5e03\u63d0\u4f9b\u65b0\u7684\u89c6\u89d2<\/span><\/p>\n

\u65b0\u6570\u636e\u5bf9\u51e0\u5341\u5e74\u524d\u7684\u6d77\u6c34\u4e0a\u5347\u6d41\u79d1\u5b66\u7406\u8bba\u63d0\u51fa\u6311\u6218<\/span><\/p>\n

\u52a0\u5dde\u5927\u5b66\u5723\u8fed\u6208\u5206\u6821\u65af\u514b\u91cc\u666e\u65af\u6d77\u6d0b\u7814\u7a76\u6240\u7684\u7814\u7a76\u4eba\u5458\u9996\u6b21\u5e26\u9886\u4e00\u4e2a\u56fd\u9645\u56e2\u961f\uff0c\u901a\u8fc7\u5927\u897f\u6d0b\u6d77\u5e95\u5ce1\u8c37\u659c\u5761\u4e0a\u7684\u6e4d\u6d41\u6df7\u5408\uff0c\u76f4\u63a5\u6d4b\u91cf\u4e86\u6df1\u5c42\u51b7\u6c34\u7684\u4e0a\u6d8c\u60c5\u51b5\u3002\u7814\u7a76\u4eba\u5458\u89c2\u6d4b\u5230\u7684\u4e0a\u5347\u6d41\u901f\u5ea6\u662f\u5df2\u6545\u8457\u540d\u6d77\u6d0b\u5b66\u5bb6\u6c83\u5c14\u7279-\u8499\u514b\u5728 20 \u4e16\u7eaa 60 \u5e74\u4ee3\u9884\u6d4b\u7684\u5168\u7403\u5e73\u5747\u901f\u5ea6\u7684 1 \u4e07\u500d\u4ee5\u4e0a<\/span><\/p>\n

\u9668\u77f3\u5927\u7206\u70b8\uff1aNASA InSight \u7684\u5730\u9707\u6570\u636e\u5982\u4f55\u6539\u5199\u706b\u661f\u5386\u53f2<\/span><\/p>\n

\u5730\u9707\u4fe1\u53f7\u8868\u660e\uff0c\u706b\u661f\u6bcf\u5e74\u4f1a\u88ab\u5927\u7ea6 300 \u9897\u7bee\u7403\u5927\u5c0f\u7684\u9668\u77f3\u649e\u51fb\uff0c\u8fd9\u4e3a\u786e\u5b9a\u884c\u661f\u8868\u9762\u7684\u5e74\u4ee3\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u5de5\u5177\u3002\u53c2\u4e0e\u7f8e\u56fd\u56fd\u5bb6\u822a\u7a7a\u822a\u5929\u5c40\uff08NASA\uff09”\u6d1e\u5bdf\u8005”\uff08InSight\uff09\u4efb\u52a1\u7684\u79d1\u5b66\u5bb6\u53d1\u73b0\uff0c\u706b\u661f\u906d\u53d7\u7684\u9668\u77f3\u649e\u51fb\u8fdc\u6bd4\u4ee5\u524d\u60f3\u8c61\u7684\u8981\u591a\uff0c\u6bcf\u5e74\u906d\u53d7\u7684\u91cd\u5927\u649e\u51fb\u6b21\u6570\u4ece280\u6b21\u5230360\u6b21\u4e0d\u7b49<\/span><\/p>\n

\u5fae\u8f6f\u524d\u96c7\u5458\u88ab\u63a7\u76d7\u7a83 Geisinger \u903e\u767e\u4e07\u75c5\u4eba\u6570\u636e<\/span><\/p>\n

\u7f8e\u56fd\u533b\u7597\u536b\u751f\u5de8\u5934 Geisinger \u62ab\u9732\u4e86\u53d1\u751f\u5728\u53bb\u5e74 11 \u6708\u7684\u75c5\u4eba\u6570\u636e\u88ab\u76d7\u4e8b\u6545\uff1a\u5fae\u8f6f\u65d7\u4e0b\u7684 Nuance Communications \u662f Geisinger \u7684 IT \u670d\u52a1\u5546\uff0c\u8be5\u516c\u53f8\u5728\u89e3\u96c7\u4e86\u4e00\u540d\u5458\u5de5\u4e4b\u540e\u672a\u53ca\u65f6\u5207\u65ad\u8be5\u5458\u5de5\u7684\u8bbf\u95ee\u6743\u9650\u3002\u8be5\u5458\u5de5\u5728\u4e24\u5929\u4e4b\u540e\u5229\u7528\u5176\u8bbf\u95ee\u6743\u9650\u7a83\u53d6\u4e86\u5927\u91cf\u75c5\u4eba\u7684\u654f\u611f\u6570\u636e\uff0c\u5176\u52a8\u673a\u5c1a\u4e0d\u6e05\u695a\u3002Geisinger \u662f\u5728 11 \u6708 29 \u65e5\u63a2\u6d4b\u5230\u975e\u6cd5\u8bbf\u95ee\uff0c\u5b83\u901a\u77e5\u4e86 Nuance\uff0c\u540e\u8005\u968f\u540e\u8fc5\u901f\u5207\u65ad\u4e86\u8bbf\u95ee\u3002\u8fd9\u540d\u524d\u5458\u5de5\u5df2\u7ecf\u88ab\u6355\uff0c\u4ed6\u53ef\u80fd\u7a83\u53d6\u4e86\u903e\u767e\u4e07\u75c5\u4eba\u7684\u4fe1\u606f\uff0c\u5176\u4e2d\u5305\u62ec\u51fa\u751f\u65e5\u671f\u3001\u5730\u5740\u3001\u5165\u9662\u548c\u51fa\u9662\u8bb0\u5f55\u3001\u4eba\u53e3\u7279\u5f81\u4fe1\u606f\u548c\u5176\u5b83\u533b\u7597\u6570\u636e\u3002Geisinger \u8868\u793a\u8d22\u52a1\u76f8\u5173\u7684\u4fe1\u606f\u6ca1\u6709\u88ab\u76d7<\/span><\/p>\n

Paul Allen \u7684\u8ba1\u7b97\u673a\u535a\u7269\u9986\u5173\u95ed\uff0c\u85cf\u54c1\u5c06\u62cd\u5356<\/span><\/p>\n

\u5fae\u8f6f\u5df2\u6545\u8054\u5408\u521b\u59cb\u4eba\u4fdd\u7f57\u00b7\u827e\u4f26(Paul Allen\uff09\u7684\u8ba1\u7b97\u673a\u535a\u7269\u9986 Living Computers: Museum + Labs \u5c06\u6c38\u4e45\u6027\u5173\u95ed\uff0c\u5176\u85cf\u54c1\u5c06\u7531\u4f73\u58eb\u5f97\u62cd\u5356\uff0c\u6240\u6709\u6536\u76ca\u5c06\u6350\u8d60\u7ed9\u6148\u5584\u673a\u6784\u3002\u535a\u7269\u9986\u4e8e 2020 \u5e74 2 \u6708\u56e0\u65b0\u51a0\u75ab\u60c5\u800c\u5173\u95ed\uff0c\u6700\u521d\u88ab\u8ba4\u4e3a\u662f\u4e34\u65f6\u6027\u7684\uff0c\u5982\u4eca\u53d8\u6210\u4e86\u6c38\u4e45\u6027\u3002\u5b83\u662f\u5728 2012 \u5e74\u7531\u827e\u4f26\u521b\u529e\uff0c\u6536\u85cf\u4e86\u5927\u91cf\u53e4\u8463\u8ba1\u7b97\u673a\u4ea7\u54c1\uff0c\u6b64\u5916\u8fd8\u6709\u5f88\u591a\u5177\u6709\u5386\u53f2\u610f\u4e49\u7684\u85cf\u54c1\uff0c\u5176\u4e2d\u6700\u4ee4\u4eba\u77a9\u76ee\u7684\u5305\u62ec\uff1a1971 \u5e74 DEC \u65e9\u671f\u8ba1\u7b97\u673a PDP-10\uff1b\u7231\u56e0\u65af\u5766\u5728 1939 \u5e74\u7ed9\u7f57\u65af\u798f\uff08Franklin Roosevelt\uff09\u7684\u4fe1\uff0c\u5176\u4e2d\u63d0\u53ca\u5fb7\u56fd\u53ef\u80fd\u5728\u7814\u53d1\u539f\u5b50\u5f39\uff1bEd White \u6267\u884c\u9996\u6b21\u592a\u7a7a\u884c\u8d70\u4efb\u52a1\u65f6\u7a7f\u7684\u5b87\u822a\u670d\u3002\u6700\u6709\u4ef7\u503c\u7684\u85cf\u54c1\u662f\u7231\u56e0\u65af\u5766\u7684\u4fe1\uff0c\u5176\u4f30\u503c\u5728 4-600 \u4e07\u7f8e\u5143\u4e4b\u95f4<\/span><\/p>\n

\u6e38\u620f\u5e2e\u52a9\u5e74\u8f7b\u4eba\u5e94\u5bf9\u5b66\u4e1a\u538b\u529b<\/span><\/p>\n

\u53d1\u8868\u5728\u300aDeviant Behavior\u300b\u671f\u520a\u4e0a\u7684\u4e00\u9879\u7814\u7a76\u53d1\u73b0\uff0c\u5b66\u4e1a\u538b\u529b\u548c\u9752\u5c11\u5e74\u6e38\u620f\u4f7f\u7528\u589e\u52a0\u663e\u8457\u76f8\u5173\u3002\u7535\u5b50\u6e38\u620f\u662f\u6700\u6d41\u884c\u7684\u5a31\u4e50\u5f62\u5f0f\u4e4b\u4e00\uff0c\u5168\u4e16\u754c\u6709\u903e 25 \u4ebf\u4eba\u73a9\u6e38\u620f\u3002\u6e38\u620f\u7684\u6d41\u884c\u4e5f\u5f15\u53d1\u4e86\u4eba\u4eec\u5bf9\u9752\u5c11\u5e74\u6e38\u620f\u4e0a\u763e\u7684\u62c5\u5fe7\u3002\u8fd9\u9879\u7814\u7a76\u4f7f\u7528\u4e86\u6765\u81ea\u97e9\u56fd\u7684\u73a9\u5bb6\u6570\u636e\uff0c\u6d89\u53ca 801 \u540d\u9752\u5c11\u5e74\uff0c\u5176\u5e74\u9f84\u5728 10-16 \u5c81\u4e4b\u95f4\uff0c\u65f6\u95f4\u8de8\u5ea6\u4ece <\/span>2014-2018<\/span> \u5e74\u3002\u7814\u7a76\u9488\u5bf9\u4e86\u4e24\u79cd\u9752\u5c11\u5e74\u9762\u4e34\u7684\u538b\u529b\uff1a\u5b66\u4e1a\u538b\u529b\u548c\u540c\u4faa\u538b\u529b\u3002\u7ed3\u679c\u8868\u660e\uff0c\u5b66\u4e1a\u538b\u529b\u4e0e\u6e38\u620f\u4f7f\u7528\u589e\u52a0\u663e\u8457\u76f8\u5173\uff0c\u5b66\u4e1a\u538b\u529b\u8f83\u9ad8\u7684\u9752\u5c11\u5e74\u66f4\u53ef\u80fd\u6c89\u8ff7\u4e8e\u6e38\u620f\u3002\u6e38\u620f\u80fd\u529b\u8f83\u5f3a\u7684\u9752\u5c11\u5e74\u66f4\u53ef\u80fd\u5c06\u6e38\u620f\u4f5c\u4e3a\u4e00\u79cd\u5e94\u5bf9\u5b66\u4e1a\u538b\u529b\u7684\u673a\u5236<\/span><\/p>\n

OpenAI \u7528\u65b0\u6a21\u578b CriticGPT \u8bc6\u522b GPT-4 \u7684\u4ee3\u7801\u9519\u8bef<\/span><\/p>\n

OpenAI \u7814\u7a76\u4eba\u5458\u900f\u9732\u4e86\u4e00\u79cd\u65b0\u6a21\u578b CriticGPT\uff0c\u8bbe\u8ba1\u8bc6\u522b GPT-4 \u6240\u751f\u6210\u7684\u4ee3\u7801\u4e2d\u7684\u9519\u8bef\u3002CriticGPT \u4f7f\u7528\u4e86\u4eba\u7c7b\u53cd\u9988\u4e2d\u5f3a\u5316\u5b66\u4e60(Reinforcement Learning from Human Feedback \u6216 RLHF) \u53bb\u589e\u5f3a AI \u7cfb\u7edf\uff0c\u5b83\u4f5c\u4e3a AI \u52a9\u624b\u5e2e\u52a9\u4eba\u7c7b\u5ba1\u67e5 ChatGPT \u751f\u6210\u7684\u4ee3\u7801\u3002\u5b83\u5206\u6790 AI \u751f\u6210\u7684\u4ee3\u7801\u7136\u540e\u6307\u51fa\u53ef\u80fd\u7684\u9519\u8bef\uff0c\u5e2e\u52a9\u4eba\u7c7b\u66f4\u5bb9\u6613\u8bc6\u522b\u53ef\u80fd\u4f1a\u5ffd\u89c6\u7684 bug\u3002\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u6545\u610f\u5728\u4ee3\u7801\u4e2d\u52a0\u5165 bug \u53bb\u8bad\u7ec3 CriticGPT \u8bc6\u522b\u548c\u6807\u8bb0\u4ee3\u7801\u4e2d\u7684\u5404\u79cd bug<\/span><\/p>\n

\u5b55\u671f\u996e\u98df\u5b89\u5168\u5417\uff1f\u5173\u4e8e\u98df\u7528\u9c7c\u7c7b\u548c\u6c5e\u7684\u6700\u65b0\u7814\u7a76<\/span><\/p>\n

\u6700\u8fd1\u7684\u4e00\u9879\u7814\u7a76\u5efa\u7acb\u4e86\u4e00\u4e2a\u65b0\u6a21\u578b\uff0c\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u5b55\u671f\u98df\u7528\u9c7c\u7c7b\u4e0e\u513f\u7ae5\u795e\u7ecf\u53d1\u80b2\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002\u8be5\u6a21\u578b\u6e90\u81ea\u65b0\u8d1d\u5fb7\u798f\u5fb7\u961f\u5217\uff0c\u540c\u65f6\u8003\u8651\u4e86\u6c5e\u542b\u91cf\u548c\u9c7c\u7c7b\u7684\u8425\u517b\u4ef7\u503c\uff0c\u4e3a\u5b55\u5987\u63d0\u4f9b\u4e86\u66f4\u660e\u786e\u7684\u6307\u5bfc\u3002<\/span><\/p>\n

\u8ddf\u7740\u9886\u5934\u9e1f\u98de\u80fd\u8282\u7701\u591a\u8fbe\u56db\u5206\u4e4b\u4e00\u7684\u80fd\u91cf<\/span><\/p>\n

\u79d1\u5b66\u5bb6\u9996\u6b21\u5bf9\u9e1f\u7c7b\u98de\u884c\u6240\u9700\u80fd\u91cf\u8fdb\u884c\u4e86\u76f4\u63a5\u6d4b\u91cf\uff0c\u8bc1\u5b9e\u4e86\u957f\u671f\u4ee5\u6765\u7684\u731c\u6d4b\uff1a\u8ddf\u7740\u9886\u5934\u9e1f\u98de\u80fd\u8282\u7701\u591a\u8fbe\u56db\u5206\u4e4b\u4e00\u7684\u80fd\u91cf\u3002\u6d4b\u91cf\u5bf9\u8c61\u662f\u6b27\u6d32\u690b\u9e1f\uff0c\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u4e86\u4f4d\u4e8e\u5e03\u6717\u5927\u5b66\u7684\u52a8\u7269\u98de\u884c\u98ce\u6d1e\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u5f53\u4e00\u53ea\u690b\u9e1f\u5728\u5927\u90e8\u5206\u98de\u884c\u65f6\u95f4\u5904\u4e8e\u201c\u8ddf\u968f\u8005\u201d\u4f4d\u7f6e\u65f6\uff0c\u5b83\u6d88\u8017\u7684\u80fd\u91cf\u6bd4\u5355\u72ec\u98de\u884c\u65f6\u5c11 25%\u3002\u5355\u72ec\u98de\u884c\u65f6\u80fd\u6548\u6700\u9ad8\u7684\u9e1f\u5728\u4e0e\u5176\u5b83\u9e1f\u7c7b\u4e00\u8d77\u98de\u884c\u65f6\u66f4\u53ef\u80fd\u626e\u6f14\u201c\u9886\u98de\u8005\u201d\u7684\u89d2\u8272\u3002\u7814\u7a76\u4eba\u5458\u8868\u793a\uff0c\u8fd9\u79cd\u5dee\u5f02\u6027\u53ef\u80fd\u4e0e\u9e1f\u7c7b\u7fc5\u8180\u62cd\u6253\u9891\u7387\u6709\u5173\uff0c\u9886\u5934\u9e1f\u7684\u7fc5\u8180\u62cd\u6253\u9891\u7387\u901a\u5e38\u8f83\u4f4e<\/span><\/p>\n

Google \u7ffb\u8bd1\u670d\u52a1\u652f\u6301\u7684\u8bed\u8a00\u6570\u91cf\u7ffb\u4e86\u4e00\u756a<\/span><\/p>\n

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\u6839\u636e\u53d1\u8868\u5728\u300aPersonality and Social Psychology Bulletin\u300b\u4e0a\u7684\u4e00\u9879\u7814\u7a76\uff0c14-20 \u5c81\u7684\u5e74\u8f7b\u4eba\u6bd4\u5341\u5e74\u524d\u7684\u540c\u9f84\u4eba\u5bf9\u5355\u8eab\u751f\u6d3b\u66f4\u611f\u5230\u6ee1\u610f\u3002\u8bba\u6587\u4e3b\u8981\u4f5c\u8005\u3001\u5fc3\u7406\u5b66\u5bb6 Tita Gonzalez Avil\u00e9s \u535a\u58eb\u8bf4\uff0c\u4eca\u5929\u7684\u5e74\u8f7b\u4eba\u770b\u8d77\u6765\u4e0d\u592a\u4e50\u610f\u8ffd\u6c42\u604b\u7231\u5173\u7cfb\uff0c\u8fd9\u53ef\u80fd\u662f\u5355\u8eab\u6ee1\u610f\u5ea6\u63d0\u5347\u7684\u539f\u56e0\u3002\u8fc7\u53bb\u51e0\u5341\u5e74\uff0c\u4e16\u754c\u5404\u5730\u7684\u7ed3\u5a5a\u7387\u4e00\u76f4\u5728\u4e0b\u964d\uff0c\u79bb\u5a5a\u7387\u548c\u5355\u8eab\u5bb6\u5ead\u7684\u6bd4\u4f8b\u5219\u4e00\u76f4\u5728\u4e0a\u5347\u3002\u5355\u8eab\u6bd4\u8fc7\u53bb\u66f4\u5bb9\u6613\u88ab\u793e\u4f1a\u63a5\u53d7\u3002\u7814\u7a76\u4eba\u5458\u731c\u6d4b\uff0c\u5e74\u8f7b\u4e00\u4ee3\u5bf9\u6d6a\u6f2b\u7684\u6001\u5ea6\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u5bf9\u5404\u79cd\u7c7b\u578b\u7684\u5173\u7cfb\u66f4\u5f00\u653e<\/span><\/p>\n

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