{"id":2698,"date":"2023-12-05T17:01:24","date_gmt":"2023-12-05T09:01:24","guid":{"rendered":"https:\/\/4399pay.com\/blog\/?p=2698"},"modified":"2023-12-05T17:01:24","modified_gmt":"2023-12-05T09:01:24","slug":"%e5%be%ae%e8%bd%af%e4%bb%85%e5%87%ad%e3%80%8c%e6%8f%90%e7%a4%ba%e5%b7%a5%e7%a8%8b%e3%80%8d%e8%ae%a9-gpt-4-%e6%88%90%e5%8c%bb%e5%ad%a6%e4%b8%93%e5%ae%b6%ef%bc%81%e8%b6%85%e8%bf%87%e4%b8%80%e4%bc%97","status":"publish","type":"post","link":"\/blog\/archives\/2698","title":{"rendered":"\u5fae\u8f6f\u4ec5\u51ed\u300c\u63d0\u793a\u5de5\u7a0b\u300d\u8ba9 GPT-4 \u6210\u533b\u5b66\u4e13\u5bb6\uff01\u8d85\u8fc7\u4e00\u4f17\u9ad8\u5ea6\u5fae\u8c03\u6a21\u578b\uff0c\u4e13\u4e1a\u6d4b\u8bd5\u51c6\u786e\u7387\u9996\u6b21\u8d85 90%"},"content":{"rendered":"<p>\u5fae\u8f6f\u6700\u65b0\u7814\u7a76\u518d\u6b21\u8bc1\u660e\u4e86<strong><strong>\u63d0\u793a\u5de5\u7a0b<\/strong><\/strong>\u7684\u5a01\u529b \u2014\u2014<\/p>\n<p>\u65e0\u9700\u989d\u5916\u5fae\u8c03\uff0c\u65e0\u9700\u4e13\u5bb6\u7b56\u5212\uff0c\u4ec5\u51ed\u63d0\u793a\uff0cGPT-4 \u5c31\u80fd\u5316\u8eab\u201c\u4e13\u5bb6\u201d\u3002<\/p>\n<p>\u4f7f\u7528\u4ed6\u4eec\u63d0\u51fa\u7684\u6700\u65b0\u63d0\u793a\u7b56\u7565\u00a0<strong><strong>Medprompt<\/strong><\/strong>\uff0c\u5728\u533b\u7597\u4e13\u4e1a\u9886\u57df\uff0cGPT-4 \u5728 MultiMed QA \u4e5d\u4e2a\u6d4b\u8bd5\u96c6\u4e2d\u53d6\u5f97\u6700\u4f18\u7ed3\u679c\u3002<\/p>\n<p>\u5728 MedQA \u6570\u636e\u96c6 (\u7f8e\u56fd\u533b\u5e08\u6267\u7167\u8003\u8bd5\u9898) \u4e0a\uff0cMedprompt \u8ba9 GPT-4 \u7684\u51c6\u786e\u7387\u9996\u6b21\u8d85\u8fc7\u00a0<strong><strong>90%<\/strong><\/strong>\uff0c<strong><strong>\u8d85\u8d8a BioGPT \u548c Med-PaLM<\/strong><\/strong>\u00a0\u7b49\u4e00\u4f17\u5fae\u8c03\u65b9\u6cd5\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"483\" class=\"wp-image-2699\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/1.png\" alt=\"1\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/1.png 1080w, \/blog\/wp-content\/uploads\/2023\/12\/1-300x134.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/1-1024x458.png 1024w, \/blog\/wp-content\/uploads\/2023\/12\/1-768x343.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u7814\u7a76\u4eba\u5458\u8fd8\u8868\u793a Medprompt \u65b9\u6cd5\u662f\u901a\u7528\u7684\uff0c\u4e0d\u4ec5\u9002\u7528\u4e8e\u533b\u5b66\uff0c\u8fd8\u53ef\u4ee5\u63a8\u5e7f\u5230\u7535\u6c14\u5de5\u7a0b\u3001\u673a\u5668\u5b66\u4e60\u3001\u6cd5\u5f8b\u7b49\u4e13\u4e1a\u4e2d\u3002<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u5728 X\uff08\u539f Twitter\uff09\u4e00\u7ecf\u5206\u4eab\uff0c\u5c31\u5f15\u53d1\u4f17\u591a\u7f51\u53cb\u5173\u6ce8\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"944\" height=\"690\" class=\"wp-image-2700\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/2.png\" alt=\"2\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/2.png 944w, \/blog\/wp-content\/uploads\/2023\/12\/2-300x219.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/2-768x561.png 768w\" sizes=\"auto, (max-width: 944px) 100vw, 944px\" \/><\/p>\n<p>\u6c83\u987f\u5546\u5b66\u9662\u6559\u6388 Ethan Mollick\u3001Artificial Intuition \u4f5c\u8005 Carlos E. Perez \u7b49\u90fd\u6709\u8f6c\u53d1\u5206\u4eab\u3002<\/p>\n<p>Carlos E. Perez \u76f4\u547c\u201c\u51fa\u8272\u7684\u63d0\u793a\u7b56\u7565\u53ef\u4ee5\u7529\u5fae\u8c03\u4e00\u5927\u622a\u201d\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"950\" height=\"820\" class=\"wp-image-2701\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/3.png\" alt=\"3\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/3.png 950w, \/blog\/wp-content\/uploads\/2023\/12\/3-300x259.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/3-768x663.png 768w\" sizes=\"auto, (max-width: 950px) 100vw, 950px\" \/><\/p>\n<p>\u6709\u7f51\u53cb\u8868\u793a\u65e9\u5c31\u6709\u8fd9\u79cd\u9884\u611f\uff0c\u73b0\u5728\u80fd\u770b\u5230\u7ed3\u679c\u51fa\u6765\uff0c\u771f\u7684\u662f\u201cso cool\u201d\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"776\" height=\"144\" class=\"wp-image-2702\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/4.png\" alt=\"4\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/4.png 776w, \/blog\/wp-content\/uploads\/2023\/12\/4-300x56.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/4-768x143.png 768w\" sizes=\"auto, (max-width: 776px) 100vw, 776px\" \/><\/p>\n<p>\u8fd8\u6709\u7f51\u53cb\u8868\u793a\u8fd9\u771f\u7684\u5f88\u201c\u6fc0\u8fdb\u201d\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"948\" height=\"312\" class=\"wp-image-2703\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/5.png\" alt=\"5\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/5.png 948w, \/blog\/wp-content\/uploads\/2023\/12\/5-300x99.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/5-768x253.png 768w\" sizes=\"auto, (max-width: 948px) 100vw, 948px\" \/><\/p>\n<h3><\/h3>\n<h3><strong>\u7ec4\u5408\u63d0\u793a\u7b56\u7565\uff0c\u201c\u53d8\u8eab\u201d\u4e13\u5bb6<\/strong><\/h3>\n<p>Medprompt \u662f\u591a\u79cd\u63d0\u793a\u7b56\u7565\u7684\u7ec4\u5408\u4f53\uff0c\u5305\u542b\u4e09\u5927\u6cd5\u5b9d\uff1a<\/p>\n<p>\u52a8\u6001\u5c11\u6837\u672c\u9009\u62e9\uff08Dynamic few-shot selection\uff09<\/p>\n<p>\u81ea\u751f\u6210\u601d\u7ef4\u94fe\uff08Self-generated chain of thought\uff09<\/p>\n<p>\u9009\u9879\u6d17\u724c\u96c6\u6210\uff08Choice shuffling ensemble\uff09<\/p>\n<p>\u4e0b\u9762\u6211\u4eec\u6765\u4e00\u4e00\u4ecb\u7ecd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"515\" class=\"wp-image-2704\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/6.png\" alt=\"6\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/6.png 1080w, \/blog\/wp-content\/uploads\/2023\/12\/6-300x143.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/6-1024x488.png 1024w, \/blog\/wp-content\/uploads\/2023\/12\/6-768x366.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h3>\u52a8\u6001\u5c11\u6837\u672c\u9009\u62e9<\/h3>\n<p>\u5c11\u6837\u672c\u5b66\u4e60\u662f\u8ba9\u6a21\u578b\u5feb\u901f\u5b66\u4e60\u4e0a\u4e0b\u6587\u7684\u4e00\u79cd\u6709\u6548\u7684\u65b9\u6cd5\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u8f93\u5165\u4e00\u4e9b\u793a\u4f8b\uff0c\u8ba9\u6a21\u578b\u5feb\u901f\u9002\u5e94\u7279\u5b9a\u9886\u57df\uff0c\u5e76\u5b66\u4e60\u9075\u5faa\u4efb\u52a1\u7684\u683c\u5f0f\u3002<\/p>\n<p>\u8fd9\u79cd\u7528\u4e8e\u7279\u5b9a\u4efb\u52a1\u63d0\u793a\u7684\u5c11\u6837\u672c\u793a\u4f8b\u901a\u5e38\u662f<strong><strong>\u56fa\u5b9a\u7684<\/strong><\/strong>\uff0c\u6240\u4ee5\u5bf9\u793a\u4f8b\u7684\u4ee3\u8868\u6027\u548c\u5e7f\u6cdb\u6027\u6709\u8f83\u9ad8\u7684\u8981\u6c42\u3002<\/p>\n<p>\u4e4b\u524d\u4e00\u79cd\u65b9\u6cd5\u662f\u8ba9\u9886\u57df\u4e13\u5bb6<strong><strong>\u624b\u52a8\u5236\u4f5c\u8303\u4f8b<\/strong><\/strong>\uff0c\u4f46\u5373\u4fbf\u5982\u6b64\uff0c\u4e5f\u4e0d\u80fd\u4fdd\u8bc1\u4e13\u5bb6\u7b56\u5212\u7684\u56fa\u5b9a\u7684\u5c11\u6837\u672c\u793a\u4f8b\u5728\u6bcf\u4e2a\u4efb\u52a1\u4e2d\u90fd\u6709\u4ee3\u8868\u6027\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5fae\u8f6f\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u52a8\u6001\u5c11\u6837\u672c\u793a\u4f8b\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u60f3\u6cd5\u662f\uff0c\u4efb\u52a1\u8bad\u7ec3\u96c6\u53ef\u4ee5\u4f5c\u4e3a\u5c11\u6837\u672c\u793a\u4f8b\u7684\u6765\u6e90\uff0c\u5982\u679c\u8bad\u7ec3\u96c6\u8db3\u591f\u5927\uff0c\u90a3\u5c31\u53ef\u4ee5\u4e3a\u4e0d\u540c\u7684\u4efb\u52a1\u8f93\u5165\u9009\u62e9\u4e0d\u540c\u7684\u5c11\u6837\u672c\u793a\u4f8b\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u4eba\u5458\u5148\u5229\u7528 text-embedding-ada-002 \u6a21\u578b\u4e3a\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u548c\u6d4b\u8bd5\u6837\u672c\u751f\u6210\u5411\u91cf\u8868\u793a\u3002\u7136\u540e\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u6d4b\u8bd5\u6837\u672c\uff0c\u57fa\u4e8e\u5411\u91cf\u76f8\u4f3c\u5ea6\uff0c\u4ece\u8bad\u7ec3\u6837\u672c\u4e2d\u6311\u9009\u51fa\u6700\u76f8\u4f3c\u7684 k \u4e2a\u6837\u672c\u3002<\/p>\n<p>\u4e0e\u5fae\u8c03\u65b9\u6cd5\u76f8\u6bd4\uff0c\u52a8\u6001\u5c11\u6837\u672c\u9009\u62e9\u5229\u7528\u4e86\u8bad\u7ec3\u6570\u636e\uff0c\u4f46\u4e0d\u9700\u8981\u5bf9\u6a21\u578b\u53c2\u6570\u8fdb\u884c\u5927\u91cf\u66f4\u65b0\u3002<\/p>\n<h3>\u81ea\u751f\u6210\u601d\u7ef4\u94fe<\/h3>\n<p>\u601d\u7ef4\u94fe\uff08CoT\uff09\u65b9\u6cd5\u5c31\u662f\u8ba9\u6a21\u578b\u4e00\u6b65\u4e00\u6b65\u601d\u8003\uff0c\u751f\u6210\u4e00\u7cfb\u5217\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u3002<\/p>\n<p>\u4e4b\u524d\u4e00\u79cd\u65b9\u6cd5\u4e5f\u662f\u4f9d\u8d56\u4e13\u5bb6\u624b\u52a8\u7f16\u5199\u5c11\u91cf\u7684\u5e26\u6709\u63d0\u793a\u601d\u7ef4\u94fe\u7684\u793a\u4f8b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"784\" class=\"wp-image-2705\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/7.png\" alt=\"7\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/7.png 1080w, \/blog\/wp-content\/uploads\/2023\/12\/7-300x218.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/7-1024x743.png 1024w, \/blog\/wp-content\/uploads\/2023\/12\/7-768x558.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u53ef\u4ee5\u7b80\u5355\u5730\u8981\u6c42 GPT-4 \u4f7f\u7528\u4ee5\u4e0b\u63d0\u793a\u4e3a\u8bad\u7ec3\u793a\u4f8b\u751f\u6210\u601d\u7ef4\u94fe\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"242\" class=\"wp-image-2706\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/8.png\" alt=\"8\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/8.png 1080w, \/blog\/wp-content\/uploads\/2023\/12\/8-300x67.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/8-1024x229.png 1024w, \/blog\/wp-content\/uploads\/2023\/12\/8-768x172.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4f46\u7814\u7a76\u4eba\u5458\u4e5f\u6307\u51fa\u8fd9\u79cd\u81ea\u52a8\u751f\u6210\u7684\u601d\u7ef4\u94fe\u53ef\u80fd\u5305\u542b\u9519\u8bef\u7684\u63a8\u7406\u6b65\u9aa4\uff0c\u4e8e\u662f\u8bbe\u7f6e\u4e86\u4e00\u4e2a\u9a8c\u8bc1\u6807\u7b7e\u4f5c\u4e3a\u8fc7\u6ee4\u5668\uff0c\u53ef\u4ee5\u6709\u6548\u51cf\u5c11\u9519\u8bef\u3002<\/p>\n<p>\u4e0e\u5728 Med-PaLM 2 \u6a21\u578b\u4e2d\u4e13\u5bb6\u624b\u5de5\u5236\u4f5c\u7684\u601d\u7ef4\u94fe\u793a\u4f8b\u76f8\u6bd4\uff0cGPT-4 \u751f\u6210\u7684\u601d\u7ef4\u94fe\u57fa\u672c\u539f\u7406\u66f4\u957f\uff0c\u800c\u4e14\u5206\u6b65\u63a8\u7406\u903b\u8f91\u66f4\u7ec6\u7c92\u5ea6\u3002<\/p>\n<h3>\u9009\u9879\u6d17\u724c\u96c6\u6210<\/h3>\n<p>\u9664\u6b64\u4e4b\u5916\uff0cGPT-4 \u5728\u505a\u9009\u62e9\u9898\u65f6\uff0c\u53ef\u80fd\u4f1a\u5b58\u5728\u4e00\u79cd\u504f\u89c1\uff0c\u5c31\u662f\u4e0d\u7ba1\u9009\u9879\u5185\u5bb9\u662f\u4ec0\u4e48\uff0c\u5b83\u4f1a\u504f\u5411\u603b\u662f\u9009\u62e9 A\uff0c\u6216\u8005\u603b\u662f\u9009\u62e9 B\uff0c\u8fd9\u5c31\u662f\u4f4d\u7f6e\u504f\u5dee\u3002<\/p>\n<p>\u4e3a\u4e86\u51cf\u5c11\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u4eba\u5458\u9009\u62e9\u5c06\u539f\u6765\u7684\u9009\u9879\u987a\u5e8f\u6253\u4e71\u91cd\u6392\u3002\u6bd4\u5982\u539f\u5148\u9009\u9879\u662f ABCD\uff0c\u53ef\u4ee5\u53d8\u6210 BCDA\u3001CDAB\u3002<\/p>\n<p>\u7136\u540e\u8ba9 GPT-4 \u505a\u591a\u8f6e\u9884\u6d4b\uff0c\u6bcf\u8f6e\u4f7f\u7528\u9009\u9879\u7684\u4e00\u4e2a\u4e0d\u540c\u6392\u5217\u987a\u5e8f\u3002\u5982\u6b64\u4e00\u6765\u201c\u8feb\u4f7f\u201dGPT-4 \u8003\u8651\u9009\u9879\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u6700\u540e\u5bf9\u591a\u8f6e\u9884\u6d4b\u7ed3\u679c\u505a\u4e2a\u6295\u7968\uff0c\u9009\u62e9\u6700\u4e00\u81f4\u3001\u6b63\u786e\u7684\u9009\u9879\u3002<\/p>\n<p>\u5c06\u4ee5\u4e0a\u51e0\u79cd\u63d0\u793a\u7b56\u7565\u7ec4\u5408\u5728\u4e00\u8d77\u5c31\u662f Medprompt\uff0c\u4e0b\u9762\u6765\u770b\u6d4b\u8bd5\u7ed3\u679c\u3002<\/p>\n<h3><strong>\u591a\u9879\u6d4b\u8bd5\u6700\u4f18<\/strong><\/h3>\n<p>\u5728\u6d4b\u8bd5\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86 MultiMed QA \u8bc4\u4f30\u57fa\u51c6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"518\" class=\"wp-image-2707\" src=\"https:\/\/4399pay.com\/blog\/wp-content\/uploads\/2023\/12\/9.png\" alt=\"9\" srcset=\"\/blog\/wp-content\/uploads\/2023\/12\/9.png 1080w, \/blog\/wp-content\/uploads\/2023\/12\/9-300x144.png 300w, \/blog\/wp-content\/uploads\/2023\/12\/9-1024x491.png 1024w, \/blog\/wp-content\/uploads\/2023\/12\/9-768x368.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4f7f\u7528 Medprompt \u63d0\u793a\u7b56\u7565\u7684 GPT-4\uff0c\u5728 MultiMedQA \u7684\u4e5d\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e2d\u5747\u53d6\u5f97\u6700\u9ad8\u5206\uff0c\u4f18\u4e8e Flan-PaLM 540B\u3001Med-PaLM 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