{"id":34565,"date":"2024-12-09T03:56:58","date_gmt":"2024-12-08T19:56:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=34565"},"modified":"2024-12-09T03:56:58","modified_gmt":"2024-12-08T19:56:58","slug":"%e5%85%ac%e7%90%86%e8%ae%ad%e7%bb%83%e8%ae%a9llm%e5%ad%a6%e4%bc%9a%e5%9b%a0%e6%9e%9c%e6%8e%a8%e7%90%86%ef%bc%9a6700%e4%b8%87%e5%8f%82%e6%95%b0%e6%a8%a1%e5%9e%8b%e6%af%94%e8%82%a9%e4%b8%87%e4%ba%bf","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34565","title":{"rendered":"\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-16-4\" target=\"_blank\">\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"20\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u628a\u56e0\u679c\u94fe\u5c55\u793a\u7ed9 LLM\uff0c\u5b83\u5c31\u80fd\u5b66\u4f1a\u516c\u7406\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>AI \u5df2\u7ecf\u5728\u5e2e\u52a9\u6570\u5b66\u5bb6\u548c\u79d1\u5b66\u5bb6\u505a\u7814\u7a76\u4e86\uff0c\u6bd4\u5982\u8457\u540d\u6570\u5b66\u5bb6\u9676\u54f2\u8f69\u5c31\u66fe\u591a\u6b21\u5206\u4eab\u81ea\u5df1\u501f\u52a9 GPT \u7b49 AI \u5de5\u5177\u7814\u7a76\u63a2\u7d22\u7684\u7ecf\u5386\u3002AI \u8981\u5728\u8fd9\u4e9b\u9886\u57df\u5927\u6218\u62f3\u811a\uff0c\u5f3a\u5927\u53ef\u9760\u7684\u56e0\u679c\u63a8\u7406\u80fd\u529b\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u8981\u4ecb\u7ecd\u7684\u8fd9\u9879\u7814\u7a76\u53d1\u73b0\uff1a\u5728\u5c0f\u56fe\u8c31\u7684\u56e0\u679c\u4f20\u9012\u6027\u516c\u7406\u6f14\u793a\u4e0a\u8bad\u7ec3\u7684 Transformer \u6a21\u578b\u53ef\u4ee5\u6cdb\u5316\u7528\u4e8e\u5927\u56fe\u8c31\u7684\u4f20\u9012\u6027\u516c\u7406\u3002<\/section>\n<section><\/section>\n<section>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u8ba9 Transformer \u5b66\u4f1a\u6267\u884c\u7b80\u5355\u7684\u56e0\u679c\u63a8\u7406\uff0c\u5c31\u53ef\u80fd\u5c06\u5176\u7528\u4e8e\u66f4\u4e3a\u590d\u6742\u7684\u56e0\u679c\u63a8\u7406\u3002\u8be5\u56e2\u961f\u63d0\u51fa\u7684\u516c\u7406\u8bad\u7ec3\u6846\u67b6\u662f\u4e00\u79cd\u57fa\u4e8e\u88ab\u52a8\u6570\u636e\u6765\u5b66\u4e60\u56e0\u679c\u63a8\u7406\u7684\u65b0\u8303\u5f0f\uff0c\u53ea\u6709\u6f14\u793a\u8db3\u591f\u5c31\u80fd\u7528\u4e8e\u5b66\u4e60\u4efb\u610f\u516c\u7406\u3002<\/section>\n<section><\/section>\n<section><strong>\u5f15\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u56e0\u679c\u63a8\u7406\uff08causal reasoning\uff09\u53ef\u4ee5\u5b9a\u4e49\u6210\u4e00\u7ec4\u63a8\u7406\u6d41\u7a0b\u5e76\u4e14\u8fd9\u7ec4\u63a8\u7406\u6d41\u7a0b\u8981\u7b26\u5408\u4e13\u95e8\u9488\u5bf9\u56e0\u679c\u6027\u7684\u9884\u5b9a\u4e49\u516c\u7406\u6216\u89c4\u5219\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0cd-separation\uff08\u6709\u5411\u5206\u79bb\uff09\u548c do-calculus \u89c4\u5219\u53ef\u88ab\u89c6\u4e3a\u516c\u7406\uff0c\u800c collider set \u6216 backdoor set \u7684\u89c4\u8303\u5219\u53ef\u88ab\u770b\u4f5c\u662f\u7531\u516c\u7406\u63a8\u5bfc\u51fa\u7684\u89c4\u5219\u3002<\/section>\n<section><\/section>\n<section>\u901a\u5e38\u6765\u8bf4\uff0c\u56e0\u679c\u63a8\u7406\u4f7f\u7528\u7684\u6570\u636e\u5bf9\u5e94\u4e8e\u4e00\u4e2a\u7cfb\u7edf\u4e2d\u7684\u53d8\u91cf\u3002\u901a\u8fc7\u6b63\u5219\u5316\u3001\u6a21\u578b\u67b6\u6784\u6216\u7279\u5b9a\u7684\u53d8\u91cf\u9009\u62e9\uff0c\u53ef\u4ee5\u5f52\u7eb3\u504f\u7f6e\u7684\u5f62\u5f0f\u5c06\u516c\u7406\u6216\u89c4\u5219\u96c6\u6210\u5230\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u6839\u636e\u53ef\u7528\u6570\u636e\u79cd\u7c7b\u7684\u5dee\u5f02\uff08\u89c2\u5bdf\u6570\u636e\u3001\u5e72\u9884\u6570\u636e\u3001\u53cd\u4e8b\u5b9e\u6570\u636e\uff09\uff0cJudea Pearl \u63d0\u51fa\u7684\u300c\u56e0\u679c\u9636\u68af\u300d\u5b9a\u4e49\u4e86\u56e0\u679c\u63a8\u7406\u7684\u53ef\u80fd\u7c7b\u578b\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u516c\u7406\u662f\u56e0\u679c\u6027\u7684\u57fa\u77f3\uff0c\u56e0\u6b64\u6211\u4eec\u4e0d\u7981\u4f1a\u60f3\u662f\u5426\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6765\u5b66\u4e60\u516c\u7406\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5982\u679c\u5b66\u4e60\u516c\u7406\u7684\u65b9\u5f0f\u4e0d\u662f\u5b66\u4e60\u901a\u8fc7\u67d0\u4e2a\u6570\u636e\u751f\u6210\u6d41\u7a0b\u5f97\u5230\u7684\u6570\u636e\uff0c\u800c\u662f\u76f4\u63a5\u5b66\u4e60\u516c\u7406\u7684\u7b26\u53f7\u6f14\u793a\uff08\u5e76\u7531\u6b64\u5b66\u4e60\u56e0\u679c\u63a8\u7406\uff09\uff0c\u54ea\u53c8\u4f1a\u5982\u4f55\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u76f8\u8f83\u4e8e\u4f7f\u7528\u7279\u5b9a\u7684\u6570\u636e\u5206\u5e03\u6784\u5efa\u7684\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u56e0\u679c\u6a21\u578b\uff0c\u8fd9\u6837\u7684\u6a21\u578b\u6709\u4e00\u4e2a\u4f18\u52bf\uff1a\u5176\u53ef\u5728\u591a\u79cd\u4e0d\u540c\u7684\u4e0b\u6e38\u573a\u666f\u4e2d\u5b9e\u73b0\u56e0\u679c\u63a8\u7406\u3002\u968f\u7740\u8bed\u8a00\u6a21\u578b\u5177\u5907\u4e86\u5b66\u4e60\u4ee5\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u7684\u7b26\u53f7\u6570\u636e\u7684\u80fd\u529b\uff0c\u8fd9\u4e2a\u95ee\u9898\u4e5f\u5c31\u53d8\u5f97\u975e\u5e38\u91cd\u8981\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0c\u8fd1\u671f\u5df2\u6709\u4e00\u4e9b\u7814\u7a76\u901a\u8fc7\u521b\u5efa\u4ee5\u81ea\u7136\u8bed\u8a00\u7f16\u7801\u56e0\u679c\u63a8\u7406\u95ee\u9898\u7684\u57fa\u51c6\uff0c\u8bc4\u4f30\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u662f\u5426\u80fd\u591f\u6267\u884c\u56e0\u679c\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>\u5fae\u8f6f\u3001MIT \u548c\u5370\u5ea6\u7406\u5de5\u5b66\u9662\u6d77\u5f97\u62c9\u5df4\u5206\u6821\uff08IIT Hyderabad\uff09\u7684\u7814\u7a76\u56e2\u961f\u4e5f\u671d\u8fd9\u4e2a\u65b9\u5411\u8fc8\u51fa\u4e86\u91cd\u8981\u4e00\u6b65\uff1a\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u901a\u8fc7\u516c\u7406\u8bad\u7ec3\uff08axiomatic training\uff09\u5b66\u4e60\u56e0\u679c\u63a8\u7406\u7684\u65b9\u6cd5<\/strong>\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aTeaching Transformers Causal Reasoning through Axiomatic Training<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2407.07612<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u516c\u7406\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u5047\u8bbe\uff0c\u53ef\u5c06\u56e0\u679c\u516c\u7406\u8868\u793a\u6210\u4ee5\u4e0b\u7b26\u53f7\u5143\u7ec4 \u2329premise, hypothesis, result\u232a\u3002\u5176\u4e2d hypothesis \u662f\u6307\u5047\u8bbe\uff0c\u5373\u56e0\u679c\u9648\u8ff0\uff1bpremise \u662f\u524d\u63d0\uff0c\u662f\u6307\u7528\u4e8e\u786e\u5b9a\u8be5\u9648\u8ff0\u662f\u5426\u4e3a\u300c\u771f\u300d\u7684\u4efb\u610f\u76f8\u5173\u4fe1\u606f\uff1bresult \u81ea\u7136\u5c31\u662f\u7ed3\u679c\u4e86\u3002\u7ed3\u679c\u53ef\u4ee5\u662f\u7b80\u5355\u7684\u300c\u662f\u300d\u6216\u300c\u5426\u300d\u3002<\/section>\n<section><\/section>\n<section>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6765\u81ea\u8bba\u6587\u300aCan large language models infer causation from correlation?\u300b\u7684 collider \u516c\u7406\u53ef\u4ee5\u8868\u793a\u6210\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-36d9ccd303ff740383d20e74b58f0c14.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-36d9ccd303ff740383d20e74b58f0c14.png\"><\/a>\uff0c\u7ed3\u8bba\u5c31\u4e3a\u300c\u662f\u300d\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e2a\u6a21\u677f\uff0c\u53ef\u901a\u8fc7\u4fee\u6539\u53d8\u91cf\u540d\u79f0\u3001\u53d8\u91cf\u6570\u91cf\u548c\u53d8\u91cf\u987a\u5e8f\u7b49\u6765\u751f\u6210\u5927\u91cf\u5408\u6210\u5143\u7ec4\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7528 Transformer \u5b66\u4e60\u56e0\u679c\u516c\u7406\uff0c\u5b9e\u73b0\u516c\u7406\u8bad\u7ec3\uff0c\u8be5\u56e2\u961f\u91c7\u7528\u4e86\u4ee5\u4e0b\u65b9\u6cd5\u6784\u5efa\u6570\u636e\u96c6\u3001\u635f\u5931\u51fd\u6570\u548c\u4f4d\u7f6e\u5d4c\u5165\u3002<\/section>\n<section><\/section>\n<section><strong>\u516c\u7406\u8bad\u7ec3\uff1a\u6570\u636e\u96c6\u3001\u635f\u5931\u51fd\u6570\u548c\u4f4d\u7f6e\u7f16\u5236<\/strong><\/section>\n<section><\/section>\n<section>\u8bad\u7ec3\u6570\u636e<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4e00\u4e2a\u7279\u5b9a\u516c\u7406\uff0c\u53ef\u6839\u636e\u300c\u524d\u63d0\u300d\u5c06\u300c\u5047\u8bbe\u300d\u6620\u5c04\u6210\u5408\u9002\u7684\u6807\u7b7e\uff08Yes \u6216 No\uff09\u3002\u8981\u521b\u5efa\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u8be5\u56e2\u961f\u7684\u505a\u6cd5\u662f\u5728\u7279\u5b9a\u7684\u53d8\u91cf\u8bbe\u7f6e X\u3001Y\u3001Z\u3001A \u4e0b\u679a\u4e3e\u6240\u6709\u53ef\u80fd\u7684\u5143\u7ec4 {(P, H, L)}_N\uff0c\u5176\u4e2d P \u662f\u524d\u63d0\uff0cH \u662f\u5047\u8bbe\uff0cL \u662f\u6807\u7b7e\uff08Yes \u6216 No\uff09\u3002<\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u4e00\u4e2a\u57fa\u4e8e\u67d0\u4e2a\u56e0\u679c\u56fe\u8c31\u7684\u524d\u63d0 P\uff0c\u5982\u679c\u53ef\u901a\u8fc7\u4f7f\u7528\u7279\u5b9a\u7684\u516c\u7406\uff08\u4e00\u6b21\u6216\u591a\u6b21\uff09\u63a8\u5bfc\u51fa\u5047\u8bbe P\uff0c\u90a3\u4e48\u6807\u7b7e L \u5c31\u4e3a Yes\uff1b\u5426\u5219\u4e3a No\u3002<\/section>\n<section><\/section>\n<section>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5047\u8bbe\u4e00\u4e2a\u7cfb\u7edf\u7684\u5e95\u5c42\u771f\u5b9e\u56e0\u679c\u56fe\u8c31\u5177\u6709\u94fe\u5f0f\u7684\u62d3\u6251\u7ed3\u6784\uff1aX_1 \u2192 X_2 \u2192 X_3 \u2192\u30fb\u30fb\u30fb\u2192 X_n\u3002\u90a3\u4e48\uff0c\u53ef\u80fd\u7684\u524d\u63d0\u662f X_1 \u2192 X_2 \u2227 X_2 \u2192 X_3\uff0c\u90a3\u4e48\u5047\u8bbe X_1 \u2192 X_3 \u6709\u6807\u7b7e Yes\uff0c\u800c\u53e6\u4e00\u4e2a\u5047\u8bbe X_3 \u2192 X_1 \u6709\u6807\u7b7e No\u3002\u4e0a\u8ff0\u516c\u7406\u53ef\u88ab\u5f52\u7eb3\u5f0f\u5730\u591a\u6b21\u7528\u4e8e\u751f\u6210\u66f4\u590d\u6742\u7684\u8bad\u7ec3\u5143\u7ec4\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8bad\u7ec3\u8bbe\u7f6e\uff0c\u4f7f\u7528\u4f20\u9012\u6027\u516c\u7406\u751f\u6210\u7684 N \u4e2a\u516c\u7406\u5b9e\u4f8b\u6784\u5efa\u4e00\u4e2a\u5408\u6210\u6570\u636e\u96c6 D\u3002D \u4e2d\u7684\u6bcf\u4e2a\u5b9e\u4f8b\u90fd\u6784\u5efa\u6210\u4e86 (P_i, H_ij, L_ij) \u7684\u5f62\u5f0f\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d2be4a084a8e983c50d2b71bdb0f435f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d2be4a084a8e983c50d2b71bdb0f435f.png\"><\/a>\uff0c\u5176\u4e2d n \u662f\u6bcf\u7b2c i \u4e2a\u524d\u63d0\u4e2d\u7684\u8282\u70b9\u6570\u91cf\u3002P \u662f\u524d\u63d0\uff0c\u5373\u67d0\u79cd\u56e0\u679c\u7ed3\u6784\u7684\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\uff08\u5982 X \u5bfc\u81f4 Y\uff0cY \u5bfc\u81f4 Z\uff09\uff1b\u4e4b\u540e\u662f\u95ee\u9898 H\uff08\u5982 X \u5bfc\u81f4 Y \u5417\uff1f\uff09\uff1bL \u4e3a\u6807\u7b7e\uff08Yes \u6216 No\uff09\u3002\u8be5\u5f62\u5f0f\u80fd\u6709\u6548\u8986\u76d6\u7ed9\u5b9a\u56e0\u679c\u56fe\u8c31\u4e2d\u6bcf\u6761\u72ec\u7279\u94fe\u7684\u6240\u6709\u6210\u5bf9\u8282\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u635f\u5931\u51fd\u6570<\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u635f\u5931\u51fd\u6570\u7684\u5b9a\u4e49\u57fa\u4e8e\u6bcf\u4e2a\u5143\u7ec4\u7684\u57fa\u672c\u771f\u503c\u6807\u7b7e\uff0c\u8868\u793a\u4e3a\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2bccf00d2e72c90f067210d796b0d1bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2bccf00d2e72c90f067210d796b0d1bc.png\"><\/a>\u5206\u6790\u8868\u660e\uff0c\u76f8\u6bd4\u4e8e\u4e0b\u4e00 token \u9884\u6d4b\uff0c\u4f7f\u7528\u8be5\u635f\u5931\u80fd\u5f97\u5230\u5f88\u6709\u5e0c\u671b\u7684\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u4f4d\u7f6e\u7f16\u7801<\/section>\n<section><\/section>\n<section>\u9664\u4e86\u8bad\u7ec3\u548c\u635f\u5931\u51fd\u6570\uff0c\u4f4d\u7f6e\u7f16\u7801\u7684\u9009\u62e9\u4e5f\u662f\u53e6\u4e00\u4e2a\u91cd\u8981\u56e0\u7d20\u3002\u4f4d\u7f6e\u7f16\u7801\u80fd\u63d0\u4f9b token \u5728\u5e8f\u5217\u4e2d\u7edd\u5bf9\u548c\u76f8\u5bf9\u4f4d\u7f6e\u7684\u5173\u952e\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>\u8457\u540d\u8bba\u6587\u300aAttention is all you need\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u4f7f\u7528\u5468\u671f\u51fd\u6570\uff08\u6b63\u5f26\u6216\u4f59\u5f26\u51fd\u6570\uff09\u6765\u521d\u59cb\u5316\u8fd9\u4e9b\u7f16\u7801\u7684\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\u80fd\u4e3a\u4efb\u4f55\u5e8f\u5217\u957f\u5ea6\u7684\u6240\u6709\u4f4d\u7f6e\u63d0\u4f9b\u786e\u5b9a\u7684\u503c\u3002\u4f46\u662f\uff0c\u6709\u7814\u7a76\u8868\u660e\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\u96be\u4ee5\u5e94\u5bf9 Transformer \u7684\u957f\u5ea6\u6cdb\u5316\u4efb\u52a1\u3002\u5728\u53ef\u5b66\u4e60\u7684 APE \u53d8\u4f53\u4e2d\uff0c\u6bcf\u4e2a\u4f4d\u7f6e\u5d4c\u5165\u90fd\u662f\u968f\u673a\u521d\u59cb\u5316\u7684\uff0c\u5e76\u4f7f\u7528\u8be5\u6a21\u578b\u5b8c\u6210\u4e86\u8bad\u7ec3\u3002\u8be5\u65b9\u6cd5\u96be\u4ee5\u5e94\u5bf9\u6bd4\u8bad\u7ec3\u65f6\u7684\u5e8f\u5217\u66f4\u957f\u7684\u5e8f\u5217\uff0c\u56e0\u4e3a\u65b0\u7684\u4f4d\u7f6e\u5d4c\u5165\u4f9d\u7136\u672a\u88ab\u8bad\u7ec3\u548c\u521d\u59cb\u5316\u3002<\/section>\n<section><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u8fd1\u671f\u6709\u53d1\u73b0\u8868\u660e\u79fb\u9664\u81ea\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u4f4d\u7f6e\u5d4c\u5165\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u957f\u5ea6\u6cdb\u5316\u80fd\u529b\uff0c\u800c\u81ea\u56de\u5f52\u89e3\u7801\u671f\u95f4\u7684\u6ce8\u610f\u529b\u673a\u5236\u8db3\u4ee5\u7f16\u7801\u4f4d\u7f6e\u4fe1\u606f\u3002\u8be5\u56e2\u961f\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u4f4d\u7f6e\u7f16\u7801\u6765\u7406\u89e3\u5176\u5bf9\u56e0\u679c\u4efb\u52a1\u4e2d\u7684\u6cdb\u5316\u7684\u5f71\u54cd\uff0c\u5305\u62ec\u53ef\u5b66\u4e60\u4f4d\u7f6e\u7f16\u7801\uff08LPE\uff09\u3001\u6b63\u5f26\u4f4d\u7f6e\u7f16\u7801\uff08SPE\uff09\u3001\u65e0\u4f4d\u7f6e\u7f16\u7801\uff08NoPE\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u8be5\u56e2\u961f\u4e5f\u91c7\u7528\u4e86\u6570\u636e\u6270\u52a8\uff0c\u5176\u4e2d\u5305\u62ec\u957f\u5ea6\u3001\u8282\u70b9\u540d\u79f0\u3001\u94fe\u987a\u5e8f\u548c\u5206\u652f\u60c5\u51b5\u7684\u6270\u52a8\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u95ee\u9898\u53c8\u6765\u4e86\uff1a\u5982\u679c\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u90a3\u4e48\u8be5\u6a21\u578b\u80fd\u5426\u5b66\u4f1a\u5c06\u8be5\u516c\u7406\u5e94\u7528\u4e8e\u65b0\u573a\u666f\uff1f<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u8fd9\u4e2a\u56e0\u679c\u65e0\u5173\u578b\u516c\u7406\u7684\u7b26\u53f7\u6f14\u793a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e86\u4e00\u4e2a Transformer \u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bc4\u4f30\u5176\u6cdb\u5316\u6027\u80fd\uff0c\u4ed6\u4eec\u5728\u7b80\u5355\u7684\u5927\u5c0f\u4e3a 3-6 \u4e2a\u8282\u70b9\u7684\u56e0\u679c\u65e0\u5173\u516c\u7406\u94fe\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u7136\u540e\u6d4b\u8bd5\u4e86\u6cdb\u5316\u6027\u80fd\u7684\u591a\u4e2a\u4e0d\u540c\u65b9\u9762\uff0c\u5305\u62ec\u957f\u5ea6\u6cdb\u5316\u6027\u80fd\uff08\u5927\u5c0f 7-15 \u7684\u94fe\uff09\u3001\u540d\u79f0\u6cdb\u5316\u6027\u80fd\uff08\u66f4\u957f\u7684\u53d8\u91cf\u540d\uff09\u3001\u987a\u5e8f\u6cdb\u5316\u6027\u80fd\uff08\u5e26\u6709\u53cd\u5411\u7684\u8fb9\u6216\u6df7\u6d17\u8282\u70b9\u7684\u94fe\uff09\u3001\u7ed3\u6784\u6cdb\u5316\u6027\u80fd\uff08\u5e26\u6709\u5206\u652f\u7684\u56fe\u8c31\uff09\u3002\u56fe 1 \u7ed9\u51fa\u4e86\u8bc4\u4f30 Transformer \u7684\u7ed3\u6784\u6cdb\u5316\u7684\u65b9\u5f0f\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0e7325e3485063581783c5663d17d8e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0e7325e3485063581783c5663d17d8e4.png\"><\/a><\/p>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u57fa\u4e8e GPT-2 \u67b6\u6784\u8bad\u7ec3\u4e86\u4e00\u4e2a\u57fa\u4e8e\u89e3\u7801\u5668\u7684\u6709 6700 \u4e07\u53c2\u6570\u7684\u6a21\u578b\u3002\u8be5\u6a21\u578b\u6709 12 \u4e2a\u6ce8\u610f\u529b\u5c42\u30018 \u4e2a\u6ce8\u610f\u529b\u5934\u548c 512 \u5d4c\u5165\u7ef4\u5ea6\u3002\u4ed6\u4eec\u5728\u6bcf\u4e2a\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e86\u8be5\u6a21\u578b\u3002\u4e3a\u4e86\u7406\u89e3\u4f4d\u7f6e\u5d4c\u5165\u7684\u5f71\u54cd\uff0c\u4ed6\u4eec\u8fd8\u7814\u7a76\u4e86\u4e09\u79cd\u4f4d\u7f6e\u5d4c\u5165\u8bbe\u7f6e\uff1a\u6b63\u5f26\u4f4d\u7f6e\u7f16\u7801\uff08SPE\uff09\u3001\u53ef\u5b66\u4e60\u4f4d\u7f6e\u7f16\u7801\uff08LPE\uff09\u548c\u65e0\u4f4d\u7f6e\u7f16\u7801\uff08NoPE\uff09\u3002<\/section>\n<section><\/section>\n<section>\u7ed3\u679c\u5982\u8868 1\u3001\u56fe 3 \u548c\u56fe 4 \u6240\u793a\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-68455ee0e2701a657283557097f7578e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-68455ee0e2701a657283557097f7578e.png\"><\/a><\/p>\n<section>\u8868 1 \u7ed9\u51fa\u4e86\u5728\u8bad\u7ec3\u65f6\u672a\u66fe\u89c1\u8fc7\u7684\u66f4\u5927\u56e0\u679c\u94fe\u4e0a\u8bc4\u4f30\u65f6\u4e0d\u540c\u6a21\u578b\u7684\u51c6\u786e\u5ea6\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u65b0\u6a21\u578b TS2 (NoPE) \u7684\u8868\u73b0\u80fd\u4e0e\u4e07\u4ebf\u53c2\u6570\u89c4\u6a21\u7684 GPT-4 \u76f8\u5ab2\u7f8e\u3002<\/section>\n<section><\/section>\n<section>\u56fe 3 \u662f\u5728\u6709\u66f4\u957f\u8282\u70b9\u540d\u79f0\uff08\u957f\u4e8e\u8bad\u7ec3\u96c6\u7684\uff09\u7684\u56e0\u679c\u5e8f\u5217\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u8bc4\u4f30\u7ed3\u679c\u4ee5\u53ca\u4e0d\u540c\u4f4d\u7f6e\u5d4c\u5165\u7684\u5f71\u54cd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0150f0a48f8ed9605f3366a7d3913646.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-0150f0a48f8ed9605f3366a7d3913646.png\"><\/a><\/p>\n<section>\u56fe 4 \u8bc4\u4f30\u7684\u662f\u5728\u66f4\u957f\u7684\u672a\u89c1\u8fc7\u7684\u56e0\u679c\u5e8f\u5217\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8f8ba67baeab95b4d335a5c1398533cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8f8ba67baeab95b4d335a5c1398533cb.png\"><\/a><\/p>\n<section>\u4ed6\u4eec\u53d1\u73b0\uff0c\u5728\u7b80\u5355\u94fe\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u53ef\u4ee5\u6cdb\u5316\u5230\u5728\u66f4\u5927\u7684\u94fe\u4e0a\u591a\u6b21\u5e94\u7528\u516c\u7406\uff0c\u4f46\u5374\u65e0\u6cd5\u6cdb\u5316\u5230\u987a\u5e8f\u6216\u7ed3\u6784\u6cdb\u5316\u7b49\u66f4\u590d\u6742\u7684\u573a\u666f\u3002\u4f46\u662f\uff0c\u5982\u679c\u5728\u7b80\u5355\u94fe\u4ee5\u53ca\u5e26\u6709\u968f\u673a\u9006\u5411\u8fb9\u7684\u94fe\u7ec4\u6210\u7684\u6df7\u5408\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u5219\u6a21\u578b\u53ef\u4ee5\u5f88\u597d\u5730\u6cdb\u5316\u5230\u5404\u79cd\u8bc4\u4f30\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u6269\u5c55\u5728 NLP \u4efb\u52a1\u4e0a\u7684\u957f\u5ea6\u6cdb\u5316\u7814\u7a76\u7ed3\u679c\uff0c\u4ed6\u4eec\u53d1\u73b0\u4e86\u4f4d\u7f6e\u5d4c\u5165\u5728\u786e\u4fdd\u5728\u957f\u5ea6\u548c\u5176\u5b83\u65b9\u9762\u5b9e\u73b0\u56e0\u679c\u6cdb\u5316\u7684\u91cd\u8981\u6027\u3002\u4ed6\u4eec\u8868\u73b0\u6700\u4f73\u7684\u6a21\u578b\u6ca1\u6709\u4f4d\u7f6e\u7f16\u7801\uff0c\u4f46\u4ed6\u4eec\u4e5f\u53d1\u73b0\u6b63\u5f26\u7f16\u7801\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u4e5f\u5f88\u597d\u7528\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u516c\u7406\u8bad\u7ec3\u65b9\u6cd5\u8fd8\u80fd\u6cdb\u5316\u7528\u4e8e\u4e00\u4e2a\u66f4\u56f0\u96be\u7684\u95ee\u9898\uff0c\u5982\u56fe 5 \u6240\u793a\u3002\u5373\u4ee5\u5305\u542b\u7edf\u8ba1\u72ec\u7acb\u6027\u9648\u8ff0\u7684\u524d\u63d0\u4e3a\u57fa\u7840\uff0c\u4efb\u52a1\u76ee\u6807\u662f\u6839\u636e\u56e0\u679c\u5173\u7cfb\u5206\u8fa8\u76f8\u5173\u6027\u3002\u89e3\u51b3\u8be5\u4efb\u52a1\u9700\u8981\u591a\u4e2a\u516c\u7406\u7684\u77e5\u8bc6\uff0c\u5305\u62ec d-separation \u548c\u9a6c\u5c14\u53ef\u592b\u6027\u8d28\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-92d0a1972c50e06fb433a2ef36654631.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-92d0a1972c50e06fb433a2ef36654631.png\"><\/a><\/p>\n<section>\u8be5\u56e2\u961f\u4f7f\u7528\u4e0e\u4e0a\u9762\u4e00\u6837\u7684\u65b9\u6cd5\u751f\u6210\u4e86\u5408\u6210\u8bad\u7ec3\u6570\u636e\uff0c\u7136\u540e\u8bad\u7ec3\u4e86\u4e00\u4e2a\u6a21\u578b\uff0c\u7ed3\u679c\u53d1\u73b0\u5728\u5305\u542b 3-4 \u4e2a\u53d8\u91cf\u7684\u4efb\u52a1\u6f14\u793a\u4e0a\u8bad\u7ec3\u5f97\u5230\u7684 Transformer \u80fd\u5b66\u4f1a\u89e3\u51b3\u5305\u542b 5 \u4e2a\u53d8\u91cf\u7684\u56fe\u8c31\u4efb\u52a1\u3002\u5e76\u4e14\u5728\u8be5\u4efb\u52a1\u4e0a\uff0c\u8be5\u6a21\u578b\u7684\u51c6\u786e\u5ea6\u9ad8\u4e8e GPT-4 \u548c Gemini Pro \u7b49\u66f4\u5927\u578b\u7684 LLM\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-58267c0e62fd2d5273a495ae12404c29.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-58267c0e62fd2d5273a495ae12404c29.png\"><\/a><\/p>\n<section>\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u6211\u4eec\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u4e00\u79cd\u901a\u8fc7\u516c\u7406\u7684\u7b26\u53f7\u6f14\u793a\u6559\u6a21\u578b\u5b66\u4e60\u56e0\u679c\u63a8\u7406\u7684\u65b0\u8303\u5f0f\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u516c\u7406\u8bad\u7ec3\uff08axiomatic training\uff09\u3002\u300d\u8be5\u65b9\u6cd5\u7684\u6570\u636e\u751f\u6210\u548c\u8bad\u7ec3\u6d41\u7a0b\u662f\u666e\u9002\u7684\uff1a\u53ea\u8981\u4e00\u4e2a\u516c\u7406\u80fd\u88ab\u8868\u793a\u6210\u7b26\u53f7\u5143\u7ec4\u7684\u683c\u5f0f\uff0c\u5c31\u53ef\u4f7f\u7528\u6b64\u65b9\u6cd5\u5b66\u4e60\u5b83\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-16-4\" target=\"_blank\">\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[55],"class_list":["post-34565","post","type-post","status-publish","format-standard","hentry","category-news","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=34565\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=34565\",\"url\":\"https:\/\/17aitech.com\/?p=34565\",\"name\":\"\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=34565#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=34565#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png\",\"datePublished\":\"2024-12-08T19:56:58+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=34565#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=34565\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=34565#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=34565#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=34565","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=34565","url":"https:\/\/17aitech.com\/?p=34565","name":"\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=34565#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=34565#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png","datePublished":"2024-12-08T19:56:58+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=34565#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=34565"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=34565#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-30475b742dfd8f86f7b228b136cc94ed.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=34565#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u516c\u7406\u8bad\u7ec3\u8ba9LLM\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\uff1a6700\u4e07\u53c2\u6570\u6a21\u578b\u6bd4\u80a9\u4e07\u4ebf\u53c2\u6570\u7ea7GPT-4"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/34565","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=34565"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/34565\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=34565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=34565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=34565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}