{"id":36969,"date":"2025-01-21T17:00:30","date_gmt":"2025-01-21T09:00:30","guid":{"rendered":"https:\/\/17aitech.com\/?p=36969"},"modified":"2025-01-21T17:00:30","modified_gmt":"2025-01-21T09:00:30","slug":"%e5%85%b3%e4%ba%8ellm-as-a-judge%e8%8c%83%e5%bc%8f%ef%bc%8c%e7%bb%88%e4%ba%8e%e6%9c%89%e7%bb%bc%e8%bf%b0%e8%ae%b2%e6%98%8e%e7%99%bd%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36969","title":{"rendered":"\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-03-5\" target=\"_blank\">\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u7bc7\u7efc\u8ff0\u7684\u4f5c\u8005\u56e2\u961f\u5305\u62ec\u4e9a\u5229\u6851\u90a3\u5dde\u7acb\u5927\u5b66\u7684\u535a\u58eb\u7814\u7a76\u751f\u674e\u5927\u536b\uff0c\u848b\u535a\u6db5\uff0cAlimohammad Beigi, \u8d75\u6210\u5e05\uff0c\u8c2d\u7bb4\uff0cAmrita Bhattacharje, \u6307\u5bfc\u8001\u5e08\u5218\u6b22\u6559\u6388\uff0c\u6765\u81ea\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u829d\u52a0\u54e5\u5206\u6821\u7684\u9ec4\u826f\u6770\uff0c\u7a0b\u7490\u6559\u6388\uff0c\u6765\u81ea\u9a6c\u91cc\u5170\u5927\u5b66\u5df4\u5c14\u7684\u6469\u90e1\u5206\u6821\u7684\u6c5f\u5b87\u8f69\uff0c\u6765\u81ea\u4f0a\u5229\u8bfa\u4f0a\u7406\u5de5\u7684\u9648\u707f\u5b87\uff0c\u6765\u81ea\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u5434\u5929\u660a\u4ee5\u53ca\u6765\u81ea\u57c3\u9ed8\u91cc\u5927\u5b66\u7684\u8212\u51ef\u6559\u6388\u3002<\/strong><\/p>\n<p><strong>\u6458\u8981\uff1a<\/strong>\u8bc4\u4f30\u548c\u8bc4\u4ef7\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u662f\u4eba\u5de5\u667a\u80fd (AI) \u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP) \u4e2d\u7684\u5173\u952e\u6311\u6218\u3002\u7136\u800c\uff0c\u4f20\u7edf\u65b9\u6cd5\uff0c\u65e0\u8bba\u662f\u57fa\u4e8e\u5339\u914d\u8fd8\u662f\u57fa\u4e8e\u8bcd\u5d4c\u5165\uff0c\u5f80\u5f80\u65e0\u6cd5\u5224\u65ad\u7cbe\u5999\u7684\u5c5e\u6027\u5e76\u63d0\u4f9b\u4ee4\u4eba\u6ee1\u610f\u7684\u7ed3\u679c\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u6700\u65b0\u8fdb\u5c55\u542f\u53d1\u4e86 \u201cLLM-as-a-judge\u201d \u8303\u5f0f\uff0c\u5176\u4e2d LLM \u88ab\u7528\u4e8e\u5728\u5404\u79cd\u4efb\u52a1\u548c\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6267\u884c\u8bc4\u5206\u3001\u6392\u540d\u6216\u9009\u62e9\u3002\u672c\u6587\u5bf9\u57fa\u4e8e LLM \u7684\u5224\u65ad\u548c\u8bc4\u4f30\u8fdb\u884c\u4e86\u5168\u9762\u7684\u8c03\u67e5\uff0c\u4e3a\u63a8\u52a8\u8fd9\u4e00\u65b0\u5174\u9886\u57df\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u6df1\u5165\u7684\u6982\u8ff0\u3002\u6211\u4eec\u9996\u5148\u4ece\u8f93\u5165\u548c\u8f93\u51fa\u7684\u89d2\u5ea6\u7ed9\u51fa\u8be6\u7ec6\u7684\u5b9a\u4e49\u3002\u7136\u540e\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e00\u4e2a\u5168\u9762\u7684\u5206\u7c7b\u6cd5\uff0c\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u63a2\u7d22 LLM-as-a-judge\uff1a\u8bc4\u5224\u4ec0\u4e48\uff08what to judge\uff09\u3001\u5982\u4f55\u8bc4\u5224\uff08how to judge\uff09\u4ee5\u53ca\u5728\u54ea\u91cc\u8bc4\u5224\uff08where to judge\uff09\u3002\u6700\u540e\uff0c\u6211\u4eec\u5f52\u7eb3\u4e86\u8bc4\u4f30 LLM \u4f5c\u4e3a\u8bc4\u5224\u8005\u7684\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u5e76\u5f3a\u8c03\u4e86\u5173\u952e\u6311\u6218\u548c\u6709\u5e0c\u671b\u7684\u65b9\u5411\uff0c\u65e8\u5728\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u5e76\u542f\u53d1\u8fd9\u4e00\u6709\u5e0c\u671b\u7684\u7814\u7a76\u9886\u57df\u7684\u672a\u6765\u7814\u7a76\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bedc70597094caf534b6ccefc61cf6f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bedc70597094caf534b6ccefc61cf6f.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.16594<\/section>\n<\/li>\n<li>\n<section>\u7f51\u7ad9\u94fe\u63a5\uff1ahttps:\/\/llm-as-a-judge.github.io\/<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5217\u8868\uff1ahttps:\/\/github.com\/llm-as-a-judge\/Awesome-LLM-as-a-judge<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u6587\u7ae0\u7ed3\u6784<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-071598edbdee0cc6f4e533a58cabf418.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-071598edbdee0cc6f4e533a58cabf418.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1\uff1a\u8bba\u6587\u7ed3\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>LLM-as-a-judge \u7684\u5b9a\u4e49<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9ccc517ff188225dba86a97ceaeca67e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9ccc517ff188225dba86a97ceaeca67e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2\uff1aLLM-as-a-judge \u5b9a\u4e49<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u7bc7\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u6839\u636e\u8f93\u5165\u548c\u8f93\u51fa\u683c\u5f0f\u7684\u533a\u522b\u5bf9 LLM-as-a-judge \u8fdb\u884c\u4e86\u5b9a\u4e49\u3002\u9996\u5148\uff0c\u6839\u636e\u8f93\u5165\u5019\u9009\u6837\u672c\u4e2a\u6570\u7684\u4e0d\u540c\uff0c\u5728\u8f93\u5165\u7684\u5c42\u9762 LLM-as-a-judge \u53ef\u4ee5\u5206\u4e3a\u9010\u70b9\u548c\u6210\u5bf9 \/ \u5217\u8868\u8f93\u5165\uff1b\u53e6\u5916\uff0c\u6839\u636e\u6a21\u578b\u8f93\u51fa\u683c\u5f0f\u7684\u4e0d\u540c\uff0c\u5728\u8f93\u51fa\u7684\u5c42\u9762 LLM-as-a-judge \u7684\u76ee\u7684\u53ef\u4ee5\u5206\u4e3a\u8bc4\u5206\uff0c\u6392\u5e8f\u548c\u9009\u62e9\u3002<\/section>\n<section><\/section>\n<section><strong>Attribute\uff1a\u8bc4\u5224\u4ec0\u4e48<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f7ebafda037047d8de82d075db2e3c2c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f7ebafda037047d8de82d075db2e3c2c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3\uff1aLLM \u80fd\u591f\u8bc4\u5224\u5404\u79cd\u5c5e\u6027\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>LLM-as-a-judge \u5df2\u7ecf\u88ab\u8bc1\u660e\u53ef\u4ee5\u5728\u591a\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u5c5e\u6027\u4e0a\u63d0\u4f9b\u53ef\u9760\u7684\u8bc4\u5224\uff0c\u5728\u8fd9\u4e2a\u7ae0\u8282\u4e2d\uff0c\u6211\u4eec\u5bf9\u4ed6\u4eec\u8fdb\u884c\u4e86\u603b\u7ed3\uff0c\u5b83\u4eec\u5305\u62ec\uff1a\u56de\u590d\u7684\u5e2e\u52a9\u6027\uff0c\u65e0\u5bb3\u6027\uff0c\u53ef\u9760\u6027\uff0c\u751f\u6210 \/ \u68c0\u7d22\u6587\u6863\u7684\u76f8\u5173\u6027\uff0c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6bcf\u4e00\u6b65\u7684\u53ef\u884c\u6027\uff0c\u4ee5\u53ca\u751f\u6210\u6587\u672c\u7684\u7efc\u5408\u8d28\u91cf\u3002<\/section>\n<section><\/section>\n<section><strong>Methodology\uff1a\u5982\u4f55\u8bc4\u5224<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0bacf4c1b0c8df2a38931e7237b7fb69.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0bacf4c1b0c8df2a38931e7237b7fb69.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 1\uff1aLLM-as-a-judge \u8bad\u7ec3\u65b9\u6cd5<\/sup><\/em><\/section>\n<section><\/section>\n<section>\uff081\uff09\u5fae\u8c03\uff1a\u6700\u8fd1\u8bb8\u591a\u5de5\u4f5c\u5f00\u59cb\u63a2\u7d22\u5982\u4f55\u4f7f\u7528\u5fae\u8c03\u6280\u672f\u6765\u8bad\u7ec3\u4e00\u4e2a\u4e13\u95e8\u7684\u8bc4\u5224\u5927\u6a21\u578b\uff0c\u6211\u4eec\u5728\u8fd9\u4e00\u7ae0\u8282\u4e2d\u5bf9\u8fd9\u4e9b\u6280\u672f\u8fdb\u884c\u4e86\u603b\u7ed3\u5f52\u7eb3\uff0c\u5305\u62ec\u5b83\u4eec\u7684\u6570\u636e\u6e90\uff0c\u6807\u6ce8\u8005\uff0c\u6570\u636e\u7c7b\u578b\uff0c\u6570\u636e\u89c4\u6a21\uff0c\u5fae\u8c03\u6280\u672f\u53ca\u6280\u5de7\u7b49\uff08\u8868 1\uff09\u3002\u5176\u4e2d\u6211\u4eec\u6839\u636e\u6570\u636e\u6765\u6e90\uff08\u4eba\u5de5\u6807\u6ce8\u548c\u6a21\u578b\u53cd\u9988\uff09\u548c\u5fae\u8c03\u6280\u672f\uff08\u6709\u76d1\u7763\u5fae\u8c03\u548c\u504f\u597d\u5b66\u4e60\uff09\u5bf9\u8fd9\u4e9b\u5de5\u4f5c\u8fdb\u884c\u4e86\u8be6\u7ec6\u8ba8\u8bba\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cfd46c92d9d6f9ba6d72d4ad44258ab2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cfd46c92d9d6f9ba6d72d4ad44258ab2.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4\uff1aLLM-as-a-judge prompting \u65b9\u6cd5<\/sup><\/em><\/section>\n<section><\/section>\n<section>\uff082\uff09\u63d0\u793a\uff1a\u63d0\u793a\uff08prompting\uff09\u6280\u672f\u53ef\u4ee5\u6709\u6548\u63d0\u5347 LLM-as-a-judge \u7684\u6027\u80fd\u548c\u6548\u7387\u3002\u5728\u8fd9\u4e00\u7ae0\u8282\u4e2d\uff0c\u6211\u4eec\u603b\u7ed3\u4e86\u76ee\u524d\u5de5\u4f5c\u4e2d\u5e38\u7528\u5230\u51e0\u7c7b\u63d0\u793a\u7b56\u7565\uff0c\u5206\u522b\u662f\uff1a\u4ea4\u6362\u64cd\u4f5c\uff0c\u89c4\u5219\u589e\u5f3a\uff0c\u591a\u667a\u80fd\u4f53\u5408\u4f5c\uff0c\u6f14\u793a\u589e\u5f3a\uff0c\u591a\u8f6e\u52a8\u6001\u4ea4\u4e92\u548c\u5bf9\u6bd4\u52a0\u901f\u3002<\/section>\n<section><\/section>\n<section><strong>Application\uff1a\u4f55\u65f6\u8bc4\u5224<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-11e89bca6a6be96581c8872bfd7255e6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-11e89bca6a6be96581c8872bfd7255e6.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 5\uff1aLLM-as-a-judge \u5e94\u7528\u548c\u573a\u666f<\/sup><\/em><\/section>\n<section><\/section>\n<section>\uff081\uff09\u8bc4\u4f30\uff1a\u4f20\u7edf NLP \u4e2d\u7684\u8bc4\u4f30\u901a\u5e38\u91c7\u7528\u9759\u6001\u7684\u6307\u6807\u4f5c\u4e3a\u4f9d\u636e\uff0c\u7136\u800c\u5b83\u4eec\u5e38\u5e38\u4e0d\u80fd\u591f\u5f88\u597d\u7684\u6355\u6349\u7ec6\u7c92\u5ea6\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u56e0\u6b64\uff0cLLM-as-a-judge \u88ab\u5e7f\u6cdb\u5f15\u5165\u5230\u6a21\u578b\u8bc4\u4f30\u7684\u573a\u666f\u4e2d\uff0c\u8fdb\u884c\u5f00\u653e\u5f0f\u751f\u6210\uff0c\u63a8\u7406\u8fc7\u7a0b\u4ee5\u53ca\u5404\u79cd\u65b0\u5174 NLP \u4efb\u52a1\u7684\u8bc4\u6d4b\u3002<\/section>\n<section><\/section>\n<section>\uff082\uff09\u5bf9\u9f50\uff1a\u5bf9\u9f50\u6280\u672f\u901a\u5e38\u9700\u8981\u5927\u91cf\u4eba\u5de5\u6807\u6ce8\u7684\u6210\u5bf9\u504f\u597d\u6570\u636e\u6765\u8bad\u7ec3\u5956\u52b1\u6216\u8005\u7b56\u7565\u6a21\u578b\uff0c\u901a\u8fc7\u5f15\u5165 LLM-as-a-judge \u6280\u672f\uff0c\u91c7\u7528\u66f4\u5927\u7684\u6a21\u578b\u6216\u8005\u7b56\u7565\u6a21\u578b\u672c\u8eab\u4f5c\u4e3a\u8bc4\u4f30\u8005\uff0c\u8fd9\u4e00\u6807\u6ce8\u8fc7\u7a0b\u7684\u65f6\u95f4\u548c\u4eba\u529b\u6210\u672c\u88ab\u5927\u5927\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\uff083\uff09\u68c0\u7d22\uff1a\u68c0\u7d22\u573a\u666f\u540c\u6837\u5f97\u76ca\u4e8e LLM-as-a-judge \u5bf9\u4e8e\u6587\u672c\u76f8\u5173\u6027\u548c\u5e2e\u52a9\u6027\u5f3a\u5927\u7684\u5224\u522b\u80fd\u529b\u3002\u5176\u4e2d\u5bf9\u4e8e\u4f20\u7edf\u7684\u68c0\u7d22\u5e94\u7528\uff0cLLM-as-a-judge \u901a\u8fc7\u5224\u65ad\u6587\u6863\u548c\u7528\u6237\u8bf7\u6c42\u7684\u76f8\u5173\u6027\u6765\u9009\u62e9\u6700\u7b26\u5408\u7528\u6237\u559c\u597d\u7684\u4e00\u7ec4\u6587\u6863\u3002\u53e6\u5916\uff0cLLM-as-a-judge \u8fd8\u88ab\u5e94\u7528\u4e8e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7684\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7 LLM \u81ea\u5df1\u6765\u9009\u62e9\u5bf9\u540e\u7eed\u751f\u6210\u6700\u6709\u5e2e\u52a9\u7684\u8f85\u52a9\u6587\u6863\u3002<\/section>\n<section><\/section>\n<section>\uff084\uff09\u63a8\u7406\uff1a\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cLLM \u5728\u5f88\u591a\u573a\u666f\u4e0b\u4f1a\u88ab\u8d4b\u4e88\u4f7f\u7528\u5de5\u5177\uff0cAPI \u6216\u8005\u641c\u7d22\u5f15\u64ce\u7684\u6743\u9650\u3002\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e2d\uff0cLLM-as-a-judge \u53ef\u4ee5\u4f9d\u636e\u5f53\u524d\u7684\u4e0a\u4e0b\u6587\u548c\u72b6\u6001\u9009\u62e9\u6700\u5408\u7406\u53ef\u884c\u7684\u5916\u90e8\u5de5\u5177\u3002\u53e6\u5916\uff0cLLM-as-a-judge \u8fd8\u88ab\u5e7f\u6cdb\u5f15\u7528\u4e8e\u63a8\u7406\u8def\u5f84\u7684\u9009\u62e9\uff0c\u901a\u8fc7\u8fc7\u7a0b\u5956\u52b1\u6307\u5bfc\u6a21\u578b\u8fdb\u884c\u72b6\u6001\u6b65\u9aa4\u8f6c\u79fb\u3002<\/section>\n<section><\/section>\n<section><strong>\u57fa\u51c6\uff1a\u8bc4\u5224 LLM-as-a-judge<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u8868 2 \u6240\u793a\uff0c\u6211\u4eec\u603b\u7ed3\u4e86\u4e0d\u540c\u9488\u5bf9 LLM-as-a-judge \u7684\u57fa\u51c6\u6d4b\u8bd5\u96c6\uff0c\u5e76\u4ece\u6570\u636e \/ \u4efb\u52a1\u7c7b\u578b\uff0c\u6570\u636e\u89c4\u6a21\uff0c\u53c2\u8003\u6587\u672c\u6765\u6e90\uff0c\u6307\u6807\u7b49\u591a\u4e2a\u65b9\u9762\u5bf9\u8fd9\u4e9b\u6570\u636e\u96c6\u505a\u4e86\u603b\u7ed3\u5f52\u7eb3\u3002\u5176\u4e2d\uff0c\u6839\u636e\u57fa\u51c6\u6d4b\u8bd5\u96c6\u76ee\u7684\u7684\u4e0d\u540c\uff0c\u5927\u81f4\u53ef\u4ee5\u5206\u4e3a\uff1a\u504f\u89c1\u91cf\u5316\u57fa\u51c6\uff0c\u6311\u6218\u6027\u4efb\u52a1\u57fa\u51c6\uff0c\u9886\u57df\u7279\u5b9a\u57fa\u51c6\uff0c\u4ee5\u53ca\u5176\u4ed6\u591a\u8bed\u8a00\uff0c\u591a\u6a21\u6001\uff0c\u6307\u4ee4\u8ddf\u968f\u57fa\u51c6\u7b49\u7b49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d037b5450b973c7422068c2a58e66ad8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d037b5450b973c7422068c2a58e66ad8.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8868 2\uff1aLLM-as-a-judge \u6570\u636e\u96c6\u548c\u57fa\u7ebf<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5c55\u671b\uff1a\u6311\u6218\u548c\u673a\u9047<\/strong><\/section>\n<section><\/section>\n<section>\uff081\uff09\u504f\u89c1\u4e0e\u8106\u5f31\u6027\uff1a\u5927\u6a21\u578b\u4f5c\u4e3a\u8bc4\u5224\u8005\uff0c\u4e00\u76f4\u53d7\u56f0\u6270\u4e8e\u5404\u79cd\u5404\u6837\u5f71\u54cd\u8bc4\u4ef7\u516c\u5e73\u6027\u7684\u504f\u89c1\uff0c\u4f8b\u5982\u987a\u5e8f\u504f\u89c1\uff0c\u81ea\u6211\u504f\u597d\u504f\u89c1\uff0c\u957f\u5ea6\u504f\u89c1\u7b49\u3002\u540c\u65f6\uff0c\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u8bc4\u4ef7\u7cfb\u7edf\u5728\u9762\u5bf9\u5916\u90e8\u653b\u51fb\u65f6\u7684\u9c81\u68d2\u6027\u4e5f\u5b58\u5728\u4e00\u5b9a\u4e0d\u8db3\u3002\u56e0\u6b64\uff0cLLM-as-a-judge \u672a\u6765\u5de5\u4f5c\u7684\u4e00\u4e2a\u65b9\u5411\u662f\u7814\u7a76\u5982\u4f55\u63ed\u9732\u548c\u6539\u5584\u8fd9\u4e9b\u504f\u89c1\uff0c\u5e76\u63d0\u5347\u7cfb\u7edf\u9762\u5bf9\u653b\u51fb\u7684\u9c81\u68d2\u6027\u3002<\/section>\n<section><\/section>\n<section>\uff082\uff09\u66f4\u52a8\u6001\uff0c\u590d\u6742\u7684\u8bc4\u5224\uff1a\u65e9\u671f\u7684 LLM-as-a-judge \u901a\u5e38\u53ea\u91c7\u7528\u6bd4\u8f83\u7b80\u5355\u7684\u6307\u4ee4\u6765 prompt \u5927\u6a21\u578b\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u590d\u6742\u4e14\u52a8\u6001\u7684 LLM-as-a-judge \u6846\u67b6\u88ab\u5f00\u53d1\u51fa\u6765\uff0c\u4f8b\u5982\u591a\u667a\u80fd\u4f53\u5224\u65ad\u548c LLM-as-a-examiner\u3002\u5728\u672a\u6765\uff0c\u4e00\u4e2a\u6709\u524d\u666f\u7684\u7814\u7a76\u65b9\u5411\u662f\u5f00\u53d1\u5177\u6709\u4eba\u7c7b\u8bc4\u5224\u601d\u7ef4\u7684\u5927\u6a21\u578b\u667a\u80fd\u4f53\uff1b\u53e6\u5916\uff0c\u5f00\u53d1\u4e00\u4e2a\u57fa\u4e8e\u5927\u6a21\u578b\u81ea\u9002\u5e94\u96be\u5ea6\u7684\u8bc4\u5224\u7cfb\u7edf\u4e5f\u5f88\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\uff083\uff09\u81ea\u6211\u5224\u65ad\uff1aLLM-as-a-judge \u957f\u671f\u4ee5\u6765\u4e00\u76f4\u53d7\u56f0\u6270\u4e8e \u201c\u5148\u6709\u9e21\u8fd8\u662f\u5148\u6709\u86cb\u201d \u7684\u56f0\u5883\uff1a\u5f3a\u5927\u7684\u8bc4\u4f30\u8005\u5bf9\u4e8e\u8bad\u7ec3\u5f3a\u5927\u7684 LLM \u81f3\u5173\u91cd\u8981\uff0c\u4f46\u901a\u8fc7\u504f\u597d\u5b66\u4e60\u63d0\u5347 LLM \u5219\u9700\u8981\u516c\u6b63\u7684\u8bc4\u4f30\u8005\u3002\u7406\u60f3\u72b6\u51b5\u4e0b\uff0c\u6211\u4eec\u5e0c\u671b\u6700\u5f3a\u5927\u7684\u5927\u6a21\u578b\u80fd\u591f\u8fdb\u884c\u516c\u6b63\u7684\u81ea\u6211\u5224\u65ad\uff0c\u4ece\u800c\u4e0d\u65ad\u4f18\u5316\u5b83\u81ea\u8eab\u3002\u7136\u800c\uff0c\u5927\u6a21\u578b\u5177\u6709\u7684\u5404\u79cd\u5224\u65ad\u504f\u89c1\u504f\u597d\u4f7f\u5f97\u5b83\u4eec\u5f80\u5f80\u4e0d\u80fd\u591f\u5ba2\u89c2\u7684\u8bc4\u4ef7\u81ea\u5df1\u8f93\u51fa\u7684\u5185\u5bb9\u3002\u5728\u672a\u6765\uff0c\u5f00\u53d1\u80fd\u591f\u8fdb\u884c\u81ea\u6211\u8bc4\u5224\u7684\uff08\u4e00\u7ec4\uff09\u5927\u6a21\u578b\u5bf9\u4e8e\u6a21\u578b\u81ea\u6211\u8fdb\u5316\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\uff084\uff09\u4eba\u7c7b\u534f\u540c\u5927\u6a21\u578b\u5171\u540c\u5224\u65ad\uff1a\u76f4\u89c9\u4e0a\uff0c\u4eba\u5de5\u7684\u53c2\u4e0e\u548c\u6821\u5bf9\u53ef\u4ee5\u7f13\u89e3 LLM-as-a-judge \u5b58\u5728\u504f\u89c1\u548c\u8106\u5f31\u6027\u3002\u7136\u800c\uff0c\u53ea\u6709\u5c11\u6570\u51e0\u7bc7\u5de5\u4f5c\u5173\u6ce8\u8fd9\u4e2a\u65b9\u5411\u3002\u672a\u6765\u7684\u5de5\u4f5c\u53ef\u4ee5\u5173\u6ce8\u5982\u4f55\u7528 LLM \u6765\u8fdb\u884c\u6570\u636e\u9009\u62e9\uff0c\u901a\u8fc7\u9009\u62e9\u4e00\u4e2a\u5f88\u5c0f\u4f46\u5f88\u5177\u6709\u4ee3\u8868\u6027\u7684\u6d4b\u8bd5\u5b50\u96c6\u6765\u8fdb\u884c\u4eba\u5de5\u8bc4\u6d4b\uff1b\u540c\u65f6\uff0cLLM-as-a-judge \u4e5f\u53ef\u4ee5\u4ece\u5176\u4ed6\u5177\u6709\u6210\u719f\u7684\u4eba\u673a\u534f\u540c\u65b9\u6848\u7684\u9886\u57df\u53d7\u76ca\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63a2\u8ba8\u4e86 LLM-as-a-judge \u7684\u60ca\u559c\u5fae\u5999\u4e4b\u5904\u3002\u6211\u4eec\u9996\u5148\u6839\u636e\u8f93\u5165\u683c\u5f0f\uff08\u9010\u70b9\u3001\u6210\u5bf9\u548c\u5217\u8868\uff09\u548c\u8f93\u51fa\u683c\u5f0f\uff08\u5305\u62ec\u8bc4\u5206\u3001\u6392\u540d\u548c\u9009\u62e9\uff09\u5bf9\u73b0\u6709\u7684\u57fa\u4e8e LLM-as-a-judge \u8fdb\u884c\u5b9a\u4e49\u3002\u7136\u540e\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5168\u9762\u7684 LLM-as-a-judge \u7684\u5206\u7c7b\u6cd5\uff0c\u6db5\u76d6\u4e86\u5224\u65ad\u5c5e\u6027\u3001\u65b9\u6cd5\u548c\u5e94\u7528\u3002\u6b64\u540e\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86 LLM-as-a-judge \u7684\u8be6\u7ec6\u57fa\u51c6\u96c6\u5408\uff0c\u5e76\u7ed3\u5408\u4e86\u5bf9\u5f53\u524d\u6311\u6218\u548c\u672a\u6765\u65b9\u5411\u7684\u6df1\u601d\u719f\u8651\u7684\u5206\u6790\uff0c\u65e8\u5728\u4e3a\u8fd9\u4e00\u65b0\u5174\u9886\u57df\u7684\u672a\u6765\u5de5\u4f5c\u63d0\u4f9b\u66f4\u591a\u8d44\u6e90\u548c\u89c1\u89e3\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-03-5\" target=\"_blank\">\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5173\u4e8eLLM-as-a- [&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":[71,73,68,67],"class_list":["post-36969","post","type-post","status-publish","format-standard","hentry","category-news","tag-rag","tag-73","tag-68","tag-67"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86 - \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=36969\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=36969\",\"url\":\"https:\/\/17aitech.com\/?p=36969\",\"name\":\"\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=36969#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=36969#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png\",\"datePublished\":\"2025-01-21T09:00:30+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=36969#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=36969\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=36969#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=36969#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86\"}]},{\"@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":"\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86 - \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=36969","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36969","url":"https:\/\/17aitech.com\/?p=36969","name":"\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36969#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36969#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png","datePublished":"2025-01-21T09:00:30+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36969#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36969"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36969#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7bb763990b5930362467a3d07ea956f1.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36969#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86"}]},{"@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\/36969","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=36969"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36969\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}