{"id":23321,"date":"2024-12-04T10:45:35","date_gmt":"2024-12-04T02:45:35","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23321"},"modified":"2024-12-04T10:45:35","modified_gmt":"2024-12-04T02:45:35","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:\/\/aif.amtbbs.org\/index.php\/2024\/12\/04\/23321\/","title":{"rendered":"\u5173\u4e8eLLM-as-a-judge\u8303\u5f0f\uff0c\u7ec8\u4e8e\u6709\u7efc\u8ff0\u8bb2\u660e\u767d\u4e86"},"content":{"rendered":"<div><img data-dominant-color=\"2876a4\" data-has-transparency=\"false\" style=\"--dominant-color: #2876a4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23323\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/421a5292-b2ba-4431-977d-b80c681ccf18-300x167-1.png\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/421a5292-b2ba-4431-977d-b80c681ccf18-300x167-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/421a5292-b2ba-4431-977d-b80c681ccf18-300x167-1-150x84.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\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<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\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<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202412\/03\/a97867a90cc778c1481383cf3f0f3f19ae35dd.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<ul data-id=\"u738a58b-MPE13PGD\">\n<li data-id=\"ld70c578-8WBD5PH2\">\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.16594<\/li>\n<li data-id=\"ld70c578-fdkClRjh\">\u7f51\u7ad9\u94fe\u63a5\uff1ahttps:\/\/llm-as-a-judge.github.io\/<\/li>\n<li data-id=\"ld70c578-PN5TPZjJ\">\u8bba\u6587\u5217\u8868\uff1ahttps:\/\/github.com\/llm-as-a-judge\/Awesome-LLM-as-a-judge<\/li>\n<\/ul>\n<h4>\u6587\u7ae0\u7ed3\u6784<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/03\/e2ee628291983bd646f84868a6f172c0e2aaa8.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u56fe 1\uff1a\u8bba\u6587\u7ed3\u6784<\/p>\n<h4>LLM-as-a-judge \u7684\u5b9a\u4e49<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202412\/03\/c58e089985351875404120b941c3b26970d762.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u56fe 2\uff1aLLM-as-a-judge \u5b9a\u4e49<\/p>\n<p>\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<\/p>\n<h4>Attribute\uff1a\u8bc4\u5224\u4ec0\u4e48<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/03\/e625dd0745635322908129be3bee9e5891dba9.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u56fe 3\uff1aLLM \u80fd\u591f\u8bc4\u5224\u5404\u79cd\u5c5e\u6027\u3002<\/p>\n<p>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<\/p>\n<h4>Methodology\uff1a\u5982\u4f55\u8bc4\u5224<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/03\/41b73e781c781ebd3c8734406afa271b686095.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u8868 1\uff1aLLM-as-a-judge \u8bad\u7ec3\u65b9\u6cd5<\/p>\n<p>\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<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/03\/72f10b56807f4593d5c0158fb5080d34922847.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u56fe 4\uff1aLLM-as-a-judge prompting \u65b9\u6cd5<\/p>\n<p>\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<\/p>\n<h4>Application\uff1a\u4f55\u65f6\u8bc4\u5224<\/h4>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/03\/c8c06854383c0c2a14248255c939c828abc8c0.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u56fe 5\uff1aLLM-as-a-judge \u5e94\u7528\u548c\u573a\u666f<\/p>\n<p>\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<\/p>\n<p>\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<\/p>\n<p>\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<\/p>\n<p>\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<\/p>\n<h4>\u57fa\u51c6\uff1a\u8bc4\u5224 LLM-as-a-judge<\/h4>\n<p>\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<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/03\/c7703ac710a70a70514185b2444a549cd274db.webp\" alt=\"\" data-type=\"block\" \/><\/p>\n<p>\u8868 2\uff1aLLM-as-a-judge \u6570\u636e\u96c6\u548c\u57fa\u7ebf<\/p>\n<h4>\u5c55\u671b\uff1a\u6311\u6218\u548c\u673a\u9047<\/h4>\n<p>\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<\/p>\n<p>\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<\/p>\n<p>\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<\/p>\n<p>\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<\/p>\n<h4>\u603b\u7ed3<\/h4>\n<p>\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<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23321\" class=\"pvc_stats total_only  \" data-element-id=\"23321\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\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 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23321\" class=\"pvc_stats total_only  \" data-element-id=\"23321\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":23323,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[986,113,1392],"class_list":["post-23321","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-llm","tag-113","tag-1392"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23321","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=23321"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23321\/revisions"}],"predecessor-version":[{"id":23324,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23321\/revisions\/23324"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/23323"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=23321"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=23321"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=23321"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}