{"id":121840,"date":"2026-11-03T19:56:58","date_gmt":"2026-11-03T11:56:58","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/121840.html"},"modified":"2026-11-03T19:56:58","modified_gmt":"2026-11-03T11:56:58","slug":"llm-evals-%e4%b8%8e-llm-as-judge%ef%bc%9a%e8%b4%a8%e9%87%8f%e8%af%84%e4%bc%b0%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/121840.html","title":{"rendered":"LLM\u2011evals \u4e0e LLM\u2011as\u2011judge\uff1a\u8d28\u91cf\u8bc4\u4f30\u6846\u67b6"},"content":{"rendered":"<h3>1. \u4e3a\u4ec0\u4e48 ChatGPT App \u9700\u8981 LLM\u2011evals<\/h3>\n<p>\u672c\u8bb2\u6211\u4eec\u6765\u62c6\u89e3\u5982\u4f55\u4f7f\u7528\u7b2c\u4e8c\u4e2a LLM \u6a21\u578b\u4f5c\u4e3a\u201c\u6cd5\u5b98\u201d\u4e3a\u4f60\u7684 ChatGPT \u5e94\u7528\u6253\u5206\uff1a\u5b83\u8981\u8bc4\u4f30\u56de\u7b54\u7684\u54ea\u4e9b\u65b9\u9762\u3001\u5982\u4f55\u628a\u8fd9\u4e9b\u5199\u8fdb rubric\u2011prompt\u3001\u5982\u4f55\u4ece\u8bc4\u5206\u4e2d\u83b7\u5f97\u53ef\u7528\u4e8e CI \u7684\u7ed3\u6784\u5316 JSON\uff0c\u4ee5\u53ca\u5982\u4f55\u628a\u8fd9\u4e00\u5207\u548c\u4f60\u5df2\u7ecf\u719f\u6089\u7684 golden prompts \u8fde\u63a5\u8d77\u6765\u3002\u6709\u5174\u8da3\u5417\uff1f\u90a3\u5c31\u5f00\u59cb\u5427\u3002<\/p>\n<p>\u60f3\u8c61\u4f60\u51b3\u5b9a\u63d0\u5347 GiftGenius \u7684\u8d28\u91cf\uff0c\u5e76\u7ed9\u5b83\u52a0\u4e0a\u4e86\u4e0d\u9519\u7684\u6587\u672c\u56de\u7b54\u3002\u53ef\u5982\u4f55\u5224\u65ad\u8fd9\u4e9b\u56de\u7b54\u662f\u5426\u201c\u597d\u201d\uff1f\u53c8\u8be5\u5982\u4f55\u6d4b\u8bd5\uff1f\u4f20\u7edf\u7684 NLP \u5de5\u7a0b\u5e08\u4f1a\u600e\u4e48\u505a\uff1f\u5f88\u53ef\u80fd\u4f1a\u63d0\u51fa BLEU\/ROUGE \u4e00\u7c7b\u7684\u6307\u6807\uff0c\u6216\u8005\u4e0e\u67d0\u4e2a\u57fa\u51c6\u5b57\u7b26\u4e32\u8fdb\u884c\u5bf9\u6bd4\u3002\u95ee\u9898\u5728\u4e8e\uff0c\u5bf9\u4e8e ChatGPT \u7c7b\u5e94\u7528\uff0c\u8fd9\u51e0\u4e4e\u6ca1\u4ec0\u4e48\u7528\u3002<\/p>\n<p>\u9996\u5148\uff0c\u540c\u4e00\u4e2a\u4efb\u52a1\u5f80\u5f80\u5b58\u5728\u591a\u79cd\u6b63\u786e\u8868\u8ff0\u3002\u7528\u6237\u9700\u8981\u5728\u9884\u7b97\u5185\u63d0\u4f9b 5 \u4e2a\u793c\u7269\u60f3\u6cd5\u2014\u2014\u4f60\u53ef\u4ee5\u7ed9\u51fa\u4e0d\u540c\u7684\u5546\u54c1\u3001\u7528\u4e0d\u540c\u7684\u987a\u5e8f\u3001\u4ee5\u4e0d\u540c\u7684\u6587\u672c\u6837\u5f0f\u6765\u5448\u73b0\u3002\u201c\u9010\u5b57\u201d\u6216\u201c\u9010 token\u201d\u4e0e\u57fa\u51c6\u5bf9\u6bd4\u5e76\u4e0d\u80fd\u610f\u8bc6\u5230\u56de\u7b54\u4f9d\u7136\u662f\u597d\u7684\u3002\u5176\u6b21\uff0c\u6211\u4eec\u5173\u5fc3\u7684\u4e00\u4e9b\u56e0\u7d20\u662f\u4f20\u7edf\u6307\u6807\u770b\u4e0d\u89c1\u7684\uff1a\u5b9e\u7528\u6027\u3001\u662f\u5426\u5b8c\u6210\u7528\u6237\u573a\u666f\u3001\u8bed\u6c14\u4e0e\u98ce\u683c\u3001\u5b89\u5168\u6027\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5982\u679c GiftGenius \u56de\u7b54\uff1a\u201c\u4e70\u70b9\u6570\u7801\u4ea7\u54c1\uff0c\u80af\u5b9a\u4f1a\u559c\u6b22\u3002\u201d\u2014\u2014\u4ece\u5f62\u5f0f\u4e0a\u770b\u53ef\u80fd\u5305\u542b\u4e86\u201c\u6b63\u786e\u201d\u7684\u8bcd\uff0c\u4f46\u8fd9\u662f\u4e00\u4e2a\u5b8c\u5168\u65e0\u7528\u7684\u56de\u7b54\u3002\u800c\u5982\u679c\u5b83\u7ed9\u51fa\u7684\u793c\u7269\u8d85\u51fa\u4e86\u9884\u7b97\uff0c\u5bf9\u4e8e\u7528\u6237\u6765\u8bf4\u8fd9\u5df2\u7ecf\u662f\u5931\u8d25\u4e86\uff0c\u5373\u4fbf\u6587\u5b57\u518d\u4f18\u7f8e\u4e5f\u4e00\u6837\u3002<\/p>\n<p>\u56e0\u6b64\u5bf9 ChatGPT App \u548c\u667a\u80fd\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u66f4\u5173\u6ce8\u884c\u4e3a\u800c\u4e0d\u53ea\u662f\u6587\u672c\u3002\u6211\u4eec\u5173\u5fc3\uff1a<\/p>\n<ul>\n<li>\u4e8b\u5b9e\u4e0e\u903b\u8f91\u7684\u6b63\u786e\u6027\uff08correctness\/accuracy\uff09\uff1b<\/li>\n<li>\u5b9e\u7528\u6027\u4e0e\u5b8c\u6574\u6027\uff08helpfulness\/completeness\uff09\uff1b<\/li>\n<li>\u98ce\u683c\u4e0e\u8bed\u6c14\uff08style\/tone\uff09\uff1b<\/li>\n<li>\u5b89\u5168\u6027\u4e0e\u653f\u7b56\u9075\u5faa\uff08safety\uff09\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6b63\u662f LLM\u2011evals \u7684\u7528\u6b66\u4e4b\u5730\uff1a\u6211\u4eec\u4f7f\u7528\u53e6\u4e00\u5957 LLM\uff08\u901a\u5e38\u66f4\u5f3a\u3001\u66f4\u201c\u4e25\u683c\u201d\uff09\u4f5c\u4e3a\u6cd5\u5b98\uff0c\u6839\u636e\u5f62\u5f0f\u5316\u7684\u8bc4\u5206\u6807\u51c6\u6765\u8bc4\u4f30\u6211\u4eec\u7684 App \u56de\u7b54\u3002<\/p>\n<p>\u8fd9\u6837\u6211\u4eec\u83b7\u5f97\u7684\u4e0d\u53ea\u662f\u201c\u611f\u89c9\u53d8\u597d\u4e86\u201d\uff0c\u800c\u662f\u53ef\u91cf\u5316\u7684\u6570\u5b57\uff1a\u5404\u9879\u6807\u51c6\u7684\u5206\u6570\u3001\u6700\u7ec8 verdict\u3001\u53ef\u5728 CI\u3001\u4eea\u8868\u76d8\u548c\u62a5\u544a\u91cc\u5206\u6790\u7684 JSON \u7ed3\u679c\u3002<\/p>\n<h3>2. \u4ec0\u4e48\u662f LLM\u2011as\u2011judge<\/h3>\n<p>\u6982\u5ff5\u5f88\u7b80\u5355\uff0c\u51e0\u4e4e\u50cf\u8bfe\u5802\u6253\u5206\uff1a\u6709\u4efb\u52a1\uff0c\u6709\u201c\u5b66\u751f\u201d\uff08\u6211\u4eec\u7684 GiftGenius\uff09\u6765\u56de\u7b54\uff0c\u6709\u201c\u8001\u5e08\u201d\uff08LLM \u6cd5\u5b98\uff09\u6765\u68c0\u67e5\u5e76\u6253\u5206\u3002<\/p>\n<p>\u6cd5\u5b98\u6a21\u578b\u4f1a\u5f97\u5230\u4e09\u4e2a\u6838\u5fc3\u8981\u7d20\uff1a<\/p>\n<li>\u7528\u6237\u7684\u8f93\u5165\u8bf7\u6c42\uff08prompt\uff09\u3002<\/li>\n<li>App\/\u667a\u80fd\u4f53\u5bf9\u8be5\u8bf7\u6c42\u7684\u56de\u7b54\uff08\u4e00\u4e2a\uff0c\u6216\u4e24\u4e2a\u7528\u4e8e A\/B \u6bd4\u8f83\uff09\u3002<\/li>\n<li>\u9700\u8981\u636e\u6b64\u8bc4\u5206\u7684\u6807\u51c6\u63cf\u8ff0\u2014\u2014rubric\u2011prompt\u3002<\/li>\n<p>\u63a5\u4e0b\u6765\u6d41\u7a0b\u53d6\u51b3\u4e8e\u4efb\u52a1\u7c7b\u578b\u3002<\/p>\n<p>\u573a\u666f\u4e00\uff1a\u201c\u5355\u4e2a\u56de\u7b54 \u2192 \u6253\u5206\u201d\u3002 \u6cd5\u5b98\u67e5\u770b\u5355\u4e2a\u56de\u7b54\uff0c\u5e76\u6309\u6807\u51c6\u6253\u5206\uff080\u201310\u30010\u20135 \u7b49\uff09\uff0c\u540c\u65f6\u7ed9\u51fa\u6700\u7ec8\u7684 overall \u548c \\&#8221;pass\\&#8221;\/\\&#8221;fail\\&#8221; \u5224\u5b9a\u3002 \u8fd9\u5bf9\u4e8e\u56de\u5f52\u548c CI \u5f88\u65b9\u4fbf\uff1a\u6211\u4eec\u7ed1\u5b9a\u9608\u503c\uff0c\u89c2\u5bdf\u8d28\u91cf\u662f\u5426\u4e0b\u964d\u3002<\/p>\n<p>\u573a\u666f\u4e8c\uff1a\u201c\u4e24\u4e2a\u56de\u7b54 \u2192 \u9009\u66f4\u4f18\u201d\u3002 \u6cd5\u5b98\u6536\u5230\u56de\u7b54 A \u548c B\uff0c\u9700\u8981\u6307\u51fa\u54ea\u4e00\u4e2a\u66f4\u597d\uff0c\u6216\u8bf4\u660e\u5b83\u4eec\u5927\u81f4\u76f8\u5f53\u3002\u8fd9\u4e2a\u683c\u5f0f\u9002\u5408 A\/B \u5b9e\u9a8c\uff1a\u6bd4\u8f83\u4e24\u4e2a prompt \u65b9\u6848\u6216\u4e24\u7248 SDK\/\u6a21\u578b\u3002<\/p>\n<p>\u6709\u65f6\u53ea\u9700\u8981 pass\/fail \u6807\u5fd7\uff0c\u4e0d\u9700\u8981\u7ec6\u7c92\u5ea6\u6253\u5206\u3002\u6bd4\u5982\u5bf9\u4e8e\u201c\u56de\u7b54\u662f\u5426\u5305\u542b\u5371\u9669\u5efa\u8bae\u6216\u8fdd\u53cd\u653f\u7b56\uff1f\u201d\u8fd9\u7c7b safety \u7528\u4f8b\uff0c\u66f4\u9002\u5408\u62ff\u5230\u4e00\u7ef4\u7684\u201c\u901a\u8fc7\/\u672a\u901a\u8fc7\u201d\u4ee5\u53ca\u7b80\u77ed\u89e3\u91ca\u3002<\/p>\n<p>\u5173\u952e\u70b9\u5728\u4e8e\uff1aLLM \u6cd5\u5b98\u5e76\u4e0d\u662f\u201c\u5168\u77e5\u66f4\u61c2\u201d\u7684\u9b54\u6cd5\uff0c\u800c\u662f\u4e00\u5957\u6709\u660e\u786e\u89c4\u5219\u7684\u786e\u5b9a\u6027\u6d41\u7a0b\u3002\u7ed3\u679c\u9ad8\u5ea6\u53d6\u51b3\u4e8e\u6211\u4eec\u662f\u5426\u6070\u5f53\u5730 a) \u63cf\u8ff0\u4e86\u6807\u51c6\uff0cb) \u8bbe\u5b9a\u4e86\u91cf\u8868\uff0cc) \u5206\u6790\u4e86\u7ed3\u6784\u5316\u7684 JSON\u3002<\/p>\n<h3>3. LLM \u6cd5\u5b98\u7684\u5178\u578b\u4efb\u52a1\u793a\u4f8b<\/h3>\n<p>\u4e3a\u4e86\u611f\u53d7\u5176\u5728\u5b9e\u8df5\u4e2d\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u6211\u4eec\u6765\u770b\u770b\u51e0\u4e2a\u5178\u578b\u7684\u4efb\u52a1\u7c7b\u522b\uff0c\u5e76\u628a\u5b83\u4eec\u4e0e\u6211\u4eec\u7684 GiftGenius \u5173\u8054\u8d77\u6765\u3002<\/p>\n<h4>Correctness\uff08\u6b63\u786e\u6027\uff09<\/h4>\n<p>\u5bf9\u4e8e GiftGenius\uff0c\u6b63\u786e\u6027\u4f8b\u5982\u610f\u5473\u7740\uff1a<\/p>\n<ul>\n<li>\u6240\u6709\u5efa\u8bae\u7684\u793c\u7269\u90fd\u786e\u5b9e\u5728\u6307\u5b9a\u9884\u7b97\u5185\uff1b<\/li>\n<li>\u793c\u7269\u7b26\u5408\u63cf\u8ff0\u7684\u4eba\u4e0e\u573a\u666f\uff1b<\/li>\n<li>\u6ca1\u6709\u660e\u663e\u7684\u4e8b\u5b9e\u6027\u9519\u8bef\uff08\u4f8b\u5982\u4e0d\u7ed9\u884c\u52a8\u4e0d\u4fbf\u8005\u63a8\u8350\u201c\u53bb\u73e0\u5cf0\u6ed1\u96ea\u201d\u4e4b\u7c7b\u7684\u793c\u7269\uff09\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u6280\u672f\/\u5206\u6790\u7c7b App\uff0ccorrectness \u8fd8\u5305\u62ec\u5bf9\u516c\u5f0f\u3001\u4ee3\u7801\u3001\u8ba1\u7b97\u548c\u903b\u8f91\u7684\u6821\u9a8c\u3002LLM \u6cd5\u5b98\u9700\u8981\u80fd\u8bc6\u522b\u662f\u5426\u8fdd\u53cd\u4e86\u4efb\u52a1\u7684\u57fa\u672c\u4e8b\u5b9e\u548c\u8981\u6c42\u3002<\/p>\n<h4>Helpfulness\uff08\u5b9e\u7528\u6027\uff09<\/h4>\n<p>\u5373\u4fbf\u4e8b\u5b9e\u4e0a\u662f\u5bf9\u7684\uff0c\u56de\u7b54\u4e5f\u53ef\u80fd\u5e76\u4e0d\u5b9e\u7528\u3002\u5bf9\u4e8e GiftGenius\uff0c\u4e00\u4e2a\u6709\u7528\u7684\u56de\u7b54<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u4e3a\u4ec0\u4e48 ChatGPT App \u9700\u8981 LLM\u2011evals<br \/>\n\u672c\u8bb2\u6211\u4eec\u6765\u62c6\u89e3\u5982\u4f55\u4f7f\u7528\u7b2c\u4e8c\u4e2a LLM \u6a21\u578b\u4f5c\u4e3a\u201c\u6cd5\u5b98\u201d\u4e3a\u4f60\u7684 ChatGPT \u5e94\u7528\u6253\u5206\uff1a\u5b83\u8981\u8bc4\u4f30\u56de\u7b54\u7684\u54ea\u4e9b\u65b9\u9762\u3001\u5982\u4f55\u628a\u8fd9\u4e9b\u5199\u8fdb rubric\u2011prompt\u3001\u5982\u4f55\u4ece\u8bc4\u5206\u4e2d\u83b7\u5f97\u53ef\u7528\u4e8e CI \u7684\u7ed3\u6784\u5316 JSON\uff0c\u4ee5\u53ca\u5982\u4f55\u628a\u8fd9\u4e00\u5207\u548c\u4f60\u5df2\u7ecf\u719f\u6089\u7684 golden prompts \u8fde\u63a5\u8d77\u6765\u3002\u6709\u5174\u8da3\u5417\uff1f\u90a3\u5c31\u5f00\u59cb\u5427\u3002<br \/>\n\u60f3\u8c61\u4f60\u51b3\u5b9a\u63d0\u5347 GiftGenius \u7684\u8d28\u91cf\uff0c\u5e76\u7ed9\u5b83\u52a0\u4e0a\u4e86\u4e0d\u9519\u7684\u6587\u672c\u56de\u7b54\u3002\u53ef\u5982\u4f55\u5224\u65ad\u8fd9\u4e9b\u56de\u7b54\u662f\u5426\u201c\u597d\u201d\uff1f\u53c8\u8be5\u5982<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6546,175,1646,50],"topic":[],"class_list":["post-121840","post","type-post","status-publish","format-standard","hentry","category-server","tag-gpt-3","tag-chatgpt","tag-gpt","tag-50"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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