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\u7ef4\u5ea6\u516d\uff1a\u7528\u6237\u4f53\u9a8c\u4e0e\u4e1a\u52a1\u4ef7\u503c\u8f6c\u5316<\/strong> \u6838\u5fc3\u6307\u6807\u5305\u62ec\u7528\u6237\u6ee1\u610f\u5ea6\uff08CSAT\uff09\u3001\u4eba\u5de5\u8f6c\u63a5\u7387\u3001\u9996\u6b21\u89e3\u51b3\u7387\uff08FCR\uff09\u3002 \u843d\u5730\u5b9e\u73b0<\/strong>\uff1a\u5728\u4ea4\u4e92\u7ed3\u675f\u540e\u7acb\u5373\u89e6\u53d1\u8f7b\u91cf\u7ea7\u6ee1\u610f\u5ea6\u6536\u96c6\uff081-5\u661f\u6216\u4e8c\u5143\u53cd\u9988\uff09\u3002\u5206\u6790\u8f6c\u63a5\u539f\u56e0\u6807\u7b7e\uff08\u80fd\u529b\u4e0d\u8db3\/\u7406\u89e3\u504f\u5dee\/\u6d41\u7a0b\u9650\u5236\uff09\uff0c\u9488\u5bf9\u9ad8\u9891\u8f6c\u63a5\u573a\u666f\u8865\u5145\u77e5\u8bc6\u6216\u5de5\u5177\u3002\u9996\u6b21\u89e3\u51b3\u7387\u9700\u7ed3\u5408\u4e1a\u52a1\u5b9a\u4e49\u201c\u6ee1\u610f\u89e3\u7b54\u201d\u7684\u6807\u51c6\u3002\u5b9a\u671f\u8fdb\u884c\u7528\u6237\u8bbf\u8c08\u4e0e\u4f1a\u8bdd\u590d\u76d8\uff0c\u5c06\u5b9a\u6027\u53cd\u9988\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u7684\u6539\u8fdb\u9879\u3002<\/p>\n\n\n\n

\u7ef4\u5ea6\u4e03\uff1a\u53ef\u89c2\u6d4b\u6027\u4e0e\u6301\u7eed\u6539\u8fdb\u80fd\u529b<\/strong> \u8fd9\u662f\u8fde\u63a5\u8bc4\u4f30\u4e0e\u4f18\u5316\u7684\u6838\u5fc3\u7ef4\u5ea6\uff0c\u6838\u5fc3\u5728\u4e8e\u80fd\u5426\u628a\u6bcf\u4e00\u6b21\u8fd0\u884c\u53d8\u6210\u53ef\u5206\u6790\u3001\u53ef\u590d\u73b0\u3001\u53ef\u4f18\u5316\u7684\u6570\u636e\u8d44\u4ea7\u3002 \u843d\u5730\u5b9e\u73b0<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u667a\u80fd\u4f53\u8fd0\u884c\u751f\u6210\u552f\u4e00Trace ID\uff0c\u5b8c\u6574\u8bb0\u5f55\u8f93\u5165\u3001\u5b8c\u6574\u601d\u8003\u94fe\u3001\u5de5\u5177\u8c03\u7528\u53c2\u6570\u4e0e\u8fd4\u56de\u3001\u6700\u7ec8\u8f93\u51fa\u3001\u5404\u9879\u6307\u6807\u5f97\u5206\u3002\u8bc4\u4f30\u7ed3\u679c\u81ea\u52a8\u5165\u5e93\uff08\u7248\u672c+\u65f6\u95f4\u6233+\u573a\u666f\u6807\u7b7e\uff09\u3002\u5efa\u7acb\u56de\u5f52\u6d4b\u8bd5\u6d41\u6c34\u7ebf\uff1a\u6bcf\u6b21Prompt\u3001\u6a21\u578b\u6216\u5de5\u5177\u53d8\u66f4\u540e\u81ea\u52a8\u8fd0\u884c\u6838\u5fc3\u6d4b\u8bd5\u96c6\uff0c\u5bf9\u6bd4\u5386\u53f2\u57fa\u7ebf\u3002\u5229\u7528\u8bc4\u4f30\u6570\u636e\u53cd\u54fa\u4f18\u5316\u2014\u2014\u5bf9\u4f4e\u5206\u8f68\u8ff9\u8fdb\u884c\u805a\u7c7b\u5206\u6790\uff0c\u8bc6\u522b\u5171\u6027\u95ee\u9898\u6a21\u5f0f\u3002<\/p>\n\n\n\n

\u4e09\u3001\u8bc4\u4f30\u65b9\u6cd5\u9009\u578b\u4e0e\u6280\u672f\u843d\u5730\u8def\u5f84<\/h3>\n\n\n\n

\u5f53\u524d\u4e3b\u6d41\u8bc4\u4f30\u65b9\u6cd5\u53ef\u5206\u4e3a\u4e09\u7c7b\uff0c\u4f01\u4e1a\u53ef\u6309\u9700\u7ec4\u5408\uff1a<\/p>\n\n\n\n

\u8bc4\u4f30\u65b9\u6cd5\u7c7b\u578b<\/th>\u7279\u70b9<\/th>\u9002\u7528\u573a\u666f<\/th>\u843d\u5730\u5efa\u8bae<\/th><\/tr><\/thead>
\u4ee3\u7801\u89c4\u5219\u8bc4\u5206\u5668<\/td>\u5feb\u901f\u3001\u5ba2\u89c2\u3001\u96f6\u6210\u672c\u3001\u53ef\u6279\u91cf<\/td>\u7ed3\u6784\u5316\u8f93\u51fa\u3001\u660e\u786e\u6210\u529f\u6807\u51c6\u4efb\u52a1<\/td>\u4f18\u5148\u5b9e\u73b0\uff0c\u4f5c\u4e3a\u57fa\u7840\u5c42<\/td><\/tr>
LLM-as-Judge<\/td>\u7075\u6d3b\u5904\u7406\u5f00\u653e\u5f0f\u3001\u590d\u6742\u63a8\u7406\u4efb\u52a1<\/td>\u521b\u610f\u751f\u6210\u3001\u957f\u6587\u672c\u603b\u7ed3\u3001\u591a\u6b65\u51b3\u7b56<\/td>\u8bbe\u8ba1\u7ed3\u6784\u5316\u8bc4\u5206Prompt + \u8f93\u51faJSON\u7ea6\u675f\uff0c\u5b9a\u671f\u4eba\u5de5\u6821\u51c6<\/td><\/tr>
\u4eba\u5de5\u4e13\u5bb6\u62bd\u6837<\/td>\u6700\u9ad8\u51c6\u786e\u6027\uff0c\u53ef\u53d1\u73b0\u6a21\u578b\u76f2\u533a<\/td>\u9ad8\u98ce\u9669\u573a\u666f\u3001\u5173\u952e\u7248\u672c\u53d1\u5e03\u524d<\/td>\u5efa\u7acb\u5206\u5c42\u62bd\u6837\u673a\u5236\uff08\u4f18\u5148\u4f4e\u5206\u4e0e\u9ad8\u4e1a\u52a1\u4ef7\u503c\u6848\u4f8b\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u63a8\u8350\u843d\u5730\u7ec4\u5408<\/strong>\uff1a\u4ee3\u7801\u89c4\u5219\u8bc4\u5206\u5668\uff0870%\uff09+ LLM-as-Judge\uff0825%\uff09+ \u4eba\u5de5\u62bd\u6837\u6821\u51c6\uff085%\uff09\uff0c\u5728\u6548\u7387\u4e0e\u51c6\u786e\u6027\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n\n\n\n

\u56db\u3001AI\u667a\u80fd\u4f53\u6027\u80fd\u8bc4\u4f30\u4f53\u7cfb\u76848\u6b65\u843d\u5730\u5b9e\u65bd\u65b9\u6848<\/h3>\n\n\n\n
    \n
  1. \u4e1a\u52a1\u5bf9\u9f50\u4e0e\u6307\u6807\u4f18\u5148\u7ea7\u5b9a\u4e49<\/strong>\uff1a\u7ec4\u7ec7\u4ea7\u54c1\u3001\u4e1a\u52a1\u3001\u7b97\u6cd5\u3001\u8fd0\u7ef4\u591a\u65b9 workshop\uff0c\u660e\u786e\u5f53\u524d\u6700\u6838\u5fc3\u76843-5\u4e2a\u6307\u6807\u53ca\u9608\u503c\uff0c\u8f93\u51fa\u300a\u8bc4\u4f30\u6307\u6807\u5b9a\u4e49\u6587\u6863\u300b\u3002<\/li>\n\n\n\n
  2. \u9ec4\u91d1\u6d4b\u8bd5\u96c6\u6784\u5efa<\/strong>\uff1a\u6309\u573a\u666f\u5206\u7c7b\u6536\u96c6\u771f\u5b9e\u4efb\u52a1\uff0c\u4eba\u5de5\u6807\u6ce8\u671f\u671b\u8f93\u51fa\u4e0e\u5173\u952e\u68c0\u67e5\u70b9\u3002\u521d\u671f\u5efa\u8bae\u6bcf\u4e2a\u9ad8\u9891\u573a\u666f\u4e0d\u5c11\u4e8e200\u6761\uff0c\u6301\u7eed\u8fed\u4ee3\u6269\u5145\u3002<\/li>\n\n\n\n
  3. \u8bc4\u4f30\u6267\u884c\u5f15\u64ce\u5f00\u53d1<\/strong>\uff1a\u5c01\u88c5\u7edf\u4e00\u8bc4\u4f30\u63a5\u53e3\uff0c\u652f\u6301\u6279\u91cf\u8fd0\u884c\u3001\u81ea\u52a8\u6253\u5206\u3001\u7ed3\u679c\u6301\u4e45\u5316\u3002\u96c6\u6210\u8f68\u8ff9\u65e5\u5fd7\u4e0eToken\/\u8d44\u6e90\u76d1\u63a7\u3002<\/li>\n\n\n\n
  4. \u751f\u4ea7\u53ef\u89c2\u6d4b\u6027\u96c6\u6210<\/strong>\uff1a\u5728\u667a\u80fd\u4f53\u4ee3\u7801\u4e2d\u690d\u5165\u8ffd\u8e2a\u94a9\u5b50\uff08\u6216\u4f7f\u7528\u6846\u67b6\u56de\u8c03\u673a\u5236\uff09\uff0c\u786e\u4fdd\u6bcf\u4e00\u6b21\u751f\u4ea7\u8c03\u7528\u90fd\u751f\u6210\u53ef\u67e5\u8be2\u7684\u5b8c\u6574\u8f68\u8ff9\u4e0e\u6307\u6807\u3002<\/li>\n\n\n\n
  5. \u76d1\u63a7\u770b\u677f\u4e0e\u544a\u8b66\u642d\u5efa<\/strong>\uff1a\u53ef\u89c6\u5316\u5c55\u793a\u6838\u5fc3\u6307\u6807\u8d8b\u52bf\u3001\u7248\u672c\u5bf9\u6bd4\u3001\u5f02\u5e38\u5206\u5e03\u3002\u8bbe\u7f6e\u9608\u503c\u544a\u8b66\uff08\u5982\u4efb\u52a1\u5b8c\u6210\u7387\u4e0b\u964d\u8d85\u8fc75%\u3001P95\u5ef6\u8fdf\u8d85\u8fc7\u57fa\u7ebf20%\uff09\u3002<\/li>\n\n\n\n
  6. \u56de\u5f52\u6d4b\u8bd5\u4e0e\u53d1\u5e03\u95e8\u7981<\/strong>\uff1a\u5c06\u8bc4\u4f30\u6d41\u6c34\u7ebf\u63a5\u5165CI\/CD\u6d41\u7a0b\uff0c\u65b0\u7248\u672c\u5fc5\u987b\u901a\u8fc7\u57fa\u7ebf\u5bf9\u6bd4\u6d4b\u8bd5\u624d\u80fd\u4e0a\u7ebf\u3002<\/li>\n\n\n\n
  7. \u95ed\u73af\u4f18\u5316\u673a\u5236<\/strong>\uff1a\u6bcf\u5468\/\u6bcf\u8fed\u4ee3\u590d\u76d8\u4f4e\u5206\u6848\u4f8b\uff0c\u8f93\u51fa\u5177\u4f53\u4f18\u5316\u52a8\u4f5c\uff08Prompt\u8c03\u6574\u3001\u5de5\u5177\u589e\u5f3a\u3001\u6a21\u578b\u5347\u7ea7\uff09\u3002\u53ef\u5f15\u5165\u8f85\u52a9\u667a\u80fd\u4f53\u5bf9\u5931\u8d25\u8f68\u8ff9\u8fdb\u884c\u6839\u56e0\u5206\u6790\u4e0e\u6539\u8fdb\u5efa\u8bae\u751f\u6210\u3002<\/li>\n\n\n\n
  8. \u6301\u7eed\u6f14\u8fdb\u4e0e\u77e5\u8bc6\u6c89\u6dc0<\/strong>\uff1a\u5efa\u7acb\u8bc4\u4f30\u77e5\u8bc6\u5e93\uff0c\u6c89\u6dc0\u5404\u573a\u666f\u6210\u529f\u6807\u51c6\u3001\u5e38\u89c1\u5931\u8d25\u6a21\u5f0f\u3001\u4f18\u5316\u6848\u4f8b\u3002\u5f62\u6210\u201c\u6d4b\u91cf-\u5206\u6790-\u4f18\u5316-\u518d\u6d4b\u91cf\u201d\u7684\u81ea\u52a8\u98de\u8f6e\u3002<\/li>\n<\/ol>\n\n\n\n

    \u4e94\u3001\u5e38\u89c1\u843d\u5730 pitfalls \u4e0e\u89c4\u907f\u5efa\u8bae<\/h3>\n\n\n\n
      \n
    • \u907f\u514d\u201c\u53ea\u770b\u7ed3\u679c\u4e0d\u770b\u8fc7\u7a0b\u201d\uff1a\u5fc5\u987b\u4fdd\u7559\u5b8c\u6574\u8f68\u8ff9\uff0c\u5426\u5219\u65e0\u6cd5\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\u3002<\/li>\n\n\n\n
    • \u907f\u514d\u201c\u8ffd\u6c42\u5168\u9762\u800c\u8d44\u6e90\u4e0d\u8db3\u201d\uff1a\u521d\u671f\u805a\u71263-5\u4e2a\u6838\u5fc3\u6307\u6807\uff0c\u5feb\u901f\u5f62\u6210\u95ed\u73af\uff0c\u518d\u9010\u6b65\u6269\u5c55\u3002<\/li>\n\n\n\n
    • \u907f\u514d\u201c\u8bc4\u4f30\u96c6\u4e0e\u751f\u4ea7\u5206\u5e03\u4e0d\u4e00\u81f4\u201d\uff1a\u6d4b\u8bd5\u96c6\u9700\u6301\u7eed\u7528\u6700\u65b0\u751f\u4ea7\u6570\u636e\u66f4\u65b0\uff0c\u907f\u514d\u8fc7\u65f6\u3002<\/li>\n\n\n\n
    • \u907f\u514d\u201c\u4eba\u5de5\u6821\u51c6\u7f3a\u5931\u201d\uff1aLLM\u8bc4\u5224\u9700\u5b9a\u671f\u7528\u4eba\u5de5\u7ed3\u679c\u6821\u51c6\uff0c\u9632\u6b62\u8bc4\u5224\u504f\u5dee\u7d2f\u79ef\u3002<\/li>\n<\/ul>\n\n\n\n

      \u5f53\u8fd9\u59577\u7ef4\u8bc4\u4f30\u95ed\u73af\u771f\u6b63\u8fd0\u8f6c\u8d77\u6765\u540e\uff0c\u667a\u80fd\u4f53\u4e0d\u518d\u662f\u201c\u9ed1\u76d2\u5b9e\u9a8c\u54c1\u201d\uff0c\u800c\u662f\u53ef\u6d4b\u91cf\u3001\u53ef\u9884\u6d4b\u3001\u53ef\u6301\u7eed\u4f18\u5316\u7684\u751f\u4ea7\u7ea7\u8d44\u4ea7\u3002\u56e2\u961f\u80fd\u591f\u6e05\u6670\u56de\u7b54\u201c\u5f53\u524d\u7248\u672c\u6bd4\u4e0a\u4e00\u4e2a\u7248\u672c\u8fdb\u6b65\u4e86\u591a\u5c11\u201d\u201c\u54ea\u4e2a\u73af\u8282\u662f\u6700\u5927\u74f6\u9888\u201d\u201c\u4e0b\u4e00\u6b21\u8fed\u4ee3\u5e94\u8be5\u4f18\u5148\u89e3\u51b3\u4ec0\u4e48\u201d\uff0c\u4ece\u800c\u628aAI\u667a\u80fd\u4f53\u771f\u6b63\u8f6c\u5316\u4e3a\u53ef\u89c4\u6a21\u5316\u590d\u5236\u7684\u4e1a\u52a1\u80fd\u529b\u3002<\/p>\n\n\n\n

      \u8fd9\u5957\u4f53\u7cfb\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u4e00\u4efd\u62a5\u544a\uff0c\u800c\u5728\u4e8e\u5f62\u6210\u6301\u7eed\u6539\u8fdb\u7684\u98de\u8f6e\u2014\u2014\u8ba9\u6bcf\u4e00\u6b21\u8fd0\u884c\u90fd\u6210\u4e3a\u4e0b\u4e00\u6b21\u66f4\u597d\u7684\u8d77\u70b9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u4e00\u3001\u667a\u80fd\u4f53\u8bc4\u4f30\u4e3a\u4f55\u8fdc\u8d85\u4f20\u7edf\u8f6f\u4ef6\u6d4b\u8bd5 \u4f20\u7edf\u63a5\u53e3\u6d4b\u8bd5\u5173\u6ce8\u54cd\u5e94\u65f6\u95f4\u3001\u541e\u5410\u91cf\u3001\u9519\u8bef\u7801\uff0c\u800c\u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u673a\u5236\u5b8c\u5168\u4e0d\u540c\u3002\u5b83\u9700 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23],"tags":[],"class_list":["post-607","post","type-post","status-publish","format-standard","hentry","category-jiejuefangan"],"_links":{"self":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/607","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/comments?post=607"}],"version-history":[{"count":1,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/607\/revisions"}],"predecessor-version":[{"id":608,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/607\/revisions\/608"}],"wp:attachment":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/media?parent=607"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/categories?post=607"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/tags?post=607"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}