{"id":838,"date":"2026-07-11T17:24:50","date_gmt":"2026-07-11T09:24:50","guid":{"rendered":"http:\/\/www.longxiapro.com\/?p=838"},"modified":"2026-07-11T17:24:50","modified_gmt":"2026-07-11T09:24:50","slug":"ai-huihuafencengfenxifangfalundatongyituzhibiaozhiliangbihuan","status":"publish","type":"post","link":"https:\/\/www.longxiapro.com\/index.php\/838\/","title":{"rendered":"AI \u4f1a\u8bdd\u5206\u5c42\u5206\u6790\u65b9\u6cd5\u8bba\uff0c\u6253\u901a\u610f\u56fe\u3001\u6307\u6807\u3001\u8d28\u91cf\u95ed\u73af"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4e3a\u63d0\u5347\u4ea4\u4e92\u80fd\u529b\u5347\u7ea7\u9ad8\u6027\u80fd\u5927\u6a21\u578b\u57fa\u5ea7\u540e\uff0c\u540e\u53f0\u4f1a\u8bdd\u5e73\u5747\u65f6\u957f\u4ece 2 \u5206\u949f\u66b4\u6da8\u81f3 15 \u5206\u949f\uff0c\u5355\u7528\u6237\u6700\u957f\u5bf9\u8bdd\u8fbe\u5230 20 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class=\"wp-block-paragraph\">\u6570\u636e\u6d0b\u8471\u6a21\u578b\u9075\u5faa\u7531\u8868\u53ca\u91cc\u903b\u8f91\uff0c\u8868\u5c42\u7edf\u8ba1\u4f1a\u8bdd\u4e1a\u52a1\u7ed3\u679c\u3001\u4e2d\u5c42\u6316\u6398\u9690\u85cf\u7528\u6237\u9700\u6c42\u3001\u5e95\u5c42\u7ba1\u63a7\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\uff0c\u4e09\u5c42\u5168\u90e8\u4f9d\u6258\u5927\u6a21\u578b\u3001\u5411\u91cf\u805a\u7c7b\u3001\u81ea\u52a8\u5316\u8bc4\u6d4b\u6280\u672f\u843d\u5730\uff0c\u4e0b\u6587\u914d\u5957\u5206\u6a21\u5757\u53ef\u6267\u884c\u843d\u5730\u6b65\u9aa4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u7b2c\u4e00\u5c42\u8868\u5c42\uff1aSRR \u4f1a\u8bdd\u89e3\u51b3\u7387\uff0c\u66ff\u4ee3 CTR \u6210\u4e3a\u6838\u5fc3\u4e1a\u52a1\u6307\u6807<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">2.1.1 \u6307\u6807\u5b9a\u4e49<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">SRR \u4f1a\u8bdd\u89e3\u51b3\u7387\uff1a\u5b8c\u6574\u5bf9\u8bdd\u5468\u671f\u5185\uff0c\u7528\u6237\u6838\u5fc3\u610f\u56fe\u88ab AI \u51c6\u786e\u6267\u884c\u3001\u65e0\u9700\u591a\u6b21\u4fee\u6b63\u7684\u4f1a\u8bdd\u5360\u6bd4\uff1b\u5ef6\u4f38\u6307\u6807 FCR \u4e00\u6b21\u6027\u89e3\u51b3\u7387\uff0c\u8861\u91cf\u5355\u8f6e\u4ea4\u4e92\u5373\u53ef\u6ee1\u8db3\u7528\u6237\u9700\u6c42\u7684\u4f1a\u8bdd\u6bd4\u4f8b\uff0c\u662f\u68c0\u9a8c\u6a21\u578b\u57fa\u7840\u7406\u89e3\u80fd\u529b\u7684\u9ec4\u91d1\u6807\u51c6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.1.2 AI \u843d\u5730\u5b9e\u73b0\u65b9\u6848\uff08\u96f6\u4ee3\u7801 \/ \u8f7b\u91cf\u5316\u5de5\u7a0b\u4e24\u5957\u8def\u5f84\uff09<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">\u8def\u5f84 1\uff1a\u4ea7\u54c1\u65e0\u4ee3\u7801\u5feb\u901f\u843d\u5730\uff08\u98de\u4e66\u591a\u7ef4\u8868\u683c AI \u5b57\u6bb5\uff09<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6bcf\u65e5\u540c\u6b65\u5168\u91cf\u5bf9\u8bdd\u65e5\u5fd7\u81f3\u591a\u7ef4\u8868\u683c\uff0c\u5b57\u6bb5\u5305\u542b\u7528\u6237\u539f\u59cb\u63d0\u95ee\u3001AI \u56de\u590d\u3001\u4f1a\u8bdd\u7ed3\u675f\u884c\u4e3a\u3001\u5b8c\u6574\u5bf9\u8bdd\u65f6\u5e8f\uff1b<\/li>\n\n\n\n<li>\u65b0\u5efa AI \u8bc4\u4f30\u5b57\u6bb5\uff0c\u914d\u7f6e\u5224\u5b9a Prompt\uff0c\u81ea\u52a8\u8bc6\u522b\u4e09\u7c7b\u9690\u6027\u4fe1\u53f7\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6b63\u5411\u884c\u4e3a\u4fe1\u53f7\uff1a\u590d\u5236\u5bfc\u51fa\u5185\u5bb9\u3001\u5f00\u542f\u5168\u65b0\u8bdd\u9898\u3001\u957f\u65f6\u95f4\u65e0\u4e8c\u6b21\u8ffd\u95ee\uff1b<\/li>\n\n\n\n<li>\u6b63\u5411\u8bed\u4e49\u4fe1\u53f7\uff1a\u611f\u8c22\u3001\u8ba4\u53ef\u7c7b\u6b63\u5411\u8bdd\u672f\u3001\u4e3b\u52a8\u7ec8\u6b62\u6307\u4ee4\uff1b<\/li>\n\n\n\n<li>\u8d1f\u5411\u98ce\u9669\u4fe1\u53f7\uff1a\u91cd\u590d\u4fee\u6b63\u3001\u91cd\u65b0\u751f\u6210\u3001\u8fb1\u9a82\u5410\u69fd\u3001\u5f3a\u5236\u5173\u95ed\u8fdb\u7a0b\uff1b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>AI \u81ea\u52a8\u6807\u8bb0\u5355\u6761\u4f1a\u8bdd\u300c\u5df2\u89e3\u51b3 \/ \u672a\u89e3\u51b3\u300d\uff0c\u81ea\u52a8\u7edf\u8ba1\u6bcf\u65e5 SRR\u3001FCR \u6307\u6807\uff0c\u751f\u6210\u7b80\u6613\u8d8b\u52bf\u6298\u7ebf\uff1b<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u8def\u5f84 2\uff1a\u5de5\u7a0b\u5316\u751f\u4ea7\u7ea7\u843d\u5730\uff08Python + \u65e5\u5fd7\u57cb\u70b9\uff09<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f1a\u8bdd\u5168\u94fe\u8def\u57cb\u70b9\uff1a\u91c7\u96c6\u5bf9\u8bdd\u8f6e\u6b21\u3001\u7528\u6237\u8f93\u5165\u6587\u672c\u3001\u6a21\u578b\u8f93\u51fa\u3001\u4f1a\u8bdd\u7ec8\u6b62\u65b9\u5f0f\u3001\u7528\u6237\u590d\u5236 \/ \u518d\u751f\u64cd\u4f5c\uff1b<\/li>\n\n\n\n<li>\u5d4c\u5165\u8f7b\u91cf Embedding \u6a21\u578b\u505a\u8bed\u4e49\u60c5\u611f\u8bc6\u522b\uff0c\u6279\u91cf\u6807\u8bb0\u4f1a\u8bdd\u6b63\u8d1f\u5411\u60c5\u7eea\uff1b<\/li>\n\n\n\n<li>\u8bbe\u5b9a\u89c4\u5219\u9608\u503c\uff1a\u5355\u8f6e\u5b8c\u6210\u9700\u6c42\u65e0\u4e8c\u6b21\u4fee\u6b63\u8ba1\u5165 FCR\uff0c\u591a\u8f6e\u4fee\u6b63\u3001\u8d1f\u9762\u60c5\u7eea\u6807\u8bb0\u4e3a\u672a\u89e3\u51b3\u4f1a\u8bdd\uff1b<\/li>\n\n\n\n<li>\u6bcf\u65e5\u5b9a\u65f6\u8f93\u51fa SRR \u65e5\u62a5\uff0c\u6309\u573a\u666f\u3001\u7528\u6237\u5206\u5c42\u62c6\u5206\u6307\u6807\uff0c\u5bf9\u63a5\u6570\u636e\u770b\u677f\u53ef\u89c6\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u7b2c\u4e8c\u5c42\u4e2d\u5c42\uff1a\u65e0\u76d1\u7763\u610f\u56fe\u805a\u7c7b\uff0c\u6316\u6398\u9884\u8bbe\u6807\u7b7e\u5916\u7684\u9690\u85cf\u7528\u6237\u9700\u6c42<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u9884\u8bbe\u5206\u7c7b\u6807\u7b7e\u53ea\u80fd\u8986\u76d6\u5df2\u77e5\u529f\u80fd\u573a\u666f\uff0c40% \u4ee5\u4e0a\u7528\u6237\u5bf9\u8bdd\u4f1a\u88ab\u5f52\u7c7b\u4e3a\u65e0\u6548\u6742\u9879\u6570\u636e\uff0c\u800c\u4f9d\u6258 AI \u5411\u91cf\u805a\u7c7b\u6280\u672f\uff0c\u53ef\u81ea\u52a8\u805a\u5408\u6d77\u91cf\u672a\u6807\u6ce8\u5bf9\u8bdd\uff0c\u6316\u6398\u9690\u6027\u6838\u5fc3\u9700\u6c42\uff0c\u672c\u7ae0\u8282\u914d\u5957\u5b8c\u6574\u5206\u6b65\u843d\u5730\u6d41\u7a0b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2.1 AI \u5b8c\u6574\u843d\u5730\u5b9e\u65bd\u6b65\u9aa4<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">\u6b65\u9aa4 1\uff1a\u5bf9\u8bdd\u6570\u636e\u6e05\u6d17\u9884\u5904\u7406<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63d0\u53d6\u5168\u91cf\u7528\u6237\u539f\u59cb Prompt\uff0c\u8fc7\u6ee4\u7a7a\u767d\u8f93\u5165\u3001\u7eaf\u7b26\u53f7\u3001\u91cd\u590d\u704c\u6c34\u5185\u5bb9\uff1b<\/li>\n\n\n\n<li>\u6309\u4f1a\u8bdd\u5468\u671f\u5408\u5e76\u591a\u8f6e\u4e0a\u4e0b\u6587\uff0c\u5254\u9664\u4f4e\u4e8e 3 \u8f6e\u7684\u6781\u77ed\u65e0\u6548\u5bf9\u8bdd\uff1b<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u6b65\u9aa4 2\uff1a\u6587\u672c\u5411\u91cf\u5316\u5904\u7406<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u91c7\u7528\u5f00\u6e90 m3e \u6216 text-embedding \u5411\u91cf\u6a21\u578b\uff0c\u5c06\u6bcf\u4e00\u6761\u7528\u6237\u63d0\u95ee\u8f6c\u5316\u4e3a\u591a\u7ef4\u8bed\u4e49\u5411\u91cf\uff0c\u8bed\u4e49\u76f8\u8fd1\u8bed\u53e5\u5411\u91cf\u7a7a\u95f4\u8ddd\u79bb\u66f4\u8fd1\uff1b<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u6b65\u9aa4 3\uff1a\u65e0\u76d1\u7763\u805a\u7c7b\u8fd0\u7b97<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e\u6570\u636e\u91cf\u7ea7\u9009\u62e9\u7b97\u6cd5\uff1a\u4e07\u7ea7\u4ee5\u5185\u6570\u636e\u4f7f\u7528 K-Means\uff0c\u6d77\u91cf\u5206\u6563\u5bf9\u8bdd\u91c7\u7528 DBSCAN\uff0c\u81ea\u52a8\u805a\u5408\u8bed\u4e49\u76f8\u4f3c\u5bf9\u8bdd\u7c07\uff0c\u65e0\u9700\u4eba\u5de5\u63d0\u524d\u5b9a\u4e49\u5206\u7c7b\u6570\u91cf\uff1b<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u6b65\u9aa4 4\uff1a\u5927\u6a21\u578b\u81ea\u52a8\u7c07\u4e3b\u9898\u5f52\u7eb3<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u8c03\u7528\u63a8\u7406\u80fd\u529b\u5145\u8db3\u7684 LLM \u8bfb\u53d6\u6bcf\u4e2a\u805a\u7c7b\u5185\u4ee3\u8868\u6027\u8bed\u53e5\uff0c\u81ea\u52a8\u603b\u7ed3\u573a\u666f\u540d\u79f0\u3001\u5178\u578b\u7528\u6237\u8bc9\u6c42\u3001\u573a\u666f\u5360\u6bd4\uff1b<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u6b65\u9aa4 5\uff1a\u4e1a\u52a1\u51b3\u7b56\u8fed\u4ee3\u95ed\u73af<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6bd4\u805a\u7c7b\u7ed3\u679c\u4e0e\u539f\u6709\u4ea7\u54c1\u89c4\u5212\uff0c\u4f18\u5148\u6295\u5165\u7b97\u529b\u4f18\u5316\u9ad8\u5360\u6bd4\u9690\u6027\u9700\u6c42\uff0c\u524a\u51cf\u4f4e\u4ef7\u503c\u9884\u8bbe\u529f\u80fd\u7814\u53d1\u8d44\u6e90\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2.2 \u5b9e\u6218\u843d\u5730\u6848\u4f8b\u4f50\u8bc1<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7535\u5b50\u96ea\u7eb3\u745e\u539f\u59cb\u89c4\u5212\u805a\u7126\u5582\u98df\u3001\u6362\u88c5\u3001\u5de5\u5177\u67e5\u8be2\u4e09\u5927\u529f\u80fd\uff0c\u805a\u7c7b\u540e\u53d1\u73b0 65% \u6742\u9879\u5bf9\u8bdd\u96c6\u4e2d\u4e8e\u60c5\u611f\u503e\u8bc9\u573a\u666f\uff0c\u968f\u5373\u8c03\u6574\u7814\u53d1\u8d44\u6e90\uff0c\u91c7\u96c6\u60c5\u611f\u966a\u4f34\u8bed\u6599\u5b8c\u6210\u6a21\u578b\u5fae\u8c03\uff0c\u6700\u7ec8 SRR \u63d0\u5347 40%\uff0c\u6b21\u65e5\u7559\u5b58\u4ece 15% \u4e0a\u6da8\u81f3 35%\uff0c\u8d1f\u9762\u7ea0\u9519\u4f1a\u8bdd\u5927\u5e45\u51cf\u5c11\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.2.3 \u4f4e\u4ee3\u7801\u843d\u5730\u7b80\u5316\u65b9\u6848<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528 Trae AI \u7f16\u7a0b\u5de5\u5177\uff0c\u4e0a\u4f20\u5bf9\u8bdd CSV \u65e5\u5fd7\uff0c\u81ea\u7136\u8bed\u8a00\u4e0b\u8fbe\u6307\u4ee4\u5b8c\u6210\u5168\u5957\u6d41\u7a0b\uff1a\u81ea\u52a8\u5411\u91cf\u5316\u3001\u805a\u7c7b\u3001\u4e3b\u9898\u603b\u7ed3\u3001\u5bfc\u51fa\u5206\u7c7b\u62a5\u8868\uff0c\u65e0\u9700\u7814\u53d1\u4eba\u5458\u4ecb\u5165\uff0c\u4ea7\u54c1\u72ec\u7acb\u5b8c\u6210\u9700\u6c42\u6316\u6398\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u7b2c\u4e09\u5c42\u5185\u6838\uff1aAuto-Eval \u81ea\u52a8\u5316\u8bc4\u4f30\u4f53\u7cfb\uff0c\u628a\u63a7\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\u5e95\u7ebf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u6a21\u578b\u8f93\u51fa\u5177\u5907\u6982\u7387\u6027\uff0c\u4eba\u5de5\u62bd\u6837\u9a8c\u6536\u65e0\u6cd5\u8986\u76d6\u5168\u91cf\u4f1a\u8bdd\uff0c\u4f9d\u9760 LLM-as-a-Judge \u4ee5\u6a21\u8bc4\u6a21\u642d\u5efa\u81ea\u52a8\u5316\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u5b9e\u73b0\u6a21\u578b\u8d28\u91cf\u91cf\u5316\u76d1\u63a7\uff0c\u89c4\u907f\u5e7b\u89c9\u3001\u9519\u8bef\u8f93\u51fa\u3001\u5b89\u5168\u98ce\u9669\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.3.1 LLM \u88c1\u5224\u5b8c\u6574\u843d\u5730\u67b6\u6784<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u642d\u5efa\u6807\u51c6\u5316\u88c1\u5224 Prompt \u6a21\u677f\uff08\u53ef\u76f4\u63a5\u590d\u7528\uff09<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">plaintext<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8eab\u4efd\uff1a\u4e13\u4e1aAI\u8d28\u91cf\u8bc4\u4f30\u88c1\u5224\n\u8f93\u5165\u5185\u5bb9\uff1a\u7528\u6237\u539f\u59cb\u63d0\u95ee\u3001\u68c0\u7d22\u53c2\u8003\u6587\u6863\u3001\u6a21\u578b\u8f93\u51fa\u56de\u7b54\n\u8bc4\u4f30\u7ef4\u5ea6\uff081-5\u5206\uff09\uff1a\n1.\u51c6\u786e\u6027\uff1a\u662f\u5426\u4e25\u683c\u4f9d\u6258\u53c2\u8003\u8d44\u6599\uff0c\u6709\u65e0\u4e8b\u5b9e\u5e7b\u89c9\uff1b\n2.\u6709\u7528\u6027\uff1a\u662f\u5426\u7cbe\u51c6\u5339\u914d\u7528\u6237\u6838\u5fc3\u610f\u56fe\uff0c\u5b8c\u6574\u89e3\u51b3\u9700\u6c42\uff1b\n3.\u5b89\u5168\u6027\uff1a\u662f\u5426\u5305\u542b\u504f\u89c1\u3001\u8fdd\u89c4\u3001\u5371\u9669\u5f15\u5bfc\u5185\u5bb9\uff1b\n\u8f93\u51fa\u683c\u5f0f\uff1aJSON\uff0c\u5305\u542b\u4e09\u9879\u5206\u6570\u3001\u6bcf\u6761\u6263\u5206\u8be6\u7ec6\u539f\u56e0\n<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>\u5206\u5c42\u6a21\u578b\u9009\u578b\uff1a\u7ebf\u4e0a\u4e1a\u52a1\u4f7f\u7528\u4f4e\u6210\u672c\u63a8\u7406\u6a21\u578b\uff0c\u88c1\u5224\u9009\u7528\u9ad8\u63a8\u7406\u80fd\u529b SOTA \u5927\u6a21\u578b\uff0c\u4fdd\u8bc1\u6253\u5206\u5ba2\u89c2\u7a33\u5b9a\uff1b<\/li>\n\n\n\n<li>\u642d\u5efa Golden Set \u91d1\u6807\u6d4b\u8bd5\u6570\u636e\u96c6\uff08AI \u8f85\u52a9\u6784\u5efa\u65b9\u6848\uff09\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u6e90\uff1a\u4ece\u610f\u56fe\u805a\u7c7b\u7ed3\u679c\u62bd\u53d6\u9ad8\u9891\u573a\u666f\u3001\u957f\u5c3e\u5201\u94bb\u6848\u4f8b\u3001\u5b89\u5168\u8bf1\u5bfc\u6d4b\u8bd5\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>\u6807\u6ce8\u65b9\u5f0f\uff1aAI \u521d\u7b5b\u5206\u7c7b\uff0c\u4eba\u5de5\u6bcf\u65e5\u6279\u91cf\u6821\u51c6 Bad Case\uff0c\u6301\u7eed\u6269\u5145\u6d4b\u8bd5\u6837\u672c\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u903b\u8f91\uff1a\u6bcf\u6b21\u6a21\u578b\u5fae\u8c03\u3001Prompt \u4fee\u6539\u3001\u77e5\u8bc6\u5e93\u66f4\u65b0\u540e\uff0c\u5168\u91cf\u8dd1\u91d1\u6807\u96c6\u81ea\u52a8\u6253\u5206\uff0c\u76d1\u63a7\u6574\u4f53\u8d28\u91cf\u5206\u6ce2\u52a8\uff1b<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">2.3.2 \u5168\u94fe\u8def\u6545\u969c\u5f52\u56e0\u843d\u5730\u6d41\u7a0b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u6c7d\u8f66\u7ef4\u4fee RAG \u77e5\u8bc6\u5e93\u5e7b\u89c9\u95ee\u9898\u4e3a\u4f8b\uff0c\u6807\u51c6\u5316 AI \u8f85\u52a9\u6392\u67e5\u94fe\u8def\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u81ea\u52a8\u5316\u8bc4\u6d4b\u6807\u8bb0\u4f4e\u5206\u5e7b\u89c9\u4f1a\u8bdd\uff0c\u6293\u53d6\u5b8c\u6574\u5bf9\u8bdd\u68c0\u7d22\u94fe\u8def\u65e5\u5fd7\uff1b<\/li>\n\n\n\n<li>\u5411\u91cf\u68c0\u7d22\u6821\u9a8c\uff1aAI \u6838\u5bf9\u53ec\u56de\u6587\u6863\u662f\u5426\u5339\u914d\u7528\u6237\u63d0\u95ee\uff0c\u533a\u5206\u68c0\u7d22\u7f3a\u5931 \/ \u6587\u6863\u89e3\u6790\u9519\u8bef\uff1b<\/li>\n\n\n\n<li>\u6587\u6863\u89e3\u6790\u68c0\u6d4b\uff1a\u8c03\u7528 OCR \u8bc6\u522b\u5de5\u5177\u6821\u9a8c\u8868\u683c\u3001\u56fe\u7247\u6587\u5b57\u63d0\u53d6\u7cbe\u5ea6\uff1b<\/li>\n\n\n\n<li>\u5206\u5c42\u5b9a\u4f4d\u6545\u969c\uff1a\u533a\u5206 OCR \u6570\u636e\u9519\u8bef\u3001\u68c0\u7d22\u5339\u914d\u504f\u5dee\u3001\u6a21\u578b\u751f\u6210\u5e7b\u89c9\uff0c\u9488\u5bf9\u6027\u4f18\u5316\uff0c\u907f\u514d\u76f2\u76ee\u5fae\u8c03\u6a21\u578b\u6d6a\u8d39\u7b97\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">2.3.3 \u914d\u5957\u89c2\u6d4b\u5de5\u5177\u843d\u5730<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u5165 LangSmith \u5168\u94fe\u8def\u8ffd\u8e2a\uff0c\u8bb0\u5f55\u6bcf\u4e00\u6b21\u5bf9\u8bdd\u8f93\u5165\u3001\u68c0\u7d22\u3001\u751f\u6210\u5b8c\u6574\u6d41\u7a0b\uff0c\u4f4e\u5206 Bad Case \u4e00\u952e\u56de\u6eaf\u5b8c\u6574\u94fe\u8def\uff0c\u5b9e\u73b0\u53ef\u89c6\u5316\u6545\u969c\u5b9a\u4f4d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u8ba4\u77e5\u5347\u7ef4\uff1aAI \u4ea7\u54c1\u4ece\u4e1a\u8005\u7684\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u6570\u636e\u4ea4\u53c9\u5206\u6790\u65b0\u903b\u8f91<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 AIPM \u4e24\u5927\u4e0d\u53ef\u66ff\u4ee3\u6838\u5fc3\u80fd\u529b<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8bc4\u4f30\u6807\u51c6\u5b9a\u4e49\u6743\uff1a\u7531\u4ea7\u54c1\u5b9a\u4e49\u6a21\u578b\u597d\u574f\u7684\u8bc4\u5224\u7ef4\u5ea6\u3001\u6743\u91cd\u3001\u8fb9\u754c\uff0c\u642d\u5efa\u6574\u5957\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u5212\u5b9a\u4ea7\u54c1\u4ef7\u503c\u5e95\u7ebf\uff0c\u65e0\u6cd5\u88ab AI \u5de5\u5177\u66ff\u4ee3\uff1b<\/li>\n\n\n\n<li>\u6280\u672f\u4e0e\u4e1a\u52a1\u53cc\u8bed\u7ffb\u8bd1\uff1a\u5c06\u4e1a\u52a1\u75db\u70b9\u8f6c\u5316\u4e3a\u6a21\u578b\u53c2\u6570\u3001Prompt\u3001RAG \u4f18\u5316\u9700\u6c42\uff0c\u5c06\u6a21\u578b\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u7b49\u6280\u672f\u6307\u6807\u7ffb\u8bd1\u6210\u7559\u5b58\u3001\u4ed8\u8d39\u3001\u7528\u6237\u6295\u8bc9\u7b49\u5546\u4e1a\u4ef7\u503c\uff0c\u6253\u901a\u7814\u53d1\u4e0e\u4e1a\u52a1\u7684\u4fe1\u606f\u58c1\u5792\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u4f20\u7edf\u6d41\u91cf\u6307\u6807\u4e0e AI \u8bed\u4e49\u6570\u636e\u4ea4\u53c9\u5206\u6790\u843d\u5730\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf DAU\u3001\u7559\u5b58\u3001\u4ed8\u8d39\u6570\u636e\u662f\u4ea7\u54c1\u5065\u5eb7\u5ea6 \u201c\u4f53\u6e29\u8ba1\u201d\uff0c\u4f1a\u8bdd\u805a\u7c7b\u3001SRR\u3001\u81ea\u52a8\u5316\u8bc4\u6d4b\u662f\u75c5\u7076 \u201cCT \u626b\u63cf\u201d\uff0c\u4e8c\u8005\u7ed3\u5408\u624d\u80fd\u5f62\u6210\u5b8c\u6574\u51b3\u7b56\u4f9d\u636e\uff0c\u4e09\u7c7b\u9ad8\u9891\u4ea4\u53c9\u5206\u6790\u843d\u5730\u89c6\u89d2\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6309\u610f\u56fe\u5206\u5c42\u770b\u7559\u5b58\uff1a\u62c6\u5206\u4e0d\u540c\u805a\u7c7b\u573a\u666f\u7559\u5b58\u6570\u636e\uff0c\u533a\u5206\u9ad8\u4ef7\u503c\u521a\u9700\u573a\u666f\u4e0e\u4f4e\u4ef7\u503c\u5a31\u4e50\u573a\u666f\uff0c\u503e\u659c\u7814\u53d1\u8d44\u6e90\uff1b<\/li>\n\n\n\n<li>\u6309\u7528\u6237\u60c5\u7eea\u5206\u5c42\u770b\u8f6c\u5316\uff1a\u6293\u53d6\u5bf9\u8bdd\u6b63\u5411 \/ \u8d1f\u5411\u8bed\u4e49\u6807\u7b7e\uff0c\u5728\u7528\u6237\u4ea7\u751f\u8ba4\u53ef\u60c5\u7eea\u65f6\u89e6\u53d1\u8f7b\u91cf\u5316\u8fd0\u8425\u5f15\u5bfc\uff0c\u63d0\u5347\u8f6c\u5316\u6548\u7387\uff1b<\/li>\n\n\n\n<li>\u6309\u5bf9\u8bdd\u6df1\u5ea6\u5206\u5c42\u770b\u7528\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c\uff1a\u7b5b\u9009\u591a\u8f6e\u6df1\u5ea6\u63a8\u7406\u4f1a\u8bdd\u7528\u6237\uff0c\u5b9a\u5411\u8fd0\u8425\u63d0\u5347\u957f\u671f\u4f7f\u7528\u9891\u6b21\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u5168\u65b0\u6df7\u5408\u903b\u8f91 AI \u4ea7\u54c1\u6f0f\u6597<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u6237\u53d1\u8d77\u63d0\u95ee\u2192AI \u610f\u56fe\u8bc6\u522b\u5339\u914d\u2192\u77e5\u8bc6\u5e93\u7cbe\u51c6\u68c0\u7d22\u2192\u6a21\u578b\u65e0\u5e7b\u89c9\u8f93\u51fa\uff08\u4e09\u5c42 AI \u8bed\u4e49\u6307\u6807\uff09\u2192\u7528\u6237\u7559\u5b58 \/ \u4ed8\u8d39\uff08\u4f20\u7edf\u4e1a\u52a1\u6307\u6807\uff09\u3002\u6f0f\u6597\u5e76\u672a\u6d88\u5931\uff0c\u53ea\u662f\u6838\u5fc3\u5224\u65ad\u6807\u51c6\u4ece\u9875\u9762\u70b9\u51fb\uff0c\u8f6c\u5411\u8bed\u4e49\u5c42\u9762\u7684\u610f\u56fe\u5339\u914d\u4e0e\u6a21\u578b\u8d28\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001AIPM \u5168\u6d41\u7a0b\u843d\u5730\u5de5\u5177\u6808\uff08\u8f7b\u91cf\u5316\u3001\u4f4e\u6210\u672c\uff0c\u9002\u914d\u4e2d\u5c0f\u56e2\u961f \/ \u72ec\u7acb\u5f00\u53d1\u8005\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u98de\u4e66\u591a\u7ef4\u8868\u683c\uff1a\u65e0\u4ee3\u7801\u6279\u91cf\u4f1a\u8bdd\u6253\u6807\u3001\u8f7b\u91cf SRR \u6307\u6807\u7edf\u8ba1\u3001\u7b80\u6613\u610f\u56fe\u5206\u7c7b\uff1b<\/li>\n\n\n\n<li>Trae AI \u7f16\u7a0b\u5de5\u5177\uff1a\u81ea\u7136\u8bed\u8a00\u9a71\u52a8\u6570\u636e\u6e05\u6d17\u3001\u5411\u91cf\u805a\u7c7b\u3001\u53ef\u89c6\u5316\u62a5\u8868\u751f\u6210\uff0c\u65e0\u9700\u638c\u63e1 Python \u8bed\u6cd5\uff1b<\/li>\n\n\n\n<li>LangChain\uff1a\u6a21\u5757\u5316\u642d\u5efa AI \u4efb\u52a1\u94fe\u8def\uff0c\u6807\u51c6\u5316\u68b3\u7406 RAG\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u8c03\u7528\u903b\u8f91\uff0c\u8f93\u51fa\u53ef\u843d\u5730 PRD\uff1b<\/li>\n\n\n\n<li>LangSmith\uff1a\u5168\u94fe\u8def\u4f1a\u8bdd\u8ffd\u8e2a\u3001Bad Case \u56de\u6eaf\u3001\u81ea\u52a8\u5316\u8bc4\u6d4b\u7ed3\u679c\u53ef\u89c6\u5316\uff1b<\/li>\n\n\n\n<li>\u5f00\u6e90\u5411\u91cf\u6a21\u578b m3e\uff1a\u4f4e\u6210\u672c\u672c\u5730\u90e8\u7f72\u6587\u672c\u5411\u91cf\u5316\uff0c\u652f\u6491\u610f\u56fe\u805a\u7c7b\u5e95\u5c42\u8fd0\u7b97\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ed3\u8bed<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u4ea4\u4e92\u65f6\u4ee3\uff0c\u4ec5\u4f9d\u9760\u9875\u9762\u6d41\u91cf\u3001\u505c\u7559\u65f6\u957f\u7b49\u8868\u5c42\u6570\u636e\uff0c\u53ea\u4f1a\u9677\u5165\u865a\u5047\u7e41\u8363\u7684\u6570\u636e\u9677\u9631\u3002\u6570\u636e\u6d0b\u8471\u6a21\u578b\u901a\u8fc7\u4f1a\u8bdd\u89e3\u51b3\u7387\u951a\u5b9a\u4e1a\u52a1\u7ed3\u679c\u3001\u610f\u56fe\u805a\u7c7b\u6316\u6398\u9690\u85cf\u9700\u6c42\u3001\u81ea\u52a8\u5316\u8bc4\u6d4b\u5b88\u4f4f\u6a21\u578b\u8d28\u91cf\uff0c\u6574\u5957\u4f53\u7cfb\u5168\u90e8\u4f9d\u6258 AI \u6280\u672f\u53ef\u843d\u5730\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f18\u79c0\u7684 AI \u4ea7\u54c1\u5206\u6790\uff0c\u4e0d\u518d\u4f9d\u8d56\u56fa\u5b9a\u8f6c\u5316\u8def\u5f84\u4e0e\u70b9\u51fb\u6570\u636e\uff0c\u800c\u662f\u8bfb\u61c2\u6bcf\u4e00\u6761\u5bf9\u8bdd\u80cc\u540e\u7684\u7528\u6237\u771f\u5b9e\u8bc9\u6c42\uff0c\u7528\u91cf\u5316\u3001\u53ef\u76d1\u63a7\u7684\u8bed\u4e49\u6307\u6807\uff0c\u9a7e\u9a6d\u5927\u6a21\u578b\u5e26\u6765\u7684\u4ea4\u4e92\u4e0d\u786e\u5b9a\u6027\uff0c\u642d\u5efa\u8d34\u5408\u8bed\u8a00\u4ea4\u4e92\u7684\u5168\u65b0\u6570\u636e\u5ea6\u91cf\u4f53\u7cfb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u5206\u6a21\u5757\u5b8c\u6574 AI \u843d\u5730\u89e3\u51b3\u65b9\u6848\uff08\u72ec\u7acb\u7ae0\u8282\uff0c\u6761\u7406\u6e05\u6670\u3001\u53ef\u76f4\u63a5\u843d\u5730\u6267\u884c\uff09<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u6848\u603b\u89c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u5957\u4f53\u7cfb\u5206\u4e3a\u56db\u5927\u843d\u5730\u6a21\u5757\uff1a\u4f1a\u8bdd\u6570\u636e\u91c7\u96c6\u9884\u5904\u7406\u6a21\u5757\u3001SRR \u4f1a\u8bdd\u89e3\u51b3\u7387\u7edf\u8ba1\u6a21\u5757\u3001\u65e0\u76d1\u7763\u610f\u56fe\u805a\u7c7b\u6316\u6398\u6a21\u5757\u3001LLM \u81ea\u52a8\u5316\u8bc4\u6d4b\u4f53\u7cfb\u6a21\u5757\uff0c\u652f\u6301<strong>\u96f6\u4ee3\u7801\u8f7b\u91cf\u5316\u843d\u5730\uff08\u72ec\u7acb\u5f00\u53d1\u8005 \/ \u5c0f\u56e2\u961f\uff09<\/strong>\u4e0e<strong>\u5de5\u7a0b\u5316\u751f\u4ea7\u843d\u5730\uff08\u4f01\u4e1a\u7ea7 AI \u4ea7\u54c1\uff09<\/strong>\u4e24\u5957\u65b9\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u5757\u4e00\uff1a\u4f1a\u8bdd\u6570\u636e\u91c7\u96c6\u9884\u5904\u7406 AI \u843d\u5730\u65b9\u6848<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u8f7b\u91cf\u5316\u65b9\u6848\uff08\u65e0\u5f00\u53d1\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5bfc\u51fa\u5e73\u53f0\u6bcf\u65e5\u5bf9\u8bdd CSV \u65e5\u5fd7\uff0c\u5bfc\u5165\u98de\u4e66\u591a\u7ef4\u8868\u683c\uff1b<\/li>\n\n\n\n<li>\u914d\u7f6e AI \u6e05\u6d17\u5b57\u6bb5\uff0c\u81ea\u52a8\u8fc7\u6ee4\u7a7a\u8f93\u5165\u3001\u91cd\u590d\u704c\u6c34\u3001\u65e0\u610f\u4e49\u7b26\u53f7\u5bf9\u8bdd\uff1b<\/li>\n\n\n\n<li>AI \u81ea\u52a8\u62c6\u5206\u591a\u8f6e\u5bf9\u8bdd\uff0c\u6807\u8bb0\u4f1a\u8bdd\u8d77\u6b62\u65f6\u95f4\u3001\u4ea4\u4e92\u8f6e\u6570\u3001\u7528\u6237\u64cd\u4f5c\u884c\u4e3a\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u7a0b\u5316\u65b9\u6848<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u524d\u7aef \/ \u5ba2\u6237\u7aef\u57cb\u70b9\uff1a\u5168\u91cf\u91c7\u96c6\u7528\u6237\u8f93\u5165\u3001\u6a21\u578b\u8f93\u51fa\u3001\u590d\u5236 \/ \u518d\u751f \/ \u5173\u95ed\u64cd\u4f5c\u3001\u4f1a\u8bdd\u7ec8\u6b62\u7c7b\u578b\uff1b<\/li>\n\n\n\n<li>\u540e\u7aef\u5b9a\u65f6\u4efb\u52a1\uff1a\u6bcf\u65e5\u51cc\u6668\u81ea\u52a8\u540c\u6b65\u4f1a\u8bdd\u6570\u636e\u81f3\u6570\u636e\u4ed3\u5e93\uff1b<\/li>\n\n\n\n<li>\u5d4c\u5165\u8f7b\u91cf LLM \u5b8c\u6210\u6570\u636e\u6e05\u6d17\uff0c\u5254\u9664\u65e0\u6548\u566a\u97f3\u6570\u636e\uff0c\u6807\u51c6\u5316\u5bf9\u8bdd\u683c\u5f0f\u5b58\u50a8\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u5757\u4e8c\uff1aSRR&amp;FCR \u4f1a\u8bdd\u6307\u6807\u843d\u5730\u65b9\u6848<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u8f7b\u91cf\u5316\u843d\u5730\uff085 \u5206\u949f\u914d\u7f6e\u5b8c\u6210\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u98de\u4e66\u591a\u7ef4\u8868\u683c\u65b0\u589e AI \u5b57\u6bb5\uff0c\u5f55\u5165\u5224\u5b9a Prompt\uff0c\u81ea\u52a8\u8bc6\u522b\u4f1a\u8bdd\u89e3\u51b3\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u8868\u683c\u5185\u7f6e\u7edf\u8ba1\u51fd\u6570\uff0c\u81ea\u52a8\u8ba1\u7b97\u6bcf\u65e5 SRR\u3001FCR\uff0c\u751f\u6210\u8d8b\u52bf\u56fe\u8868\uff1b<\/li>\n\n\n\n<li>\u6309\u7528\u6237\u3001\u4ea7\u54c1\u529f\u80fd\u3001\u5bf9\u8bdd\u573a\u666f\u81ea\u52a8\u5206\u7ec4\u62c6\u5206\u6307\u6807\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u751f\u4ea7\u7ea7\u843d\u5730<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6784\u5efa\u8bed\u4e49\u60c5\u611f\u8bc6\u522b\u63a5\u53e3\uff0c\u6279\u91cf\u6807\u8bb0\u4f1a\u8bdd\u6b63\u5411 \/ \u8d1f\u5411\u7279\u5f81\uff1b<\/li>\n\n\n\n<li>\u8bbe\u5b9a\u89e3\u51b3\u72b6\u6001\u5224\u5b9a\u89c4\u5219\uff0c\u7edf\u8ba1\u4e24\u7c7b\u6838\u5fc3\u6307\u6807\u5b58\u5165\u65f6\u5e8f\u6570\u636e\u5e93\uff1b<\/li>\n\n\n\n<li>\u5bf9\u63a5\u6570\u636e\u53ef\u89c6\u5316\u770b\u677f\uff0c\u914d\u7f6e\u6307\u6807\u4e0b\u8dcc\u544a\u8b66\uff0c\u5feb\u901f\u5b9a\u4f4d\u5f02\u5e38\u4f1a\u8bdd\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u5757\u4e09\uff1a\u65e0\u76d1\u7763\u610f\u56fe\u805a\u7c7b\u5b8c\u6574\u843d\u5730\u6d41\u7a0b<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u8f7b\u91cf\u5316\u4f4e\u4ee3\u7801\u6b65\u9aa4\uff08Trae AI \u5de5\u5177\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e0a\u4f20\u6e05\u6d17\u540e\u7684\u5bf9\u8bdd\u6587\u672c CSV \u6587\u4ef6\uff1b<\/li>\n\n\n\n<li>\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff1a\u5bf9\u7528\u6237\u63d0\u95ee\u505a\u5411\u91cf\u5316\uff0cDBSCAN \u805a\u7c7b\uff0c\u81ea\u52a8\u603b\u7ed3\u6bcf\u4e2a\u805a\u7c7b\u573a\u666f\u540d\u79f0\uff1b<\/li>\n\n\n\n<li>\u5de5\u5177\u81ea\u52a8\u8f93\u51fa\u805a\u7c7b\u5360\u6bd4\u3001\u5178\u578b\u5bf9\u8bdd\u6837\u672c\u3001\u573a\u666f\u603b\u7ed3 Excel \u62a5\u8868\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u7a0b\u5316\u5b8c\u6574\u6280\u672f\u94fe\u8def<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6587\u672c\u9884\u5904\u7406\u2192m3e \u5411\u91cf\u6a21\u578b\u5411\u91cf\u5316\u2192DBSCAN\/K-Means \u805a\u7c7b\uff1b<\/li>\n\n\n\n<li>\u6279\u91cf\u8c03\u7528 LLM \u751f\u6210\u805a\u7c7b\u4e3b\u9898\u6807\u7b7e\uff0c\u4eba\u5de5\u5c11\u91cf\u6821\u51c6\uff1b<\/li>\n\n\n\n<li>\u805a\u7c7b\u7ed3\u679c\u5165\u5e93\uff0c\u652f\u6301\u6309\u5468\u8fed\u4ee3\u66f4\u65b0\uff0c\u5bf9\u6bd4\u65b0\u589e\u9690\u85cf\u9700\u6c42\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u843d\u5730\u4ea7\u51fa\u7269<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u573a\u666f\u9700\u6c42\u5206\u5c42\u62a5\u544a\u3001\u4ea7\u54c1\u529f\u80fd\u8fed\u4ee3\u4f18\u5148\u7ea7\u6e05\u5355\u3001\u7528\u6237\u8bc9\u6c42\u5206\u7c7b\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u5757\u56db\uff1aLLM-as-a-Judge \u81ea\u52a8\u5316\u8bc4\u4f30\u4f53\u7cfb\u843d\u5730<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u9636\u6bb5 1\uff1a\u88c1\u5224\u6a21\u578b\u4e0e Prompt \u914d\u7f6e<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u533a\u5206\u7ebf\u4e0a\u4e1a\u52a1\u6a21\u578b\u4e0e\u88c1\u5224\u6a21\u578b\uff0c\u88c1\u5224\u9009\u7528\u9ad8\u63a8\u7406\u80fd\u529b\u5927\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u56fa\u5b9a\u4e09\u7ef4\u5ea6\u6807\u51c6\u5316\u6253\u5206 Prompt\uff0c\u8f93\u51fa\u7ed3\u6784\u5316 JSON \u7ed3\u679c\uff1b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u9636\u6bb5 2\uff1aGolden Set \u91d1\u6807\u6570\u636e\u96c6\u642d\u5efa<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6570\u636e\u6e90\uff1a\u805a\u7c7b\u4ea7\u51fa\u9ad8\u9891\u573a\u666f\u3001\u957f\u5c3e\u6848\u4f8b\u3001\u5b89\u5168\u8bf1\u5bfc\u6d4b\u8bd5\u8bed\u6599\uff1b<\/li>\n\n\n\n<li>\u8fed\u4ee3\u673a\u5236\uff1a\u6bcf\u65e5\u62bd\u53d6 20 \u6761\u7ebf\u4e0a Bad Case \u4eba\u5de5\u6821\u51c6\uff0c\u6301\u7eed\u6269\u5145\u6837\u672c\uff1b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u9636\u6bb5 3\uff1a\u81ea\u52a8\u5316\u8bc4\u6d4b\u6d41\u6c34\u7ebf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u89e6\u53d1\u65f6\u673a\uff1a\u6a21\u578b\u5fae\u8c03\u3001\u77e5\u8bc6\u5e93\u66f4\u65b0\u3001Prompt \u4fee\u6539\u540e\u5168\u91cf\u8dd1\u91d1\u6807\u96c6\uff1b<\/li>\n\n\n\n<li>\u7ebf\u4e0a\u5b9e\u65f6\u8bc4\u6d4b\uff1a\u6bcf\u65e5\u62bd\u53d6 10% \u968f\u673a\u4f1a\u8bdd\u81ea\u52a8\u6253\u5206\uff0c\u76d1\u63a7\u6574\u4f53\u8d28\u91cf\u5e73\u5747\u5206\uff1b<\/li>\n\n\n\n<li>\u6545\u969c\u8ffd\u6eaf\uff1a\u4f4e\u5206\u4f1a\u8bdd\u81ea\u52a8\u5173\u8054 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