{"id":3185,"date":"2026-10-13T11:22:34","date_gmt":"2026-10-13T03:22:34","guid":{"rendered":"https:\/\/maxaeo.cn\/blog\/rag-rerank-source-scoring\/"},"modified":"2026-10-13T11:22:34","modified_gmt":"2026-10-13T03:22:34","slug":"rag-rerank-source-scoring","status":"publish","type":"post","link":"https:\/\/maxaeo.cn\/blog\/rag-rerank-source-scoring\/","title":{"rendered":"\u5927\u6a21\u578bRAG\u91cd\u6392\u5c42\u4fe1\u6e90\u8bc4\u5206\u89c4\u5219"},"content":{"rendered":"<p><em>\u4f5c\u8005\uff1amaxaeo.cn\uff5c\u53d1\u5e03\u65e5\u671f\uff1a2026-10-13\uff5c\u66f4\u65b0\u65e5\u671f\uff1a2026-10-13<\/em><\/p>\n<p><strong>\u5927\u6a21\u578bRAG\u91cd\u6392\u5c42\u4fe1\u6e90\u8bc4\u5206\u89c4\u5219<\/strong>\uff0c\u662f\u6307\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u56de\u7b54\u590d\u6742\u95ee\u9898\u65f6\uff0c\u5bf9\u521d\u7b5b\u53ec\u56de\u7684\u6d77\u91cf\u5019\u9009\u6587\u672c\u5757\uff08Chunks\uff09\u8fdb\u884c\u6df1\u5ea6\u8bed\u4e49\u4ea4\u53c9\u6bd4\u5bf9\u3001\u6743\u5a01\u5ea6\u9a8c\u771f\u4e0e\u4fe1\u606f\u5bc6\u5ea6\u52a0\u6743\u7684\u5e95\u5c42\u6392\u5e8f\u903b\u8f91\u3002\u8fd9\u4e00\u673a\u5236\u76f4\u63a5\u51b3\u5b9a\u4e86\u54ea\u4e9b\u7f51\u7ad9\u5185\u5bb9\u4f1a\u88ab\u9009\u5165\u6a21\u578b\u6700\u7ec8\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08Context Window\uff09\u4f5c\u4e3a\u751f\u6210\u4f9d\u636e\u3002<\/p>\n<p>\u5bf9\u4e8e\u73b0\u4ee3 SaaS \u54c1\u724c\u800c\u8a00\uff0c\u4f20\u7edf\u7684 SEO \u4ec5\u89e3\u51b3\u201c\u88ab\u6293\u53d6\u4e0e\u7c97\u6392\u201d\uff0c\u800c\u5728\u751f\u6210\u5f0f\u5f15\u64ce\u4e3b\u5bfc\u7684\u641c\u7d22\u573a\u666f\u4e2d\uff0c\u7406\u89e3\u91cd\u6392\uff08Rerank\uff09\u673a\u5236\u624d\u662f\u8ba9\u4f01\u4e1a\u4ea7\u54c1\u8fdb\u5165 AI \u63a8\u8350\u6e05\u5355\u7684\u6839\u672c\u6240\u5728\u3002<\/p>\n<figure class=\"wp-block-image size-large\" style=\"margin:1.5em 0;\"><img decoding=\"async\" src=\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/backend-6327-1.jpg\" alt=\"\u5927\u6a21\u578bRAG\u91cd\u6392\u5c42\u4fe1\u6e90\u8bc4\u5206\u89c4\u5219\u67b6\u6784\u56fe\" style=\"max-width:100%;height:auto;\"><\/figure>\n<h2>\u4ec0\u4e48\u662f\u5927\u6a21\u578b RAG \u7684\u91cd\u6392\u5c42\uff08Reranking\uff09\uff1f<\/h2>\n<p>\u5927\u6a21\u578b RAG \u91cd\u6392\u5c42\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u67b6\u6784\u4e2d\u7684\u7b2c\u4e8c\u9053\u6838\u5fc3\u5173\u5361\uff0c\u8d1f\u8d23\u5bf9\u5411\u91cf\u68c0\u7d22\uff08Bi-Encoder\uff09\u6216\u5173\u952e\u8bcd\u6df7\u5408\u68c0\u7d22\u521d\u6b65\u53ec\u56de\u7684\u524d 50 \u81f3 100 \u4e2a\u6587\u672c\u7247\u6bb5\uff0c\u4f7f\u7528\u66f4\u9ad8\u7cbe\u5ea6\u7684\u91cd\u6392\u6a21\u578b\uff08Cross-Encoder\uff09\u8fdb\u884c\u6210\u5bf9\u8bed\u4e49\u76f8\u5173\u6027\u6253\u5206\u4e0e\u4e0a\u4e0b\u6587\u4ef7\u503c\u91cd\u6392\u5e8f\u3002<\/p>\n<p>\u4f20\u7edf\u7684\u5411\u91cf\u68c0\u7d22\u4f9d\u8d56\u53cc\u5854\u7f16\u7801\uff0c\u8ba1\u7b97\u5f00\u9500\u5c0f\u4f46\u65e0\u6cd5\u6355\u6349\u7ec6\u5fae\u7684\u903b\u8f91\u7ea6\u675f\u4e0e\u5b9e\u4f53\u5173\u7cfb\u3002\u91cd\u6392\u5c42\u5219\u5c06\u7528\u6237\u7684\u539f\u59cb\u63d0\u793a\u8bcd\uff08Prompt\uff09\u4e0e\u5019\u9009\u6587\u6863\u62fc\u63a5\u540e\u540c\u65f6\u8f93\u5165\u6df1\u5ea6\u7f51\u7edc\uff0c\u4ece\u53e5\u5b50\u7ea7\u5fae\u89c2\u7ed3\u6784\u3001\u4e8b\u5b9e\u786e\u4fe1\u5ea6\u4e0e\u53cd\u5e7b\u89c9\u5b89\u5168\u8fb9\u754c\u4e09\u4e2a\u7ef4\u5ea6\u8ba1\u7b97\u76f8\u5173\u5ea6\u5f97\u5206\u3002\u53ea\u6709\u6700\u7ec8\u5728\u91cd\u6392\u6253\u5206\u4e2d\u6392\u540d\u524d 5 \u81f3 10 \u4f4d\u7684\u5019\u9009\u5207\u7247\uff0c\u624d\u80fd\u88ab\u5927\u6a21\u578b\u771f\u6b63\u201c\u9605\u8bfb\u201d\u5e76\u4f5c\u4e3a\u751f\u6210\u56de\u7b54\u7684\u5f15\u7528\u6765\u6e90\u3002<\/p>\n<p>\u901a\u8fc7<a href=\"https:\/\/maxaeo.cn\/blog\/rag-citation-source\/\">\u5982\u4f55\u6210\u4e3a\u5927\u6a21\u578bRAG\u5f15\u7528\u6e90<\/a>\u7684\u5b9e\u6218\u62c6\u89e3\u53ef\u4ee5\u53d1\u73b0\uff0c\u82e5\u5185\u5bb9\u4ec5\u505c\u7559\u5728\u4f4e\u5206\u7c97\u6392\u5c42\uff0c\u5927\u6a21\u578b\u5373\u4f7f\u7d22\u5f15\u4e86\u7f51\u9875\uff0c\u4e5f\u4f1a\u5728\u6700\u7ec8\u8f93\u51fa\u65f6\u5c06\u5176\u820d\u5f03\u3002<\/p>\n<h2>\u91cd\u6392\u5c42\u4fe1\u6e90\u8bc4\u5206\u7684\u56db\u5927\u6838\u5fc3\u7ef4\u5ea6<\/h2>\n<p>\u5927\u6a21\u578b\u7684 Reranker \u5728\u8bc4\u4f30\u5019\u9009\u4fe1\u6e90\u65f6\uff0c\u5e76\u975e\u91c7\u7528\u9ed1\u76d2\u5f0f\u7684\u968f\u673a\u62bd\u53d6\uff0c\u800c\u662f\u9075\u5faa\u4e25\u683c\u7684\u7efc\u5408\u52a0\u6743\u89c4\u5219\u3002\u7406\u89e3\u4ee5\u4e0b\u56db\u4e2a\u7ef4\u5ea6\uff0c\u662f SaaS \u6784\u5efa\u9488\u5bf9\u6027\u4fe1\u6e90\u7684\u57fa\u7840\u3002<\/p>\n<div style=\"overflow-x:auto;\">\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"text-align:left\">\u8bc4\u4f30\u7ef4\u5ea6<\/th>\n<th style=\"text-align:left\">\u6838\u5fc3\u8003\u91cf\u6307\u6807<\/th>\n<th style=\"text-align:left\">\u91cd\u6392\u5c42\u5173\u6ce8\u91cd\u70b9<\/th>\n<th style=\"text-align:left\">\u5bf9 SaaS \u5b98\u7f51\u7684\u76f4\u63a5\u8981\u6c42<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align:left\"><strong>\u8bed\u4e49\u4e0e\u610f\u56fe\u5339\u914d\u5ea6<\/strong><\/td>\n<td style=\"text-align:left\">\u5b9e\u4f53\u8986\u76d6\u7387\u3001\u4ea4\u53c9\u6ce8\u610f\u529b\u5206\u6570<\/td>\n<td style=\"text-align:left\">\u80fd\u5426\u76f4\u63a5\u95ed\u73af\u89e3\u7b54\u7528\u6237\u7684\u7279\u5b9a\u6761\u4ef6\u9650\u5236<\/td>\n<td style=\"text-align:left\">\u907f\u514d\u901a\u7bc7\u8425\u9500\u5957\u8bdd\uff0c\u9996\u6bb5\u7ed9\u51fa\u7cbe\u51c6\u5b9a\u4e49\u4e0e\u6838\u5fc3\u53c2\u6570<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><strong>\u4fe1\u6e90\u6743\u5a01\u4e0e\u72ec\u7acb\u8bc1\u636e<\/strong><\/td>\n<td style=\"text-align:left\">\u57df\u540d\u8bc4\u7ea7\u3001\u8de8\u7ad9\u70b9\u4ea4\u53c9\u9a8c\u8bc1\u6b21\u6570<\/td>\n<td style=\"text-align:left\">\u72ec\u7acb\u7b2c\u4e09\u65b9\u8bc4\u6d4b\u673a\u6784\u3001\u591a\u4fe1\u6e90\u4e92\u8bc1\u7a0b\u5ea6<\/td>\n<td style=\"text-align:left\">\u6784\u5efa\u5305\u542b\u65b0\u95fb\u3001\u8bc4\u6d4b\u4e0e\u5b98\u65b9\u6280\u672f\u6587\u6863\u7684\u7acb\u4f53\u8bc1\u636e\u7f51<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><strong>\u4fe1\u606f\u5bc6\u5ea6\u4e0e\u7ed3\u6784\u5316<\/strong><\/td>\n<td style=\"text-align:left\">\u4e8b\u5b9e\u5bc6\u5ea6\uff08Factual Density\uff09\u3001Schema \u89c4\u8303<\/td>\n<td style=\"text-align:left\">\u4e0a\u4e0b\u6587\u7a97\u53e3\u5229\u7528\u6548\u7387\uff0c\u5355\u4f4d token \u7684\u4e8b\u5b9e\u627f\u8f7d\u91cf<\/td>\n<td style=\"text-align:left\">\u91c7\u7528\u6e05\u6670\u5c42\u7ea7\u7ed3\u6784\u5e76\u90e8\u7f72\u5b8c\u6574\u7684 JSON-LD \u8bed\u4e49\u6807\u8bb0<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left\"><strong>\u65f6\u6548\u6027\u4e0e\u7248\u672c\u51c6\u786e\u6027<\/strong><\/td>\n<td style=\"text-align:left\">\u53d1\u5e03\u65f6\u95f4\u6233\u3001\u66f4\u65b0\u65e5\u5fd7\u6821\u9a8c\u3001\u9648\u65e7\u5ea6\u60e9\u7f5a<\/td>\n<td style=\"text-align:left\">\u662f\u5426\u5b58\u5728\u505c\u4ea7\u578b\u53f7\u3001\u8fc7\u65f6\u62a5\u4ef7\u4e0e\u5e9f\u5f03 API<\/td>\n<td style=\"text-align:left\">\u52a8\u6001\u7ef4\u62a4\u4ea7\u54c1\u53c2\u6570\u4e0e\u7248\u672c\u53d1\u5e03\u8bb0\u5f55\uff0c\u963b\u65ad\u6a21\u578b\u5e7b\u89c9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>1. \u6df1\u5ea6\u8bed\u4e49\u4e0e\u903b\u8f91\u7ea6\u675f\u6253\u5206<\/h3>\n<p>\u91cd\u6392\u6a21\u578b\uff08\u5982 BGE-Reranker\u3001Cohere Rerank \u7b49\uff09\u91cd\u70b9\u8ba1\u7b97 Prompt \u4e0e\u6587\u6863\u5757\u4e4b\u95f4\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u3002\u5982\u679c\u4f01\u4e1a\u5185\u5bb9\u5b58\u5728\u5927\u91cf\u865a\u8bcd\u3001\u60c5\u7eea\u5316\u5ba3\u4f20\u8bed\uff0c\u5176\u8bed\u4e49\u5bc6\u5ea6\u5f97\u5206\u4f1a\u88ab\u7cfb\u7edf\u5feb\u901f\u62c9\u4f4e\uff1b\u76f8\u53cd\uff0c\u6e05\u6670\u6807\u6ce8\u4e1a\u52a1\u8fb9\u754c\u3001\u660e\u786e\u9002\u914d\u573a\u666f\uff08\u4f8b\u5982\u201c\u9002\u5408 500 \u4eba\u4ee5\u4e0a\u4f01\u4e1a\u7684\u591a\u79df\u6237\u90e8\u7f72\u67b6\u6784\u201d\uff09\u7684\u7247\u6bb5\uff0c\u91cd\u6392\u8bc4\u5206\u4f1a\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002<\/p>\n<h3>2. \u5916\u90e8\u4ea4\u53c9\u5f15\u8bc1\u4e0e\u8bc1\u636e\u6743\u5a01\u5ea6<\/h3>\n<p>\u5f53\u6a21\u578b\u68c0\u6d4b\u5230\u4e0d\u540c\u6765\u6e90\u7684\u5207\u7247\u5b58\u5728\u4e8b\u5b9e\u51b2\u7a81\u65f6\uff0c\u91cd\u6392\u5c42\u4f1a\u542f\u52a8\u4fe1\u6e90\u7f6e\u4fe1\u5ea6\u6821\u9a8c\u3002\u5982\u679c\u67d0\u9879\u529f\u80fd\u6307\u6807\u4ec5\u5728\u5b98\u7f51\u5ba3\u79f0\uff0c\u4f46\u5728\u7b2c\u4e09\u65b9\u6743\u5a01\u6280\u672f\u793e\u533a\u6216\u72ec\u7acb\u8bc4\u6d4b\u4e2d\u6beb\u65e0\u75d5\u8ff9\uff0c\u8be5\u4fe1\u6e90\u5f97\u5206\u4f1a\u88ab\u6291\u5236\u3002\u4f01\u4e1a\u9700\u8981\u501f\u52a9<a href=\"https:\/\/maxaeo.cn\/blog\/ai-source-authority-2\/\">\u63d0\u5347\u54c1\u724c\u5728AI\u641c\u7d22\u4e2d\u7684\u4fe1\u6e90\u6743\u5a01\u5ea6<\/a>\u4e2d\u9610\u8ff0\u7684\u8bc1\u636e\u94fe\u4f53\u7cfb\uff0c\u63d0\u5347\u8de8\u5e73\u53f0\u534f\u540c\u63d0\u53ca\u9891\u6b21\u3002<\/p>\n<h3>3. Schema \u5b9e\u4f53\u6807\u8bb0\u4e0e\u4fe1\u606f\u81ea\u5305\u542b\u5ea6<\/h3>\n<p>\u91cd\u6392\u5c42\u6781\u5ea6\u504f\u597d\u201c\u81ea\u5305\u542b\uff08Self-contained\uff09\u201d\u5207\u7247\uff0c\u5373\u65e0\u9700\u7ed3\u5408\u4e0a\u4e0b\u6587\u5176\u4ed6\u7f51\u9875\u5c31\u80fd\u770b\u61c2\u4e3b\u8c13\u5bbe\u4e0e\u6838\u5fc3\u7ed3\u8bba\u7684\u6587\u672c\u5757\u3002\u901a\u8fc7\u5b9e\u65bd\u7cbe\u51c6\u7684\u7ed3\u6784\u5316\u6570\u636e\uff0c\u80fd\u663e\u8457\u964d\u4f4e\u6a21\u578b\u62bd\u53d6\u5b9e\u4f53\u5c5e\u6027\u7684\u63a8\u7406\u6210\u672c\u3002\u5efa\u8bae\u53c2\u8003 <a href=\"https:\/\/maxaeo.cn\/blog\/schema-ai-entity\/\">Schema\u7ed3\u6784\u5316\u6807\u8bb0\u5bf9AI\u5b9e\u4f53\u8bc6\u522b\u7684\u5f71\u54cd<\/a>\uff0c\u4e3a\u6280\u672f\u65b9\u6848\u4e0e\u4ea7\u54c1\u9875\u5efa\u7acb\u673a\u5668\u53ef\u8bfb\u5c42\u3002<\/p>\n<figure class=\"wp-block-image size-large\" style=\"margin:1.5em 0;\"><img decoding=\"async\" src=\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/backend-6327-2.jpg\" alt=\"\u5927\u6a21\u578bRAG\u91cd\u6392\u5c42\u4fe1\u6e90\u8bc4\u5206\u89c4\u5219\u89e3\u6790\u6d41\u7a0b\" style=\"max-width:100%;height:auto;\"><\/figure>\n<h2>SaaS \u4f01\u4e1a\u4f18\u5316 RAG \u91cd\u6392\u6743\u91cd\u7684\u4e09\u6b65\u843d\u5730\u6cd5<\/h2>\n<p>\u8981\u4f7f\u4f01\u4e1a\u5185\u5bb9\u5728 DeepSeek\u3001\u8c46\u5305\u3001Kimi \u7b49\u4e3b\u6d41\u56fd\u4ea7\u5927\u6a21\u578b\u53ca\u6d77\u5916\u5f15\u64ce\u7684\u91cd\u6392\u9636\u6bb5\u593a\u5f97\u9ad8\u5206\uff0cSaaS \u8fd0\u8425\u56e2\u961f\u5e94\u5b9e\u65bd\u4ee5\u4e0b\u7ed3\u6784\u5316\u6253\u6cd5\uff1a<\/p>\n<h3>\u7b2c\u4e00\u6b65\uff1a\u62c6\u89e3\u81ea\u5305\u542b\u5185\u5bb9\u5757\uff08Chunk Engineering\uff09<\/h3>\n<p>\u91cd\u6392\u5c42\u5904\u7406\u7684\u4e0d\u662f\u6574\u7bc7\u957f\u56fe\u6587\uff0c\u800c\u662f 200\u2013500 token \u7684\u5207\u7247\u3002<\/p>\n<ul>\n<li><strong>\u95ee\u7b54\u5148\u884c<\/strong>\uff1a\u5728 H2\/H3 \u4e0b\u65b9\u7b2c\u4e00\u53e5\u8bdd\uff0840\u201360 \u5b57\uff09\u76f4\u63a5\u7ed9\u7ed3\u8bba\uff0c\u4e25\u7981\u524d\u7f6e\u5197\u957f\u80cc\u666f\u3002<\/li>\n<li><strong>\u4e3b\u4f53\u663e\u5f0f\u58f0\u660e<\/strong>\uff1a\u4ee3\u8bcd\uff08\u5982\u201c\u5b83\u201d\u3001\u201c\u8be5\u7cfb\u7edf\u201d\uff09\u5fc5\u987b\u66ff\u6362\u4e3a\u660e\u786e\u7684\u201c\u54c1\u724c\u540d + \u6a21\u5757\u540d\u201d\uff0c\u907f\u514d\u5207\u7247\u5b64\u7acb\u540e\u4e22\u5931\u5b9e\u4f53\u6307\u5411\u3002<\/li>\n<li><strong>\u53c2\u6570\u8868\u683c\u5316<\/strong>\uff1a\u5bf9\u6bd4\u53c2\u6570\u3001\u7248\u672c\u9650\u5236\u53ca\u8ba1\u8d39\u89c4\u683c\u4f7f\u7528\u6807\u51c6 Markdown 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