{"id":6007,"date":"2024-09-13T03:00:36","date_gmt":"2024-09-12T19:00:36","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=6007"},"modified":"2024-09-13T03:06:34","modified_gmt":"2024-09-12T19:06:34","slug":"gaoji-ragjiagouai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/gaoji-ragjiagouai\/","title":{"rendered":"\u9ad8\u7ea7 RAG\uff1a\u67b6\u6784\u3001\u6280\u672f\u3001\u5e94\u7528\u548c\u53d1\u5c55\u524d\u666f"},"content":{"rendered":"<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-augmented generation\uff0cRAG\uff09\u5df2\u7ecf\u6210\u4e3a AI \u9886\u57df\u7684\u91cd\u8981\u6846\u67b6\uff0c\u6781\u5927\u63d0\u5347\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u4f7f\u7528\u5916\u90e8\u77e5\u8bc6\u6e90\u751f\u6210\u54cd\u5e94\u65f6\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u636e\u00a0<a class=\"external-link\" href=\"https:\/\/bair.berkeley.edu\/blog\/2024\/02\/18\/compound-ai-systems\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/bair.berkeley.edu\/blog\/2024\/02\/18\/compound-ai-systems\/\">Databricks<\/a>\u00a0\u7684\u6570\u636e\u663e\u793a\uff0c\u4f01\u4e1a\u4e2d 60% \u7684 LLM \u5e94\u7528\u90fd\u91c7\u7528\u4e86\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff0c\u5176\u4e2d 30% \u4f7f\u7528\u4e86\u591a\u6b65\u9aa4\u6d41\u7a0b\u3002RAG \u4e4b\u6240\u4ee5\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8\uff0c\u662f\u56e0\u4e3a\u5176\u751f\u6210\u7684\u54cd\u5e94\u6bd4\u4ec5\u4f9d\u8d56\u5fae\u8c03\u6a21\u578b\u7684\u54cd\u5e94\u51e0\u4e4e\u00a0<a class=\"external-link\" href=\"https:\/\/www.cmswire.com\/customer-experience\/improving-gen-ai-accuracy-with-retrieval-augmented-generation\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.cmswire.com\/customer-experience\/improving-gen-ai-accuracy-with-retrieval-augmented-generation\/\">\u63d0\u5347\u4e86 43% \u7684\u51c6\u786e\u6027<\/a>\uff0c\u8868\u660e\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/ja\/rag\/\">RAG<\/a> \u5728\u63d0\u9ad8 AI \u751f\u6210\u5185\u5bb9\u8d28\u91cf\u548c\u53ef\u9760\u6027\u65b9\u9762\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n<\/div>\n<p dir=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-6008\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/e111aac2b4819ff.png\" alt=\"\" width=\"857\" height=\"482\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/e111aac2b4819ff.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/e111aac2b4819ff-300x169.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/e111aac2b4819ff-1024x577.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/e111aac2b4819ff-768x432.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/e111aac2b4819ff-1536x865.png 1536w\" sizes=\"auto, (max-width: 857px) 100vw, 857px\" \/><\/p>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7136\u800c\uff0c\u4f20\u7edf RAG \u65b9\u6cd5\u5728\u5e94\u5bf9\u590d\u6742\u67e5\u8be2\u3001\u7406\u89e3\u7ec6\u5fae\u8bed\u5883\u4ee5\u53ca\u5904\u7406\u591a\u79cd\u6570\u636e\u7c7b\u578b\u65f6\u4ecd\u9762\u4e34\u4e00\u4e9b\u6311\u6218\u3002\u8fd9\u4e9b\u5c40\u9650\u6027\u63a8\u52a8\u4e86\u9ad8\u7ea7 RAG \u7684\u8bde\u751f\uff0c\u65e8\u5728\u63d0\u5347 AI \u5728\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u4e0a\u7684\u80fd\u529b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<a class=\"external-link\" href=\"https:\/\/www.salesforce.com\/blog\/what-is-retrieval-augmented-generation\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.salesforce.com\/blog\/what-is-retrieval-augmented-generation\/\">\u4e00\u4e9b\u516c\u53f8<\/a>\u00a0\u5df2\u5c06 RAG \u96c6\u6210\u5230\u5927\u7ea6 60% \u7684\u4ea7\u54c1\u4e2d\uff0c\u663e\u793a\u4e86\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u91cd\u8981\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8be5\u9886\u57df\u7684\u4e00\u5927\u7a81\u7834\u662f\u591a\u6a21\u6001 RAG \u548c\u77e5\u8bc6\u56fe\u8c31\u7684\u5f15\u5165\u3002\u591a\u6a21\u6001 RAG \u6269\u5c55\u4e86 RAG \u7684\u80fd\u529b\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5904\u7406\u6587\u672c\uff0c\u8fd8\u80fd\u5904\u7406\u5305\u62ec\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u5728\u5185\u7684\u591a\u79cd\u6570\u636e\u3002\u8fd9\u4f7f\u5f97 AI \u7cfb\u7edf\u5728\u4e0e\u7528\u6237\u4ea4\u4e92\u65f6\u66f4\u52a0\u5168\u9762\u5e76\u5177\u5907\u66f4\u5f3a\u7684\u8bed\u5883\u7406\u89e3\u80fd\u529b\u3002\u800c\u77e5\u8bc6\u56fe\u8c31\u5219\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u8868\u793a\uff0c\u63d0\u5347\u4e86\u4fe1\u606f\u68c0\u7d22\u8fc7\u7a0b\u4ee5\u53ca\u751f\u6210\u5185\u5bb9\u7684\u8fde\u8d2f\u6027\u548c\u51c6\u786e\u6027\u3002<a class=\"external-link\" href=\"https:\/\/arxiv.org\/pdf\/2404.16130\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/pdf\/2404.16130\">\u5fae\u8f6f\u7684\u7814\u7a76<\/a>\u00a0\u8868\u660e\uff0cGraphRAG \u6240\u9700\u7684 <a href=\"https:\/\/www.kdjingpai.com\/ja\/tokenization\/\">Token<\/a> \u6570\u91cf\u6bd4\u5176\u4ed6\u65b9\u6cd5\u51cf\u5c11\u4e86 26% \u5230 97%\uff0c\u663e\u793a\u51fa\u66f4\u9ad8\u7684\u6548\u7387\u548c\u8ba1\u7b97\u6210\u672c\u7684\u964d\u4f4e\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e9b RAG \u6280\u672f\u7684\u8fdb\u6b65\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u548c\u5b9e\u9645\u5e94\u7528\u4e2d\u90fd\u5e26\u6765\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u4f8b\u5982\uff0c<a class=\"external-link\" href=\"https:\/\/writer.com\/engineering\/rag-benchmark\/#:~:text=Knowledge%20Graph%20achieved%20an%20impressive%2086.31%25%20on%20the,GPT-4%2C%20Pinecone%E2%80%99s%20Canopy%20framework%2C%20and%20various%20LangChain%20configurations.\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/writer.com\/engineering\/rag-benchmark\/#:~:text=Knowledge%20Graph%20achieved%20an%20impressive%2086.31%25%20on%20the,GPT-4%2C%20Pinecone%E2%80%99s%20Canopy%20framework%2C%20and%20various%20LangChain%20configurations.\">\u77e5\u8bc6\u56fe\u8c31<\/a>\u00a0\u5728 RobustQA \u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86 86.31% \u7684\u51c6\u786e\u7387\uff0c\u5927\u5927\u8d85\u8fc7\u4e86\u5176\u4ed6 RAG \u65b9\u6cd5\u3002\u6b64\u5916\uff0c<a class=\"external-link\" href=\"https:\/\/arxiv.org\/abs\/2405.11706\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/arxiv.org\/abs\/2405.11706\">Sequeda \u548c Allemang<\/a>\u00a0\u7684\u540e\u7eed\u7814\u7a76\u53d1\u73b0\uff0c\u7ed3\u5408\u672c\u4f53\u53ef\u4ee5\u964d\u4f4e 20% \u7684\u9519\u8bef\u7387\u3002\u4f01\u4e1a\u4e5f\u4ece\u8fd9\u4e9b\u8fdb\u5c55\u4e2d\u83b7\u76ca\u826f\u591a\uff0c<a class=\"external-link\" href=\"https:\/\/yearofthegraph.xyz\/newsletter\/2024\/06\/knowledge-graph-enlightenment-ai-and-rag-the-year-of-the-graph-newsletter-vol-26-summer-2024\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/yearofthegraph.xyz\/newsletter\/2024\/06\/knowledge-graph-enlightenment-ai-and-rag-the-year-of-the-graph-newsletter-vol-26-summer-2024\/\">LinkedIn<\/a>\u00a0\u62a5\u544a\u79f0\uff0c\u901a\u8fc7 RAG \u52a0\u77e5\u8bc6\u56fe\u8c31\u7684\u65b9\u6cd5\uff0c\u5c06\u5ba2\u6237\u652f\u6301\u7684\u89e3\u51b3\u65f6\u95f4\u51cf\u5c11\u4e86 28.6%\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u9ad8\u7ea7 RAG \u7684\u6f14\u8fdb\uff0c\u63a2\u7d22\u591a\u6a21\u6001 RAG \u548c\u77e5\u8bc6\u56fe\u8c31 RAG \u7684\u590d\u6742\u6027\u53ca\u5176\u5bf9 AI \u9a71\u52a8\u7684\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u7684\u63d0\u5347\u6548\u679c\u3002\u6211\u4eec\u8fd8\u5c06\u8ba8\u8bba\u8fd9\u4e9b\u521b\u65b0\u5728\u4e0d\u540c\u884c\u4e1a\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\u4ee5\u53ca\u5728\u63a8\u5e7f\u548c\u5e94\u7528\u8fd9\u4e9b\u6280\u672f\u65f6\u9762\u4e34\u7684\u6311\u6218\u3002<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\">[\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff0c\u4ee5\u53ca\u5b83\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u4f55\u91cd\u8981\uff1f]<\/li>\n<li dir=\"auto\" data-line=\"1\">[RAG \u67b6\u6784\u7684\u7c7b\u578b]<\/li>\n<li dir=\"auto\" data-line=\"2\">[\u4ece\u57fa\u7840 RAG \u5230\u9ad8\u7ea7 RAG\uff1a\u5982\u4f55\u514b\u670d\u5c40\u9650\u548c\u63d0\u5347\u80fd\u529b]<\/li>\n<li dir=\"auto\" data-line=\"3\">[\u4f01\u4e1a\u4e2d\u7684\u9ad8\u7ea7 RAG \u7cfb\u7edf\u7ec4\u6210\u548c\u6d41\u7a0b]<\/li>\n<li dir=\"auto\" data-line=\"4\">[\u9ad8\u7ea7 RAG \u6280\u672f]<\/li>\n<li dir=\"auto\" data-line=\"5\">[\u9ad8\u7ea7 RAG \u7684\u5e94\u7528\u548c\u6848\u4f8b\u5206\u6790]<\/li>\n<li dir=\"auto\" data-line=\"6\">[\u5982\u4f55\u4f7f\u7528\u9ad8\u7ea7 RAG \u6784\u5efa\u5bf9\u8bdd\u5de5\u5177\uff1f]<\/li>\n<li dir=\"auto\" data-line=\"7\">[\u5982\u4f55\u6784\u5efa\u9ad8\u7ea7 RAG \u5e94\u7528\uff1f]<\/li>\n<li dir=\"auto\" data-line=\"8\">[\u77e5\u8bc6\u56fe\u8c31\u5728\u9ad8\u7ea7 RAG \u4e2d\u7684\u5d1b\u8d77]<\/li>\n<li dir=\"auto\" data-line=\"9\">[\u9ad8\u7ea7 RAG\uff1a\u901a\u8fc7\u591a\u6a21\u6001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6269\u5c55\u89c6\u91ce]<\/li>\n<li dir=\"auto\" data-line=\"10\">[LeewayHertz \u7684 GenAI \u534f\u4f5c\u5e73\u53f0 ZBrain \u5982\u4f55\u5728\u9ad8\u7ea7 RAG \u7cfb\u7edf\u4e2d\u8131\u9896\u800c\u51fa\uff1f]<\/li>\n<\/ul>\n<\/div>\n<p>&nbsp;<\/p>\n<p><strong>\u300a\u9ad8\u7ea7 RAG\uff1a\u67b6\u6784\u3001\u6280\u672f\u3001\u5e94\u7528\u548c\u53d1\u5c55\u524d\u666f\u300bPDF\u4e0b\u8f7d\uff1a<\/strong><\/p>\n<p><div class=\"huoduan_hide_box\" style=\"border:1px dashed #F60; padding:10px; margin:10px 0; line-height:200%; color:#F00; background-color:#FFF4FF; overflow:hidden; clear:both;\"><img loading=\"lazy\" decoding=\"async\" class=\"wxpic\" align=\"right\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/d8668ed8023fbe2.jpg\" style=\"width:150px;height:150px;margin-left:20px;display:inline;border:none\" width=\"150\" height=\"150\"  alt=\"AI\u751f\u4ea7\u529b\u5e94\u7528\" \/><span style=\"font-size:18px;\">\u6b64\u5904\u5185\u5bb9\u5df2\u7ecf\u88ab\u4f5c\u8005\u9690\u85cf\uff0c\u8bf7\u8f93\u5165\u9a8c\u8bc1\u7801\u67e5\u770b\u5185\u5bb9<\/span><form method=\"post\" style=\"margin:10px 0;\"><span class=\"yzts\" style=\"font-size:18px;float:left;\">\u9a8c\u8bc1\u7801\uff1a<\/span><input name=\"huoduan_verifycode\" id=\"verifycode\" type=\"text\" value=\"\" style=\"border:none;float:left;width:80px; height:32px; line-height:30px; padding:0 5px; border:1px solid #FF6600;-moz-border-radius: 0px;  -webkit-border-radius: 0px;  border-radius:0px;\" \/><input id=\"verifybtn\" style=\"border:none;float:left;width:80px; height:32px; line-height:32px; padding:0 5px; background-color:#F60; text-align:center; border:none; cursor:pointer; color:#FFF;-moz-border-radius: 0px; font-size:14px;  -webkit-border-radius: 0px;  border-radius:0px;\" name=\"\" type=\"submit\" value=\"\u63d0\u4ea4\u67e5\u770b\" \/><\/form><div style=\"clear:left;\"><\/div><span style=\"color:#00BF30\">\u8bf7\u5173\u6ce8\u672c\u7ad9\u5fae\u4fe1\u516c\u4f17\u53f7\uff0c\u56de\u590d\u201c<span style=\"color:blue\">\u9a8c\u8bc1\u7801<\/span>\u201d\uff0c\u83b7\u53d6\u9a8c\u8bc1\u7801\u3002\u5728\u5fae\u4fe1\u91cc\u641c\u7d22\u201c<span style=\"color:blue\">AI\u751f\u4ea7\u529b\u5e94\u7528<\/span>\u201d\u6216\u8005\u201c<span style=\"color:blue\">Artificial9527<\/span>\u201d\u6216\u8005\u5fae\u4fe1\u626b\u63cf\u53f3\u4fa7\u4e8c\u7ef4\u7801\u90fd\u53ef\u4ee5\u5173\u6ce8\u672c\u7ad9\u5fae\u4fe1\u516c\u4f17\u53f7\u3002<\/span><div class=\"cl\"><\/div><\/div><\/p>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff0c\u4ee5\u53ca\u5b83\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u4f55\u91cd\u8981\uff1f\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff0c\u4ee5\u53ca\u5b83\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u4f55\u91cd\u8981\uff1f\" class=\"heading\" dir=\"auto\" data-heading=\"\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff0c\u4ee5\u53ca\u5b83\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u4f55\u91cd\u8981\uff1f\">\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff0c\u4ee5\u53ca\u5b83\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u4f55\u91cd\u8981\uff1f<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u6210\u4e3a AI \u5e94\u7528\u7684\u6838\u5fc3\uff0c\u4ece\u865a\u62df\u52a9\u624b\u5230\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u5747\u4f9d\u8d56\u5176\u5f3a\u5927\u529f\u80fd\u3002\u4f46\u5c3d\u7ba1\u8fd9\u4e9b\u6a21\u578b\u80fd\u529b\u51fa\u4f17\uff0c\u5b83\u4eec\u5728\u63d0\u4f9b\u6700\u65b0\u548c\u51c6\u786e\u4fe1\u606f\u65b9\u9762\u4ecd\u5b58\u5728\u5c40\u9650\u3002\u8fd9\u65f6\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u4e3a LLM \u63d0\u4f9b\u4e86\u5f3a\u6709\u529b\u7684\u8865\u5145\u3002<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff1f**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff1f**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff1f**\"><strong>\u4ec0\u4e48\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff1f<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u662f\u4e00\u79cd\u9ad8\u7ea7\u6280\u672f\uff0c\u5b83\u901a\u8fc7\u6574\u5408\u5916\u90e8\u77e5\u8bc6\u6e90\u6765\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u751f\u6210\u80fd\u529b\u3002LLM \u57fa\u4e8e\u5927\u91cf\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u62e5\u6709\u6570\u5341\u4ebf\u53c2\u6570\uff0c\u80fd\u591f\u6267\u884c\u5982\u56de\u7b54\u95ee\u9898\u3001\u8bed\u8a00\u7ffb\u8bd1\u548c\u6587\u672c\u8865\u5168\u7b49\u591a\u79cd\u4efb\u52a1\u3002RAG \u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u901a\u8fc7\u5f15\u7528\u6743\u5a01\u4e14\u9886\u57df\u4e13\u7cbe\u7684\u77e5\u8bc6\u5e93\uff0c\u63d0\u9ad8\u751f\u6210\u5185\u5bb9\u7684\u76f8\u5173\u6027\u3001\u51c6\u786e\u6027\u548c\u5b9e\u7528\u6027\uff0c\u800c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u79cd\u6210\u672c\u6548\u76ca\u9ad8\u4e14\u9ad8\u6548\u7684\u65b9\u6cd5\uff0c\u5df2\u6210\u4e3a\u4f01\u4e1a\u4f18\u5316\u5176 AI \u7cfb\u7edf\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u5982\u4f55\u5e2e\u52a9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u89e3\u51b3\u6838\u5fc3\u95ee\u9898\uff1f**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u5982\u4f55\u5e2e\u52a9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u89e3\u51b3\u6838\u5fc3\u95ee\u9898\uff1f**\" class=\"heading\" dir=\"auto\" data-heading=\"**RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u5982\u4f55\u5e2e\u52a9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u89e3\u51b3\u6838\u5fc3\u95ee\u9898\uff1f**\"><strong>RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u5982\u4f55\u5e2e\u52a9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u89e3\u51b3\u6838\u5fc3\u95ee\u9898\uff1f<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u9a71\u52a8\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u548c\u5176\u4ed6\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u5e94\u7528\u4e2d\u626e\u6f14\u7740\u5173\u952e\u89d2\u8272\u3002\u901a\u8fc7\u5e7f\u6cdb\u7684\u8bad\u7ec3\uff0c\u5b83\u4eec\u8bd5\u56fe\u5728\u5404\u79cd\u60c5\u5883\u4e2d\u63d0\u4f9b\u51c6\u786e\u7684\u7b54\u6848\u3002\u7136\u800c\uff0cLLM \u672c\u8eab\u5b58\u5728\u4e00\u4e9b\u4e0d\u8db3\uff0c\u9762\u4e34\u591a\u91cd\u6311\u6218\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u9519\u8bef\u4fe1\u606f<\/strong>\uff1a\u5f53 LLM \u77e5\u8bc6\u4e0d\u8db3\u65f6\uff0c\u53ef\u80fd\u4f1a\u751f\u6210\u4e0d\u51c6\u786e\u7684\u7b54\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4fe1\u606f\u8fc7\u65f6<\/strong>\uff1a\u8bad\u7ec3\u6570\u636e\u662f\u9759\u6001\u7684\uff0c\u56e0\u6b64\u6a21\u578b\u751f\u6210\u7684\u56de\u7b54\u53ef\u80fd\u5df2\u7ecf\u8fc7\u65f6\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u975e\u6743\u5a01\u4fe1\u606f\u6e90<\/strong>\uff1a\u751f\u6210\u7684\u56de\u7b54\u6709\u65f6\u53ef\u80fd\u6765\u81ea\u4e0d\u53ef\u9760\u7684\u6765\u6e90\uff0c\u5f71\u54cd\u53ef\u4fe1\u5ea6\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u672f\u8bed\u6df7\u6dc6<\/strong>\uff1a\u4e0d\u540c\u6570\u636e\u6765\u6e90\u5bf9\u540c\u4e00\u672f\u8bed\u7684\u4f7f\u7528\u4e0d\u4e00\u81f4\uff0c\u5bb9\u6613\u5f15\u53d1\u8bef\u89e3\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">RAG \u901a\u8fc7\u4e3a LLM \u63d0\u4f9b\u5916\u90e8\u6743\u5a01\u6570\u636e\u6765\u6e90\uff0c\u63d0\u5347\u6a21\u578b\u7684\u56de\u7b54\u51c6\u786e\u6027\u4e0e\u5b9e\u65f6\u6027\uff0c\u8fdb\u800c\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\u3002\u4ee5\u4e0b\u51e0\u70b9\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 RAG \u5bf9 LLM \u7684\u53d1\u5c55\u5982\u6b64\u91cd\u8981\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u63d0\u5347\u51c6\u786e\u6027\u4e0e\u76f8\u5173\u6027<\/strong>\uff1a\u7531\u4e8e\u8bad\u7ec3\u6570\u636e\u9759\u6001\u5316\uff0cLLM \u6709\u65f6\u4f1a\u7ed9\u51fa\u4e0d\u51c6\u786e\u6216\u4e0d\u76f8\u5173\u7684\u7b54\u6848\u3002RAG \u4ece\u6743\u5a01\u6765\u6e90\u4e2d\u63d0\u53d6\u6700\u65b0\u3001\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u786e\u4fdd\u6a21\u578b\u56de\u7b54\u66f4\u4e3a\u51c6\u786e\u4e14\u7b26\u5408\u5f53\u524d\u60c5\u5883\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u7a81\u7834\u9759\u6001\u6570\u636e\u7684\u9650\u5236<\/strong>\uff1aLLM \u7684\u8bad\u7ec3\u6570\u636e\u6709\u65f6\u5df2\u8fc7\u65f6\uff0c\u65e0\u6cd5\u53cd\u6620\u6700\u65b0\u7684\u7814\u7a76\u6216\u65b0\u95fb\u3002RAG \u4f7f LLM \u80fd\u591f\u8bbf\u95ee\u6700\u65b0\u7684\u6570\u636e\uff0c\u4fdd\u6301\u4fe1\u606f\u7684\u65f6\u6548\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u63d0\u5347\u7528\u6237\u4fe1\u4efb<\/strong>\uff1aLLM \u53ef\u80fd\u4f1a\u751f\u6210\u6240\u8c13\u7684\u201c\u5e7b\u89c9\u201d\u2014\u2014\u5373\u81ea\u4fe1\u4f46\u9519\u8bef\u7684\u56de\u7b54\u3002RAG \u901a\u8fc7\u8ba9 LLM \u5f15\u7528\u6765\u6e90\uff0c\u63d0\u4f9b\u53ef\u9a8c\u8bc1\u7684\u4fe1\u606f\uff0c\u589e\u5f3a\u900f\u660e\u5ea6\u4e0e\u7528\u6237\u4fe1\u4efb\u611f\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u8282\u7ea6\u6210\u672c<\/strong>\uff1a\u7528\u65b0\u6570\u636e\u91cd\u65b0\u8bad\u7ec3 LLM \u4ee3\u4ef7\u9ad8\u6602\u3002RAG \u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6574\u4e2a\u6a21\u578b\uff0c\u53ea\u9700\u5229\u7528\u5916\u90e8\u6570\u636e\u6e90\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u4e3a\u7ecf\u6d4e\u9ad8\u6548\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u4f7f\u5f97\u9ad8\u7ea7 AI \u6280\u672f\u66f4\u4e3a\u5e7f\u6cdb\u5e94\u7528\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u589e\u5f3a\u5f00\u53d1\u8005\u63a7\u5236\u6743\u4e0e\u7075\u6d3b\u6027<\/strong>\uff1aRAG \u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u81ea\u7531\u5ea6\uff0c\u80fd\u591f\u7075\u6d3b\u6307\u5b9a\u77e5\u8bc6\u6765\u6e90\uff0c\u5feb\u901f\u9002\u5e94\u9700\u6c42\u53d8\u5316\uff0c\u5e76\u786e\u4fdd\u654f\u611f\u4fe1\u606f\u7684\u9002\u5f53\u5904\u7406\uff0c\u4ece\u800c\u652f\u6301\u5e7f\u6cdb\u5e94\u7528\uff0c\u63d0\u9ad8 AI \u7cfb\u7edf\u7684\u6548\u679c\u3002<\/li>\n<li dir=\"auto\" data-line=\"5\"><strong>\u63d0\u4f9b\u5b9a\u5236\u5316\u7b54\u6848<\/strong>\uff1a\u4f20\u7edf LLM \u5f80\u5f80\u7ed9\u51fa\u8fc7\u4e8e\u7b3c\u7edf\u7684\u7b54\u6848\u3002RAG \u5c06 LLM \u4e0e\u7ec4\u7ec7\u7684\u5185\u90e8\u6570\u636e\u5e93\u3001\u4ea7\u54c1\u4fe1\u606f\u548c\u7528\u6237\u624b\u518c\u76f8\u7ed3\u5408\uff0c\u63d0\u4f9b\u66f4\u52a0\u5177\u4f53\u548c\u76f8\u5173\u7684\u56de\u7b54\uff0c\u5927\u5e45\u63d0\u5347\u5ba2\u6237\u652f\u6301\u548c\u4e92\u52a8\u4f53\u9a8c\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u901a\u8fc7\u6574\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u4f7f\u5f97 LLM \u80fd\u591f\u751f\u6210\u66f4\u51c6\u786e\u3001\u5b9e\u65f6\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u56de\u7b54\u3002\u8fd9\u5bf9\u4f9d\u8d56 AI \u7684\u7ec4\u7ec7\u800c\u8a00\u6781\u4e3a\u91cd\u8981\uff0c\u4ece\u5ba2\u6237\u670d\u52a1\u5230\u6570\u636e\u5206\u6790\uff0cRAG \u4e0d\u4ec5\u63d0\u5347\u4e86\u6548\u7387\uff0c\u4e5f\u589e\u5f3a\u4e86\u7528\u6237\u5bf9 AI \u7cfb\u7edf\u7684\u4fe1\u4efb\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"RAG \u67b6\u6784\u7684\u7c7b\u578b\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"RAG_\u67b6\u6784\u7684\u7c7b\u578b\" class=\"heading\" dir=\"auto\" data-heading=\"RAG \u67b6\u6784\u7684\u7c7b\u578b\">RAG \u67b6\u6784\u7684\u7c7b\u578b<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u4ee3\u8868\u4e86 AI \u6280\u672f\u7684\u4e00\u6b21\u91cd\u5927\u8fdb\u6b65\uff0c\u5b83\u5c06\u8bed\u8a00\u6a21\u578b\u4e0e\u5916\u90e8\u77e5\u8bc6\u68c0\u7d22\u7cfb\u7edf\u7ed3\u5408\u5728\u4e00\u8d77\u3002\u901a\u8fc7\u4ece\u5e9e\u5927\u7684\u5916\u90e8\u6570\u636e\u6e90\u4e2d\u83b7\u53d6\u8be6\u7ec6\u4e14\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u8fd9\u79cd\u6df7\u5408\u65b9\u6cd5\u63d0\u5347\u4e86 AI \u54cd\u5e94\u751f\u6210\u7684\u80fd\u529b\u3002\u4e86\u89e3\u4e0d\u540c\u7c7b\u578b\u7684 RAG \u67b6\u6784\u6709\u52a9\u4e8e\u6211\u4eec\u6839\u636e\u5177\u4f53\u9700\u6c42\u66f4\u597d\u5730\u53d1\u6325\u5176\u4f18\u52bf\u3002\u4ee5\u4e0b\u662f\u5bf9\u4e09\u79cd\u4e3b\u8981 RAG \u67b6\u6784\u7684\u6df1\u5165\u63a2\u8ba8\uff1a<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**1. Naive RAG**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**1._Naive_RAG**\" class=\"heading\" dir=\"auto\" data-heading=\"**1. Naive RAG**\"><strong>1. Naive RAG<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">Naive RAG \u662f\u6700\u57fa\u7840\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u65b9\u6cd5\u3002\u5b83\u7684\u539f\u7406\u5f88\u7b80\u5355\uff0c\u7cfb\u7edf\u4f1a\u6839\u636e\u7528\u6237\u7684\u67e5\u8be2\u4ece\u77e5\u8bc6\u5e93\u4e2d\u63d0\u53d6\u76f8\u5173\u7684\u4fe1\u606f\u5757\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\u5757\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7b54\u6848\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u7279\u70b9\uff1a<\/strong><\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u68c0\u7d22\u673a\u5236<\/strong>\uff1a\u91c7\u7528\u7b80\u5355\u7684\u68c0\u7d22\u65b9\u6cd5\uff0c\u901a\u5e38\u901a\u8fc7\u5173\u952e\u8bcd\u5339\u914d\u6216\u57fa\u672c\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u4ece\u9884\u5148\u5efa\u7acb\u7684\u7d22\u5f15\u4e2d\u63d0\u53d6\u76f8\u5173\u6587\u6863\u5757\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4e0a\u4e0b\u6587\u878d\u5408<\/strong>\uff1a\u68c0\u7d22\u5230\u7684\u6587\u6863\u4e0e\u7528\u6237\u7684\u67e5\u8be2\u8fdb\u884c\u62fc\u63a5\uff0c\u5e76\u8f93\u5165\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7b54\u6848\u3002\u8fd9\u79cd\u878d\u5408\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u66f4\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u751f\u6210\u66f4\u52a0\u76f8\u5173\u7684\u7b54\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u5904\u7406\u6d41\u7a0b<\/strong>\uff1a\u7cfb\u7edf\u9075\u5faa\u56fa\u5b9a\u6d41\u7a0b\uff1a\u68c0\u7d22\u3001\u62fc\u63a5\u3001\u751f\u6210\u3002\u6a21\u578b\u4e0d\u4f1a\u5bf9\u63d0\u53d6\u7684\u4fe1\u606f\u8fdb\u884c\u4fee\u6539\uff0c\u800c\u662f\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\u751f\u6210\u7b54\u6848\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**2. Advanced RAG**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**2._Advanced_RAG**\" class=\"heading\" dir=\"auto\" data-heading=\"**2. Advanced RAG**\"><strong>2. Advanced RAG<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">Advanced RAG \u57fa\u4e8e Naive RAG \u7684\u57fa\u7840\uff0c\u91c7\u7528\u66f4\u5148\u8fdb\u7684\u6280\u672f\u63d0\u5347\u68c0\u7d22\u7684\u51c6\u786e\u6027\u548c\u4e0a\u4e0b\u6587\u7684\u76f8\u5173\u6027\u3002\u5b83\u901a\u8fc7\u7ed3\u5408\u5148\u8fdb\u7684\u673a\u5236\uff0c\u514b\u670d\u4e86 Naive RAG \u7684\u4e00\u4e9b\u5c40\u9650\u6027\uff0c\u4ece\u800c\u66f4\u597d\u5730\u5904\u7406\u548c\u5229\u7528\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u7279\u70b9\uff1a<\/strong><\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u589e\u5f3a\u68c0\u7d22<\/strong>\uff1a\u5229\u7528\u9ad8\u7ea7\u68c0\u7d22\u7b56\u7565\uff0c\u5982\u67e5\u8be2\u6269\u5c55\uff08\u5728\u521d\u59cb\u67e5\u8be2\u4e2d\u6dfb\u52a0\u76f8\u5173\u672f\u8bed\uff09\u548c\u8fed\u4ee3\u68c0\u7d22\uff08\u591a\u9636\u6bb5\u4f18\u5316\u6587\u6863\uff09\uff0c\u63d0\u5347\u68c0\u7d22\u4fe1\u606f\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4e0a\u4e0b\u6587\u4f18\u5316<\/strong>\uff1a\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u7b49\u6280\u672f\uff0c\u6709\u9009\u62e9\u6027\u5730\u805a\u7126\u4e8e\u6700\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u90e8\u5206\uff0c\u5e2e\u52a9\u8bed\u8a00\u6a21\u578b\u751f\u6210\u66f4\u51c6\u786e\u4e14\u4e0a\u4e0b\u6587\u66f4\u52a0\u7cbe\u51c6\u7684\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u4f18\u5316\u7b56\u7565<\/strong>\uff1a\u91c7\u7528\u4f18\u5316\u7b56\u7565\uff0c\u5982\u76f8\u5173\u6027\u8bc4\u5206\u548c\u4e0a\u4e0b\u6587\u589e\u5f3a\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u83b7\u53d6\u6700\u76f8\u5173\u4e14\u4f18\u8d28\u7684\u4fe1\u606f\u751f\u6210\u56de\u7b54\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**3. Modular RAG**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**3._Modular_RAG**\" class=\"heading\" dir=\"auto\" data-heading=\"**3. Modular RAG**\"><strong>3. Modular RAG<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">Modular RAG \u662f\u6700\u7075\u6d3b\u3001\u6700\u5177\u5b9a\u5236\u5316\u7684 RAG \u67b6\u6784\u3002\u5b83\u5c06\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u5206\u89e3\u6210\u72ec\u7acb\u7684\u6a21\u5757\uff0c\u5141\u8bb8\u6839\u636e\u5177\u4f53\u5e94\u7528\u7684\u9700\u6c42\u8fdb\u884c\u4f18\u5316\u548c\u66f4\u6362\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u7279\u70b9\uff1a<\/strong><\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6a21\u5757\u5316\u8bbe\u8ba1<\/strong>\uff1a\u5c06 RAG \u7684\u6d41\u7a0b\u5206\u89e3\u4e3a\u4e0d\u540c\u6a21\u5757\uff0c\u5982\u67e5\u8be2\u6269\u5c55\u3001\u68c0\u7d22\u3001\u91cd\u6392\u5e8f\u548c\u751f\u6210\u3002\u6bcf\u4e2a\u6a21\u5757\u53ef\u4ee5\u72ec\u7acb\u4f18\u5316\uff0c\u6309\u9700\u66ff\u6362\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u7075\u6d3b\u5b9a\u5236<\/strong>\uff1a\u5141\u8bb8\u9ad8\u5ea6\u5b9a\u5236\u5316\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u5c1d\u8bd5\u4e0d\u540c\u914d\u7f6e\u548c\u6280\u672f\uff0c\u4ee5\u627e\u5230\u6700\u4f73\u65b9\u6848\u3002\u8be5\u65b9\u6cd5\u4e3a\u5404\u79cd\u5e94\u7528\u573a\u666f\u63d0\u4f9b\u4e86\u5b9a\u5236\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u96c6\u6210\u4e0e\u9002\u5e94<\/strong>\uff1a\u8be5\u67b6\u6784\u80fd\u591f\u6574\u5408\u989d\u5916\u529f\u80fd\uff0c\u5982\u8bb0\u5fc6\u6a21\u5757\uff08\u7528\u4e8e\u8bb0\u5f55\u8fc7\u53bb\u7684\u4e92\u52a8\uff09\u6216\u641c\u7d22\u6a21\u5757\uff08\u4ece\u641c\u7d22\u5f15\u64ce\u6216\u77e5\u8bc6\u56fe\u8c31\u4e2d\u63d0\u53d6\u6570\u636e\uff09\u3002\u8fd9\u79cd\u9002\u5e94\u6027\u4f7f\u5f97 RAG \u7cfb\u7edf\u80fd\u591f\u7075\u6d3b\u8c03\u6574\uff0c\u6ee1\u8db3\u7279\u5b9a\u7684\u9700\u6c42\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7406\u89e3\u8fd9\u4e9b\u7c7b\u578b\u548c\u7279\u70b9\uff0c\u5bf9\u4e8e\u9009\u62e9\u548c\u5b9e\u65bd\u6700\u5408\u9002\u7684 RAG \u67b6\u6784\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7 RAG\uff1a\u7a81\u7834\u9650\u5236\uff0c\u63d0\u5347\u80fd\u529b\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7_RAG\uff1a\u7a81\u7834\u9650\u5236\uff0c\u63d0\u5347\u80fd\u529b\" class=\"heading\" dir=\"auto\" data-heading=\"\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7 RAG\uff1a\u7a81\u7834\u9650\u5236\uff0c\u63d0\u5347\u80fd\u529b\">\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7 RAG\uff1a\u7a81\u7834\u9650\u5236\uff0c\u63d0\u5347\u80fd\u529b<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-augmented generation\uff0cRAG\uff09\u5728\u00a0<a class=\"external-link\" href=\"https:\/\/www.leewayhertz.com\/natural-language-processing\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.leewayhertz.com\/natural-language-processing\/\">\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/a>\u00a0\u4e2d\u5df2\u6210\u4e3a\u4e00\u79cd\u975e\u5e38\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u5b83\u7ed3\u5408\u4e86\u4fe1\u606f\u68c0\u7d22\u548c\u6587\u672c\u751f\u6210\uff0c\u80fd\u591f\u751f\u6210\u66f4\u51c6\u786e\u4e14\u66f4\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u8f93\u51fa\u3002\u4f46\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u521d\u671f\u7684\u201c\u57fa\u7840\u201dRAG \u7cfb\u7edf\u4e5f\u66b4\u9732\u51fa\u4e86\u4e00\u4e9b\u7f3a\u9677\uff0c\u8fd9\u4e5f\u63a8\u52a8\u4e86\u66f4\u9ad8\u7ea7\u7248\u672c\u7684\u51fa\u73b0\u3002\u57fa\u7840 RAG \u5411\u9ad8\u7ea7 RAG \u7684\u8fdb\u5316\uff0c\u610f\u5473\u7740\u6211\u4eec\u6b63\u9010\u6b65\u514b\u670d\u8fd9\u4e9b\u7f3a\u9677\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86 RAG \u7cfb\u7edf\u7684\u6574\u4f53\u80fd\u529b\u3002<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u57fa\u7840 RAG \u7684\u5c40\u9650\u6027**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u57fa\u7840_RAG_\u7684\u5c40\u9650\u6027**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u57fa\u7840 RAG \u7684\u5c40\u9650\u6027**\"><strong>\u57fa\u7840 RAG \u7684\u5c40\u9650\u6027<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\">\n<p dir=\"auto\"><span class=\"internal-embed media-embed image-embed is-loaded\"><img decoding=\"async\" src=\"data:image\/svg+xml;base64,<?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="721" height="484" viewBox="0 0 721 484"><defs><clipPath id="clip-path"><rect id="Rectangle_13" data-name="Rectangle 13" width="721" height="484" fill="#fff" stroke="#707070" stroke-width="1"></rect></clipPath></defs><g id="Mask_Group_1" data-name="Mask Group 1" clip-path="url(#clip-path)"><g id="Group_18" data-name="Group 18" transform="translate(3 3)"><g id="Group_17" data-name="Group 17" transform="translate(-12 -4)"><g id="Group_9" data-name="Group 9" transform="translate(2 -36)"><text id="Naive_RAG" data-name="Naive RAG" transform="translate(320 71)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="0" y="0">Naive RAG</tspan></text><g id="Group_7" data-name="Group 7"><g 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-3.437218310864409e-06 L 111.9996032714844 -3.437218310864409e-06 L 111.9996032714844 70.00019836425781 C 111.9996032714844 76.62779998779297 86.92829132080078 81.99990081787109 55.99980163574219 81.99990081787109 Z" stroke="none" fill="#1c54f8"></path></g><g id="Ellipse_1" data-name="Ellipse 1" transform="translate(307 92)" fill="#fff" stroke="#1c54f8" stroke-width="1"><ellipse cx="56" cy="12" rx="56" ry="12" stroke="none"></ellipse><ellipse cx="56" cy="12" rx="55.5" ry="11.5" fill="none"></ellipse></g></g><text id="Database" transform="translate(330 150)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="0" y="0">Database</tspan></text></g></g><g id="Group_3" data-name="Group 3" transform="translate(0 2)"><circle id="Ellipse_4" data-name="Ellipse 4" cx="37.5" cy="37.5" r="37.5" transform="translate(493 234)" fill="#e6f0ff"></circle><text id="Context" transform="translate(502 278)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="0" y="0">Context</tspan></text></g><g id="Group_2" data-name="Group 2" transform="translate(0 -3)"><circle id="Ellipse_3" data-name="Ellipse 3" cx="33" cy="33" r="33" transform="translate(29 244)" fill="#e6f0ff"></circle><text id="Query" transform="translate(39 283)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="0" y="0">Query</tspan></text></g><g id="Group_5" data-name="Group 5" transform="translate(-3 8)"><g id="Rectangle_6" data-name="Rectangle 6" transform="translate(480 344)" fill="#fff" stroke="#051b2c" stroke-width="1"><rect width="108" height="58" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="107" height="57" rx="7.5" fill="none"></rect></g><text id="LLM" transform="translate(519 379)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="0" y="0">LLM</tspan></text></g><g id="Group_4" data-name="Group 4" transform="translate(-30 15)"><circle id="Ellipse_5" data-name="Ellipse 5" cx="43.5" cy="43.5" r="43.5" transform="translate(653 323)" fill="#e6f0ff"></circle><text id="Answer" transform="translate(669 373)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="0" y="0">Answer</tspan></text></g><g id="Group_16" data-name="Group 16"><g id="Rectangle_12" data-name="Rectangle 12" transform="translate(301 189)" fill="#fff" stroke="#051b2c" stroke-width="1"><rect width="131" height="134" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="130" height="133" rx="7.5" fill="none"></rect></g><text id="Vector_Store_Index" data-name="Vector Store Index" transform="translate(367 219)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-53" y="0">Vector Store</tspan><tspan x="-24" y="18">Index</tspan></text><g id="Group_13" data-name="Group 13" transform="translate(-1 -18)"><rect id="Rectangle_7" data-name="Rectangle 7" width="81" height="9" transform="translate(327 265)" fill="#e6f0ff"></rect><rect id="Rectangle_8" 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stroke-width="1"></path></g><path id="Polygon_2-5" data-name="Polygon 2" d="M4.5,0,9,8H0Z" transform="translate(477 381.5) rotate(90)" fill="#051b2c"></path><g id="Group_15" data-name="Group 15" transform="translate(794.398 14) rotate(90)"><path id="Polygon_2-6" data-name="Polygon 2" d="M4.5,0,9,8H0Z" transform="translate(363 171)" fill="#051b2c"></path><path id="Path_2-5" data-name="Path 2" d="M367.5,176.75V209.4" fill="none" stroke="#051b2c" stroke-width="1"></path></g><path id="Path_3" data-name="Path 3" d="M62,307v79l407.714.042" fill="none" stroke="#051b2c" stroke-width="1"></path><g id="Group_6" data-name="Group 6" transform="translate(0 -7)"><g id="Rectangle_5" data-name="Rectangle 5" transform="translate(149 252)" fill="#fff" stroke="#051b2c" stroke-width="1"><rect width="108" height="58" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="107" height="57" rx="7.5" fill="none"></rect></g><text id="Embedding_Model" data-name="Embedding Model" transform="translate(203 277)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="-42" y="0">Embedding</tspan><tspan x="-23" y="20">Model</tspan></text></g></g><text id="LeewayHertz" transform="translate(582 463)" fill="#051c2c" font-size="20" font-family="Georgia"><tspan x="0" y="0">LeewayHertz</tspan></text></g></g></svg> \" alt=\"fujian\/35b6ffac102a6c83045b1affd1fa4715_MD5.svg\" \/><\/span><\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u57fa\u7840\u7684 RAG \u6846\u67b6\u662f\u5c06\u68c0\u7d22\u548c\u751f\u6210\u7ed3\u5408\u8d77\u6765\u8fdb\u884c NLP \u7684\u521d\u6b65\u5c1d\u8bd5\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u5f88\u6709\u521b\u65b0\u6027\uff0c\u4f46\u4ecd\u7136\u9762\u4e34\u4e00\u4e9b\u5c40\u9650\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7b80\u5355\u7684\u68c0\u7d22\u65b9\u6cd5<\/strong>\uff1a\u57fa\u7840 RAG \u7cfb\u7edf\u5927\u591a\u4f9d\u8d56\u4e8e\u7b80\u5355\u7684\u5173\u952e\u8bcd\u5339\u914d\uff0c\u8fd9\u79cd\u65b9\u6cd5\u96be\u4ee5\u7406\u89e3\u67e5\u8be2\u4e2d\u7684\u7ec6\u5fae\u5dee\u522b\u548c\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u68c0\u7d22\u51fa\u4e0d\u591f\u76f8\u5173\u6216\u90e8\u5206\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u96be\u4ee5\u7406\u89e3\u4e0a\u4e0b\u6587<\/strong>\uff1a\u8fd9\u4e9b\u7cfb\u7edf\u96be\u4ee5\u6b63\u786e\u7406\u89e3\u7528\u6237\u67e5\u8be2\u7684\u80cc\u666f\u3002\u4f8b\u5982\uff0c\u57fa\u7840 RAG \u7cfb\u7edf\u53ef\u80fd\u4f1a\u68c0\u7d22\u51fa\u5305\u542b\u67e5\u8be2\u5173\u952e\u8bcd\u7684\u6587\u6863\uff0c\u4f46\u672a\u80fd\u6293\u4f4f\u7528\u6237\u7684\u771f\u6b63\u610f\u56fe\u6216\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u65e0\u6cd5\u51c6\u786e\u6ee1\u8db3\u7528\u6237\u9700\u6c42\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u5904\u7406\u590d\u6742\u67e5\u8be2\u7684\u80fd\u529b\u6709\u9650<\/strong>\uff1a\u9762\u5bf9\u590d\u6742\u6216\u591a\u6b65\u9aa4\u7684\u67e5\u8be2\u65f6\uff0c\u57fa\u7840 RAG \u7cfb\u7edf\u8868\u73b0\u4e0d\u4f73\u3002\u5b83\u4eec\u5728\u7406\u89e3\u4e0a\u4e0b\u6587\u548c\u7cbe\u51c6\u68c0\u7d22\u65b9\u9762\u7684\u5c40\u9650\u4f7f\u5176\u96be\u4ee5\u6709\u6548\u5904\u7406\u590d\u6742\u95ee\u9898\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u9759\u6001\u7684\u77e5\u8bc6\u5e93<\/strong>\uff1a\u57fa\u7840 RAG \u7cfb\u7edf\u4f9d\u8d56\u4e8e\u9759\u6001\u7684\u77e5\u8bc6\u5e93\uff0c\u7f3a\u4e4f\u52a8\u6001\u66f4\u65b0\u7684\u673a\u5236\uff0c\u4fe1\u606f\u53ef\u80fd\u4f1a\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u800c\u8fc7\u65f6\uff0c\u5f71\u54cd\u54cd\u5e94\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u7f3a\u4e4f\u8fed\u4ee3\u4f18\u5316<\/strong>\uff1a\u57fa\u7840 RAG \u7f3a\u4e4f\u57fa\u4e8e\u53cd\u9988\u8fdb\u884c\u4f18\u5316\u7684\u673a\u5236\uff0c\u65e0\u6cd5\u901a\u8fc7\u8fed\u4ee3\u5b66\u4e60\u6539\u8fdb\u6027\u80fd\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u8868\u73b0\u4f1a\u505c\u6ede\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5411\u9ad8\u7ea7 RAG \u7684\u8fc7\u6e21**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5411\u9ad8\u7ea7_RAG_\u7684\u8fc7\u6e21**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5411\u9ad8\u7ea7 RAG \u7684\u8fc7\u6e21**\"><strong>\u5411\u9ad8\u7ea7 RAG \u7684\u8fc7\u6e21<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\">\n<p dir=\"auto\"><span class=\"internal-embed media-embed image-embed is-loaded\"><img decoding=\"async\" src=\"data:image\/svg+xml;base64,<?xml 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data-line=\"4\"><strong>\u7528\u6237\u914d\u7f6e\u7ba1\u7406\uff1a<\/strong>\u00a0\u5728\u4f01\u4e1a\u73af\u5883\u4e2d\uff0c\u4e2a\u6027\u5316\u975e\u5e38\u91cd\u8981\uff0c\u901a\u8fc7\u7ba1\u7406\u7528\u6237\u914d\u7f6e\uff0c\u53ef\u4ee5\u6839\u636e\u4e2a\u4eba\u9700\u6c42\u5b9a\u5236\u54cd\u5e94\uff0c\u4f18\u5316\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol start=\"2\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u7528\u6237\u8f93\u5165\u5904\u7406<\/strong><\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7528\u6237\u8f93\u5165\u5904\u7406\u6a21\u5757\u5728\u786e\u4fdd\u7cfb\u7edf\u80fd\u6709\u6548\u5904\u7406\u67e5\u8be2\u4e2d\u8d77\u5230\u4e86\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7528\u6237\u8ba4\u8bc1\uff1a<\/strong>\u00a0\u4f01\u4e1a\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u975e\u5e38\u91cd\u8981\uff0c\u8ba4\u8bc1\u673a\u5236\u4fdd\u8bc1\u53ea\u6709\u6388\u6743\u7528\u6237\u624d\u80fd\u4f7f\u7528 RAG \u7cfb\u7edf\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u67e5\u8be2\u4f18\u5316\u5668\uff1a<\/strong>\u00a0\u7528\u6237\u7684\u67e5\u8be2\u7ed3\u6784\u53ef\u80fd\u5e76\u4e0d\u9002\u5408\u68c0\u7d22\uff0c\u4f18\u5316\u5668\u5bf9\u67e5\u8be2\u8fdb\u884c\u4f18\u5316\uff0c\u63d0\u9ad8\u68c0\u7d22\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u8f93\u5165\u9632\u62a4\u673a\u5236\uff1a<\/strong>\u00a0\u9632\u62a4\u673a\u5236\u53ef\u4fdd\u62a4\u7cfb\u7edf\u514d\u53d7\u65e0\u5173\u6216\u6076\u610f\u8f93\u5165\u7684\u5e72\u6270\uff0c\u786e\u4fdd\u68c0\u7d22\u8fc7\u7a0b\u7684\u53ef\u9760\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u804a\u5929\u5386\u53f2\u5229\u7528\uff1a<\/strong>\u00a0\u901a\u8fc7\u53c2\u8003\u5148\u524d\u7684\u5bf9\u8bdd\uff0c\u7cfb\u7edf\u80fd\u66f4\u597d\u5730\u7406\u89e3\u548c\u54cd\u5e94\u5f53\u524d\u67e5\u8be2\uff0c\u751f\u6210\u66f4\u52a0\u7cbe\u51c6\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol start=\"3\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf<\/strong><\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u662f RAG \u67b6\u6784\u7684\u6838\u5fc3\uff0c\u5b83\u8d1f\u8d23\u4ece\u9884\u5148\u5904\u7406\u597d\u7684\u6570\u636e\u7d22\u5f15\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6570\u636e\u7d22\u5f15\uff1a<\/strong>\u00a0\u9ad8\u6548\u7684\u7d22\u5f15\u6280\u672f\u80fd\u786e\u4fdd\u5feb\u901f\u4e14\u7cbe\u51c6\u7684\u4fe1\u606f\u68c0\u7d22\uff0c\u5148\u8fdb\u7684\u7d22\u5f15\u65b9\u5f0f\u53ef\u652f\u6301\u5904\u7406\u5927\u91cf\u4f01\u4e1a\u6570\u636e\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8d85\u53c2\u6570\u8c03\u4f18\uff1a<\/strong>\u00a0\u5bf9\u68c0\u7d22\u6a21\u578b\u7684\u53c2\u6570\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u4f18\u5316\u5176\u6027\u80fd\uff0c\u786e\u4fdd\u68c0\u7d22\u5230\u6700\u76f8\u5173\u7684\u7ed3\u679c\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u7ed3\u679c\u91cd\u6392\u5e8f\uff1a<\/strong>\u00a0\u5728\u68c0\u7d22\u4e4b\u540e\uff0c\u7cfb\u7edf\u4f1a\u91cd\u65b0\u6392\u5e8f\u7ed3\u679c\uff0c\u786e\u4fdd\u6700\u76f8\u5173\u7684\u4fe1\u606f\u4f18\u5148\u5c55\u793a\uff0c\u63d0\u5347\u54cd\u5e94\u8d28\u91cf\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u5d4c\u5165\u4f18\u5316\uff1a<\/strong>\u00a0\u901a\u8fc7\u8c03\u6574\u5d4c\u5165\u5411\u91cf\uff0c\u7cfb\u7edf\u80fd\u591f\u66f4\u597d\u5730\u5c06\u67e5\u8be2\u4e0e\u76f8\u5173\u6570\u636e\u5339\u914d\uff0c\u4ece\u800c\u63d0\u9ad8\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u5047\u8bbe\u95ee\u9898\u4e0e HyDE \u6280\u672f\uff1a<\/strong>\u00a0\u4f7f\u7528 HyDE\uff08\u5047\u8bbe\u6587\u6863\u5d4c\u5165\uff09\u6280\u672f\u751f\u6210\u5047\u8bbe\u95ee\u9898\u548c\u7b54\u6848\u5bf9\uff0c\u80fd\u591f\u66f4\u597d\u5730\u5e94\u5bf9\u67e5\u8be2\u548c\u6587\u6863\u4e0d\u5bf9\u79f0\u65f6\u7684\u4fe1\u606f\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol start=\"4\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u4fe1\u606f\u751f\u6210\u4e0e\u5904\u7406<\/strong><\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5f53\u76f8\u5173\u4fe1\u606f\u88ab\u68c0\u7d22\u5230\u4e4b\u540e\uff0c\u7cfb\u7edf\u9700\u8981\u751f\u6210\u8fde\u8d2f\u4e14\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u56de\u5e94\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u54cd\u5e94\u751f\u6210\uff1a<\/strong>\u00a0\u5229\u7528\u5148\u8fdb\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\uff0c\u8be5\u6a21\u5757\u5c06\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u5408\u6210\u4e3a\u5168\u9762\u4e14\u51c6\u786e\u7684\u56de\u5e94\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8f93\u51fa\u9632\u62a4\u548c\u5ba1\u6838\uff1a<\/strong>\u00a0\u4e3a\u4e86\u4fdd\u8bc1\u751f\u6210\u7684\u56de\u5e94\u7b26\u5408\u89c4\u8303\uff0c\u7cfb\u7edf\u4f1a\u4f7f\u7528\u5404\u79cd\u89c4\u5219\u8fdb\u884c\u5ba1\u6838\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6570\u636e\u7f13\u5b58\uff1a<\/strong>\u00a0\u7ecf\u5e38\u8bbf\u95ee\u7684\u6570\u636e\u6216\u56de\u7b54\u4f1a\u88ab\u7f13\u5b58\uff0c\u4ece\u800c\u51cf\u5c11\u68c0\u7d22\u65f6\u95f4\uff0c\u63d0\u5347\u7cfb\u7edf\u6548\u7387\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u4e2a\u6027\u5316\u751f\u6210\uff1a<\/strong>\u00a0\u7cfb\u7edf\u4f1a\u6839\u636e\u7528\u6237\u7684\u9700\u6c42\u548c\u914d\u7f6e\uff0c\u5b9a\u5236\u751f\u6210\u7684\u5185\u5bb9\uff0c\u786e\u4fdd\u56de\u5e94\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol start=\"5\">\n<li dir=\"auto\" data-line=\"0\"><strong>\u53cd\u9988\u4e0e\u7cfb\u7edf\u4f18\u5316<\/strong><\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9ad8\u7ea7 RAG \u7cfb\u7edf\u5e94\u5177\u5907\u81ea\u6211\u5b66\u4e60\u548c\u6539\u8fdb\u80fd\u529b\uff0c\u53cd\u9988\u673a\u5236\u5bf9\u4e8e\u6301\u7eed\u4f18\u5316\u81f3\u5173\u91cd\u8981\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7528\u6237\u53cd\u9988\uff1a<\/strong>\u00a0\u901a\u8fc7\u6536\u96c6\u548c\u5206\u6790\u7528\u6237\u53cd\u9988\uff0c\u7cfb\u7edf\u53ef\u4ee5\u627e\u51fa\u9700\u8981\u6539\u8fdb\u7684\u5730\u65b9\uff0c\u5e76\u4e0d\u65ad\u6f14\u8fdb\u4ee5\u66f4\u597d\u5730\u6ee1\u8db3\u7528\u6237\u9700\u6c42\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u6570\u636e\u4f18\u5316\uff1a<\/strong>\u00a0\u57fa\u4e8e\u7528\u6237\u53cd\u9988\u548c\u65b0\u53d1\u73b0\uff0c\u7cfb\u7edf\u4e2d\u7684\u6570\u636e\u4f1a\u4e0d\u65ad\u4f18\u5316\uff0c\u786e\u4fdd\u4fe1\u606f\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u751f\u6210\u8d28\u91cf\u8bc4\u4f30\uff1a<\/strong>\u00a0\u7cfb\u7edf\u4f1a\u5b9a\u671f\u8bc4\u4f30\u751f\u6210\u5185\u5bb9\u7684\u8d28\u91cf\uff0c\u4ee5\u4fbf\u6301\u7eed\u4f18\u5316\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u7cfb\u7edf\u76d1\u63a7\uff1a<\/strong>\u00a0\u6301\u7eed\u76d1\u63a7\u7cfb\u7edf\u6027\u80fd\uff0c\u786e\u4fdd\u5176\u9ad8\u6548\u8fd0\u884c\uff0c\u5e76\u80fd\u5e94\u5bf9\u9700\u6c42\u53d8\u5316\u6216\u6570\u636e\u6a21\u5f0f\u7684\u53d8\u5316\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u4e0e\u4f01\u4e1a\u7cfb\u7edf\u7684\u96c6\u6210**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u4e0e\u4f01\u4e1a\u7cfb\u7edf\u7684\u96c6\u6210**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u4e0e\u4f01\u4e1a\u7cfb\u7edf\u7684\u96c6\u6210**\"><strong>\u4e0e\u4f01\u4e1a\u7cfb\u7edf\u7684\u96c6\u6210<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8981\u8ba9\u9ad8\u7ea7 RAG \u7cfb\u7edf\u5728\u4f01\u4e1a\u73af\u5883\u4e2d\u53d1\u6325\u6700\u4f73\u6548\u679c\uff0c\u4e0e\u73b0\u6709\u7cfb\u7edf\u7684\u65e0\u7f1d\u96c6\u6210\u975e\u5e38\u91cd\u8981\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>CRM \u548c ERP \u7cfb\u7edf\u96c6\u6210\uff1a<\/strong>\u00a0\u5c06\u9ad8\u7ea7 RAG \u7cfb\u7edf\u4e0e\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406 (CRM) \u548c\u4f01\u4e1a\u8d44\u6e90\u89c4\u5212 (ERP) \u7cfb\u7edf\u5bf9\u63a5\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u8bbf\u95ee\u548c\u5229\u7528\u5173\u952e\u4e1a\u52a1\u6570\u636e\uff0c\u4ece\u800c\u63d0\u5347\u751f\u6210\u51c6\u786e\u4e14\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u56de\u7b54\u7684\u80fd\u529b\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>API \u548c\u5fae\u670d\u52a1\u67b6\u6784\uff1a<\/strong>\u00a0\u4f7f\u7528\u7075\u6d3b\u7684 API \u548c\u5fae\u670d\u52a1\u67b6\u6784\u53ef\u4ee5\u4f7f RAG \u7cfb\u7edf\u8f7b\u677e\u96c6\u6210\u5230\u73b0\u6709\u7684\u4f01\u4e1a\u8f6f\u4ef6\u4e2d\uff0c\u5b9e\u73b0\u6a21\u5757\u5316\u5347\u7ea7\u548c\u6269\u5c55\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027**\"><strong>\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7531\u4e8e\u4f01\u4e1a\u6570\u636e\u7684\u654f\u611f\u6027\uff0c\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6570\u636e\u5b89\u5168\u534f\u8bae\uff1a<\/strong>\u00a0\u91c7\u7528\u5f3a\u5927\u7684\u6570\u636e\u52a0\u5bc6\u548c\u5b89\u5168\u7684\u6570\u636e\u5904\u7406\u63aa\u65bd\uff0c\u4ee5\u4fdd\u62a4\u654f\u611f\u4fe1\u606f\uff0c\u5e76\u786e\u4fdd\u7b26\u5408\u5982 GDPR \u7b49\u6570\u636e\u4fdd\u62a4\u6cd5\u89c4\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8bbf\u95ee\u63a7\u5236\u548c\u8ba4\u8bc1\uff1a<\/strong>\u00a0\u5b9e\u65bd\u5b89\u5168\u7684\u7528\u6237\u8ba4\u8bc1\u548c\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\u673a\u5236\uff0c\u4ee5\u786e\u4fdd\u53ea\u6709\u6388\u6743\u4eba\u5458\u53ef\u4ee5\u8bbf\u95ee\u6216\u4fee\u6539\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u53ef\u6269\u5c55\u6027\u548c\u6027\u80fd\u4f18\u5316**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u53ef\u6269\u5c55\u6027\u548c\u6027\u80fd\u4f18\u5316**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u53ef\u6269\u5c55\u6027\u548c\u6027\u80fd\u4f18\u5316**\"><strong>\u53ef\u6269\u5c55\u6027\u548c\u6027\u80fd\u4f18\u5316<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4f01\u4e1a\u7ea7 RAG \u7cfb\u7edf\u9700\u8981\u5177\u5907\u826f\u597d\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5e76\u80fd\u5728\u9ad8\u8d1f\u8f7d\u60c5\u51b5\u4e0b\u4fdd\u6301\u826f\u597d\u7684\u6027\u80fd\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u4e91\u539f\u751f\u67b6\u6784\uff1a<\/strong>\u00a0\u91c7\u7528\u4e91\u539f\u751f\u67b6\u6784\u63d0\u4f9b\u6309\u9700\u6269\u5c55\u8d44\u6e90\u7684\u7075\u6d3b\u6027\uff0c\u4fdd\u8bc1\u7cfb\u7edf\u7684\u9ad8\u53ef\u7528\u6027\u548c\u6027\u80fd\u4f18\u5316\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8d1f\u8f7d\u5747\u8861\u548c\u8d44\u6e90\u7ba1\u7406\uff1a<\/strong>\u00a0\u9ad8\u6548\u7684\u8d1f\u8f7d\u5747\u8861\u548c\u8d44\u6e90\u7ba1\u7406\u7b56\u7565\u5e2e\u52a9\u7cfb\u7edf\u5904\u7406\u5927\u91cf\u7528\u6237\u8bf7\u6c42\u548c\u6570\u636e\uff0c\u540c\u65f6\u4fdd\u6301\u6700\u4f73\u6027\u80fd\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5206\u6790\u548c\u62a5\u544a**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5206\u6790\u548c\u62a5\u544a**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5206\u6790\u548c\u62a5\u544a**\"><strong>\u5206\u6790\u548c\u62a5\u544a<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9ad8\u7ea7 RAG \u7cfb\u7edf\u8fd8\u5e94\u5177\u5907\u5f3a\u5927\u7684\u5206\u6790\u548c\u62a5\u544a\u529f\u80fd\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6027\u80fd\u76d1\u63a7\uff1a<\/strong>\u00a0\u901a\u8fc7\u96c6\u6210\u9ad8\u7ea7\u5206\u6790\u5de5\u5177\uff0c\u5b9e\u65f6\u76d1\u63a7\u7cfb\u7edf\u7684\u6027\u80fd\u3001\u7528\u6237\u4e92\u52a8\u60c5\u51b5\u4ee5\u53ca\u7cfb\u7edf\u5065\u5eb7\u72b6\u6001\uff0c\u8fd9\u5bf9\u4e8e\u7ef4\u6301\u7cfb\u7edf\u6548\u7387\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u5546\u4e1a\u667a\u80fd\u96c6\u6210\uff1a<\/strong>\u00a0\u4e0e\u5546\u4e1a\u667a\u80fd\u5de5\u5177\u7684\u96c6\u6210\u53ef\u4ee5\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u89c1\u89e3\uff0c\u5e2e\u52a9\u51b3\u7b56\u5236\u5b9a\u5e76\u63a8\u52a8\u5546\u4e1a\u6218\u7565\u7684\u53d1\u5c55\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4f01\u4e1a\u7ea7\u7684\u9ad8\u7ea7 RAG \u7cfb\u7edf\u4ee3\u8868\u4e86\u5c16\u7aef\u7684 AI \u6280\u672f\u3001\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u673a\u5236\u3001\u5b89\u5168\u4e14\u53ef\u6269\u5c55\u7684\u57fa\u7840\u8bbe\u65bd\u4ee5\u53ca\u65e0\u7f1d\u7684\u96c6\u6210\u80fd\u529b\u7684\u7efc\u5408\u4f53\u3002\u901a\u8fc7\u878d\u5408\u8fd9\u4e9b\u5143\u7d20\uff0c\u4f01\u4e1a\u80fd\u591f\u6784\u5efa\u51fa\u65e2\u80fd\u9ad8\u6548\u68c0\u7d22\u548c\u751f\u6210\u4fe1\u606f\uff0c\u53c8\u80fd\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u4f53\u7cfb\u6838\u5fc3\u90e8\u5206\u7684 RAG \u7cfb\u7edf\u3002\u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u4ec5\u5e26\u6765\u4e86\u663e\u8457\u7684\u4e1a\u52a1\u4ef7\u503c\uff0c\u8fd8\u6539\u5584\u4e86\u51b3\u7b56\u8fc7\u7a0b\uff0c\u5e76\u63d0\u5347\u4e86\u6574\u4f53\u8fd0\u8425\u6548\u7387\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u9ad8\u7ea7 RAG \u6280\u672f\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u9ad8\u7ea7_RAG_\u6280\u672f\" class=\"heading\" dir=\"auto\" data-heading=\"\u9ad8\u7ea7 RAG \u6280\u672f\">\u9ad8\u7ea7 RAG \u6280\u672f<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9ad8\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u6db5\u76d6\u4e86\u4e00\u7cfb\u5217\u6280\u672f\u624b\u6bb5\uff0c\u65e8\u5728\u63d0\u5347\u5404\u4e2a\u5904\u7406\u9636\u6bb5\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002\u8fd9\u4e9b\u9ad8\u7ea7 RAG \u7cfb\u7edf\u901a\u8fc7\u5728\u4ece\u7d22\u5f15\u548c\u67e5\u8be2\u8f6c\u6362\u5230\u68c0\u7d22\u548c\u751f\u6210\u7684\u4e0d\u540c\u9636\u6bb5\u5e94\u7528\u5148\u8fdb\u6280\u672f\uff0c\u80fd\u591f\u66f4\u597d\u5730\u7ba1\u7406\u6570\u636e\u5e76\u63d0\u4f9b\u66f4\u7cbe\u51c6\u3001\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u56de\u5e94\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u7528\u4e8e\u4f18\u5316 RAG \u8fc7\u7a0b\u6bcf\u4e2a\u9636\u6bb5\u7684\u9ad8\u7ea7\u6280\u672f\uff1a<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**1. \u7d22\u5f15**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**1._\u7d22\u5f15**\" class=\"heading\" dir=\"auto\" data-heading=\"**1. \u7d22\u5f15**\"><strong>1. \u7d22\u5f15<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u7d22\u5f15\u662f\u4e00\u4e2a\u5173\u952e\u8fc7\u7a0b\uff0c\u5b83\u63d0\u9ad8\u4e86\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u7cfb\u7edf\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002\u7d22\u5f15\u4e0d\u4ec5\u4ec5\u662f\u5b58\u50a8\u6570\u636e\uff0c\u8fd8\u5305\u62ec\u7cfb\u7edf\u5316\u5730\u7ec4\u7ec7\u548c\u4f18\u5316\u6570\u636e\uff0c\u4ee5\u786e\u4fdd\u4fe1\u606f\u6613\u4e8e\u8bbf\u95ee\u548c\u7406\u89e3\uff0c\u540c\u65f6\u4fdd\u6301\u91cd\u8981\u7684\u4e0a\u4e0b\u6587\u3002\u6709\u6548\u7684\u7d22\u5f15\u6709\u52a9\u4e8e\u7cbe\u786e\u548c\u9ad8\u6548\u5730\u68c0\u7d22\u6570\u636e\uff0c\u4f7f LLMs \u80fd\u591f\u63d0\u4f9b\u76f8\u5173\u548c\u51c6\u786e\u7684\u56de\u5e94\u3002\u7d22\u5f15\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u7684\u4e00\u4e9b\u6280\u672f\u5305\u62ec\uff1a<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 1: \u901a\u8fc7\u5757\u4f18\u5316\u6765\u4f18\u5316\u6587\u672c\u5757<\/strong><br \/>\n\u5757\u4f18\u5316\u7684\u76ee\u7684\u662f\u8c03\u6574\u6587\u672c\u5757\u7684\u5927\u5c0f\u548c\u7ed3\u6784\uff0c\u4ee5\u4fbf\u5728\u4fdd\u6301\u4e0a\u4e0b\u6587\u7684\u540c\u65f6\uff0c\u907f\u514d\u6587\u672c\u5757\u8fc7\u5927\u6216\u8fc7\u5c0f\uff0c\u4ece\u800c\u63d0\u9ad8\u68c0\u7d22\u6548\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 2: \u4f7f\u7528\u9ad8\u7ea7\u5d4c\u5165\u6a21\u578b\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf<\/strong><\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u521b\u5efa\u6587\u672c\u5757\u540e\uff0c\u63a5\u4e0b\u6765\u7684\u6b65\u9aa4\u662f\u5c06\u8fd9\u4e9b\u5757\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5c06\u6587\u672c\u8f6c\u5316\u4e3a\u80fd\u591f\u6355\u6349\u5176\u8bed\u4e49\u542b\u4e49\u7684\u6570\u503c\u5411\u91cf\u3002\u50cf BGE-large \u6216 E5 \u5d4c\u5165\u7cfb\u5217\u8fd9\u6837\u7684\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u8868\u73b0\u6587\u672c\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u8fd9\u4e9b\u5411\u91cf\u8868\u793a\u5728\u540e\u7eed\u7684\u68c0\u7d22\u548c\u8bed\u4e49\u5339\u914d\u4e2d\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 3: \u901a\u8fc7\u5d4c\u5165\u5fae\u8c03\u6765\u589e\u5f3a\u8bed\u4e49\u5339\u914d<\/strong><br \/>\n\u5d4c\u5165\u5fae\u8c03\u7684\u76ee\u7684\u662f\u6539\u8fdb\u5d4c\u5165\u6a21\u578b\u5bf9\u7d22\u5f15\u6570\u636e\u7684\u8bed\u4e49\u7406\u89e3\uff0c\u4ece\u800c\u63d0\u9ad8\u68c0\u7d22\u4fe1\u606f\u4e0e\u7528\u6237\u67e5\u8be2\u4e4b\u95f4\u7684\u5339\u914d\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 4: \u901a\u8fc7\u591a\u8868\u793a\u6765\u63d0\u9ad8\u68c0\u7d22\u6548\u7387<\/strong><br \/>\n\u591a\u8868\u793a\u6280\u672f\u5c06\u6587\u6863\u8f6c\u6362\u4e3a\u8f7b\u91cf\u7ea7\u7684\u68c0\u7d22\u5355\u5143\uff0c\u4f8b\u5982\u6458\u8981\uff0c\u4ee5\u52a0\u901f\u68c0\u7d22\u8fc7\u7a0b\uff0c\u5e76\u63d0\u9ad8\u5728\u5904\u7406\u5927\u6587\u6863\u65f6\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 5: \u4f7f\u7528\u5c42\u6b21\u7d22\u5f15\u6765\u7ec4\u7ec7\u6570\u636e<\/strong><br \/>\n\u5c42\u6b21\u7d22\u5f15\u901a\u8fc7\u50cf RAPTOR \u8fd9\u6837\u7684\u6a21\u578b\u5c06\u6570\u636e\u7ed3\u6784\u5316\u4e3a\u591a\u4e2a\u5c42\u6b21\uff0c\u4ece\u8be6\u7ec6\u5230\u4e00\u822c\uff0c\u63d0\u4f9b\u5e7f\u6cdb\u548c\u7cbe\u786e\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u63d0\u5347\u68c0\u7d22\u6548\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 6: \u901a\u8fc7\u5143\u6570\u636e\u9644\u52a0\u6765\u589e\u5f3a\u6570\u636e\u68c0\u7d22<\/strong><br \/>\n\u5143\u6570\u636e\u9644\u52a0\u6280\u672f\u5411\u6bcf\u4e2a\u6570\u636e\u5757\u6dfb\u52a0\u989d\u5916\u4fe1\u606f\uff0c\u4ee5\u6539\u5584\u5206\u6790\u548c\u5206\u7c7b\u80fd\u529b\uff0c\u4f7f\u5f97\u6570\u636e\u68c0\u7d22\u66f4\u52a0\u7cfb\u7edf\u548c\u7b26\u5408\u4e0a\u4e0b\u6587\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**2. \u67e5\u8be2\u8f6c\u6362**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**2._\u67e5\u8be2\u8f6c\u6362**\" class=\"heading\" dir=\"auto\" data-heading=\"**2. \u67e5\u8be2\u8f6c\u6362**\"><strong>2. \u67e5\u8be2\u8f6c\u6362<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u67e5\u8be2\u8f6c\u6362\u65e8\u5728\u4f18\u5316\u7528\u6237\u8f93\u5165\uff0c\u63d0\u9ad8\u4fe1\u606f\u68c0\u7d22\u7684\u8d28\u91cf\u3002\u901a\u8fc7\u5229\u7528 LLMs\uff0c\u8f6c\u6362\u8fc7\u7a0b\u80fd\u591f\u5c06\u590d\u6742\u6216\u6a21\u7cca\u7684\u67e5\u8be2\u53d8\u5f97\u66f4\u52a0\u6e05\u6670\u548c\u5177\u4f53\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u641c\u7d22\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 1: \u4f7f\u7528 HyDE (\u5047\u8bbe\u6587\u6863\u5d4c\u5165) \u63d0\u5347\u67e5\u8be2\u6e05\u6670\u5ea6<\/strong><br \/>\nHyDE \u901a\u8fc7\u751f\u6210\u5047\u8bbe\u6570\u636e\u6765\u589e\u5f3a\u95ee\u9898\u4e0e\u53c2\u8003\u5185\u5bb9\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\uff0c\u4ece\u800c\u6539\u5584\u4fe1\u606f\u68c0\u7d22\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 2: \u901a\u8fc7\u591a\u6b65\u67e5\u8be2\u7b80\u5316\u590d\u6742\u67e5\u8be2<\/strong><br \/>\n\u591a\u6b65\u67e5\u8be2\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u6210\u66f4\u7b80\u5355\u7684\u5b50\u95ee\u9898\uff0c\u5206\u522b\u68c0\u7d22\u6bcf\u4e2a\u5b50\u95ee\u9898\u7684\u7b54\u6848\uff0c\u5e76\u5c06\u7ed3\u679c\u6c47\u603b\uff0c\u4ee5\u63d0\u4f9b\u66f4\u51c6\u786e\u548c\u5168\u9762\u7684\u56de\u5e94\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 3: \u901a\u8fc7\u56de\u6eaf\u63d0\u793a\u589e\u5f3a\u4e0a\u4e0b\u6587<\/strong><br \/>\n\u56de\u6eaf\u63d0\u793a\u6280\u672f\u4ece\u590d\u6742\u7684\u539f\u59cb\u67e5\u8be2\u751f\u6210\u4e00\u4e2a\u66f4\u5e7f\u6cdb\u7684\u4e00\u822c\u6027\u67e5\u8be2\uff0c\u8fd9\u6837\u7684\u4e0a\u4e0b\u6587\u6709\u52a9\u4e8e\u4e3a\u5177\u4f53\u67e5\u8be2\u63d0\u4f9b\u57fa\u7840\uff0c\u901a\u8fc7\u7ed3\u5408\u539f\u59cb\u67e5\u8be2\u548c\u5e7f\u6cdb\u67e5\u8be2\u7684\u7ed3\u679c\u6765\u6539\u5584\u6700\u7ec8\u56de\u5e94\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 4: \u901a\u8fc7\u67e5\u8be2\u91cd\u5199\u63d0\u9ad8\u68c0\u7d22\u6548\u679c<\/strong><br \/>\n\u67e5\u8be2\u91cd\u5199\u6280\u672f\u5229\u7528 LLM \u6765\u91cd\u65b0\u8868\u8ff0\u521d\u59cb\u67e5\u8be2\uff0c\u4ee5\u63d0\u9ad8\u68c0\u7d22\u7684\u6548\u679c\u3002LangChain \u548c LlamaIndex \u90fd\u91c7\u7528\u4e86\u8fd9\u79cd\u6280\u672f\uff0c\u5176\u4e2d LlamaIndex \u63d0\u4f9b\u4e86\u7279\u522b\u5f3a\u5927\u7684\u5b9e\u73b0\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u68c0\u7d22\u6548\u679c\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**3. \u67e5\u8be2\u8def\u7531**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**3._\u67e5\u8be2\u8def\u7531**\" class=\"heading\" dir=\"auto\" data-heading=\"**3. \u67e5\u8be2\u8def\u7531**\"><strong>3. \u67e5\u8be2\u8def\u7531<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u67e5\u8be2\u8def\u7531\u7684\u4f5c\u7528\u662f\u6839\u636e\u67e5\u8be2\u7684\u7279\u6027\uff0c\u5c06\u67e5\u8be2\u53d1\u9001\u5230\u6700\u5408\u9002\u7684\u6570\u636e\u6e90\uff0c\u4ece\u800c\u4f18\u5316\u68c0\u7d22\u8fc7\u7a0b\uff0c\u786e\u4fdd\u6bcf\u4e2a\u67e5\u8be2\u90fd\u7531\u6700\u5408\u9002\u7684\u7cfb\u7edf\u7ec4\u4ef6\u5904\u7406\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 1: \u903b\u8f91\u8def\u7531<\/strong><br \/>\n\u903b\u8f91\u8def\u7531\u901a\u8fc7\u5206\u6790\u67e5\u8be2\u7684\u7ed3\u6784\u6765\u9009\u62e9\u6700\u9002\u5408\u7684\u6570\u636e\u6e90\u6216\u7d22\u5f15\uff0c\u4ece\u800c\u4f18\u5316\u68c0\u7d22\u3002\u8fd9\u79cd\u65b9\u6cd5\u786e\u4fdd\u67e5\u8be2\u7531\u6700\u9002\u5408\u63d0\u4f9b\u51c6\u786e\u7b54\u6848\u7684\u6570\u636e\u6e90\u5904\u7406\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 2: \u8bed\u4e49\u8def\u7531<\/strong><br \/>\n\u8bed\u4e49\u8def\u7531\u901a\u8fc7\u5206\u6790\u67e5\u8be2\u7684\u8bed\u4e49\u610f\u4e49\uff0c\u6307\u5bfc\u67e5\u8be2\u5230\u6b63\u786e\u7684\u6570\u636e\u6e90\u6216\u7d22\u5f15\u3002\u5b83\u901a\u8fc7\u7406\u89e3\u67e5\u8be2\u7684\u4e0a\u4e0b\u6587\u548c\u542b\u4e49\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u590d\u6742\u6216\u7ec6\u5fae\u7684\u95ee\u9898\uff0c\u63d0\u9ad8\u4e86\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**4. \u9884\u68c0\u7d22\u548c\u6570\u636e\u7d22\u5f15\u6280\u672f**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**4._\u9884\u68c0\u7d22\u548c\u6570\u636e\u7d22\u5f15\u6280\u672f**\" class=\"heading\" dir=\"auto\" data-heading=\"**4. \u9884\u68c0\u7d22\u548c\u6570\u636e\u7d22\u5f15\u6280\u672f**\"><strong>4. \u9884\u68c0\u7d22\u548c\u6570\u636e\u7d22\u5f15\u6280\u672f<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9884\u68c0\u7d22\u4f18\u5316\u63d0\u5347\u4e86\u6570\u636e\u7d22\u5f15\u6216\u77e5\u8bc6\u5e93\u4e2d\u4fe1\u606f\u7684\u8d28\u91cf\u548c\u53ef\u68c0\u7d22\u6027\u3002\u5177\u4f53\u7684\u4f18\u5316\u65b9\u6cd5\u4f9d\u636e\u6570\u636e\u7684\u6027\u8d28\u3001\u6765\u6e90\u548c\u89c4\u6a21\u800c\u4e0d\u540c\u3002\u4f8b\u5982\uff0c\u63d0\u9ad8\u4fe1\u606f\u5bc6\u5ea6\u53ef\u4ee5\u7528\u66f4\u5c11\u7684 Token \u751f\u6210\u66f4\u51c6\u786e\u7684\u54cd\u5e94\uff0c\u4ece\u800c\u6539\u5584\u7528\u6237\u4f53\u9a8c\u5e76\u964d\u4f4e\u6210\u672c\u3002\u7136\u800c\uff0c\u9002\u7528\u4e8e\u67d0\u4e00\u7cfb\u7edf\u7684\u4f18\u5316\u65b9\u6cd5\u53ef\u80fd\u4e0d\u9002\u7528\u4e8e\u5176\u4ed6\u7cfb\u7edf\u3002\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u63d0\u4f9b\u4e86\u6d4b\u8bd5\u548c\u8c03\u6574\u8fd9\u4e9b\u4f18\u5316\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u91cf\u8eab\u5b9a\u5236\u65b9\u6cd5\uff0c\u63d0\u9ad8\u5728\u4e0d\u540c\u9886\u57df\u548c\u5e94\u7528\u4e2d\u7684\u68c0\u7d22\u6548\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 1: \u4f7f\u7528 LLMs \u63d0\u9ad8\u4fe1\u606f\u5bc6\u5ea6<\/strong><br \/>\n\u4f18\u5316 RAG \u7cfb\u7edf\u7684\u4e00\u4e2a\u57fa\u7840\u6b65\u9aa4\u662f\u63d0\u5347\u6570\u636e\u5728\u7d22\u5f15\u524d\u7684\u8d28\u91cf\u3002\u901a\u8fc7\u5229\u7528 LLMs \u8fdb\u884c\u6570\u636e\u6e05\u7406\u3001\u6807\u8bb0\u548c\u603b\u7ed3\uff0c\u53ef\u4ee5\u63d0\u9ad8\u4fe1\u606f\u5bc6\u5ea6\uff0c\u4ece\u800c\u5e26\u6765\u66f4\u51c6\u786e\u548c\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u7ed3\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 2: \u5c42\u6b21\u7d22\u5f15\u68c0\u7d22<\/strong><br \/>\n\u5c42\u6b21\u7d22\u5f15\u68c0\u7d22\u901a\u8fc7\u521b\u5efa\u6587\u6863\u6458\u8981\u4f5c\u4e3a\u7b2c\u4e00\u5c42\u8fc7\u6ee4\u5668\u6765\u7b80\u5316\u641c\u7d22\u8fc7\u7a0b\u3002\u8fd9\u79cd\u591a\u5c42\u6b21\u7684\u65b9\u6cd5\u786e\u4fdd\u53ea\u6709\u6700\u76f8\u5173\u7684\u6570\u636e\u5728\u68c0\u7d22\u9636\u6bb5\u88ab\u8003\u8651\uff0c\u4ece\u800c\u63d0\u9ad8\u68c0\u7d22\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 3: \u901a\u8fc7\u5047\u8bbe\u95ee\u7b54\u5bf9\u63d0\u9ad8\u68c0\u7d22\u5bf9\u79f0\u6027<\/strong><br \/>\n\u4e3a\u4e86\u89e3\u51b3\u67e5\u8be2\u548c\u6587\u6863\u4e4b\u95f4\u7684\u4e0d\u5bf9\u79f0\u95ee\u9898\uff0c\u8fd9\u79cd\u6280\u672f\u4f7f\u7528 LLMs \u4ece\u6587\u6863\u4e2d\u751f\u6210\u5047\u8bbe\u7684\u95ee\u7b54\u5bf9\u3002\u901a\u8fc7\u5c06\u8fd9\u4e9b\u95ee\u7b54\u5bf9\u5d4c\u5165\u68c0\u7d22\uff0c\u7cfb\u7edf\u80fd\u66f4\u597d\u5730\u5339\u914d\u7528\u6237\u67e5\u8be2\uff0c\u4ece\u800c\u63d0\u9ad8\u8bed\u4e49\u76f8\u4f3c\u6027\uff0c\u51cf\u5c11\u68c0\u7d22\u9519\u8bef\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 4: \u4f7f\u7528 LLMs \u53bb\u91cd<\/strong><br \/>\n\u91cd\u590d\u4fe1\u606f\u53ef\u80fd\u5bf9 RAG \u7cfb\u7edf\u6709\u5229\u4e5f\u6709\u5f0a\u3002\u4f7f\u7528 LLMs \u53bb\u91cd\u6570\u636e\u5757\uff0c\u53ef\u4ee5\u4f18\u5316\u6570\u636e\u7d22\u5f15\uff0c\u51cf\u5c11\u566a\u58f0\uff0c\u63d0\u9ad8\u751f\u6210\u51c6\u786e\u54cd\u5e94\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 5: \u6d4b\u8bd5\u548c\u4f18\u5316\u5206\u5757\u7b56\u7565<\/strong><br \/>\n\u6709\u6548\u7684\u5206\u5757\u7b56\u7565\u5bf9\u68c0\u7d22\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u8fdb\u884c\u4e0d\u540c\u5206\u5757\u5927\u5c0f\u548c\u91cd\u53e0\u6bd4\u7387\u7684 A\/B \u6d4b\u8bd5\uff0c\u53ef\u4ee5\u627e\u5230\u9002\u5408\u7279\u5b9a\u7528\u4f8b\u7684\u6700\u4f73\u5e73\u8861\u3002\u8fd9\u6709\u52a9\u4e8e\u5728\u4fdd\u7559\u8db3\u591f\u4e0a\u4e0b\u6587\u7684\u540c\u65f6\uff0c\u4e0d\u81f3\u4e8e\u4f7f\u76f8\u5173\u4fe1\u606f\u8fc7\u4e8e\u5206\u6563\u6216\u7a00\u91ca\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 6: \u4f7f\u7528\u6ed1\u52a8\u7a97\u53e3\u7d22\u5f15<\/strong><br \/>\n\u6ed1\u52a8\u7a97\u53e3\u7d22\u5f15\u901a\u8fc7\u5728\u7d22\u5f15\u8fc7\u7a0b\u4e2d\u91cd\u53e0\u6570\u636e\u5757\uff0c\u786e\u4fdd\u7247\u6bb5\u4e4b\u95f4\u4e0d\u4f1a\u4e22\u5931\u91cd\u8981\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u8fd9\u79cd\u65b9\u6cd5\u4fdd\u6301\u4e86\u6570\u636e\u7684\u8fde\u7eed\u6027\uff0c\u63d0\u9ad8\u4e86\u68c0\u7d22\u4fe1\u606f\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 7: \u63d0\u9ad8\u6570\u636e\u7c92\u5ea6<\/strong><br \/>\n\u63d0\u5347\u6570\u636e\u7c92\u5ea6\u4e3b\u8981\u901a\u8fc7\u5e94\u7528\u6570\u636e\u6e05\u7406\u6280\u672f\uff0c\u53bb\u9664\u65e0\u5173\u4fe1\u606f\uff0c\u53ea\u4fdd\u7559\u6700\u51c6\u786e\u548c\u6700\u65b0\u7684\u5185\u5bb9\u5728\u7d22\u5f15\u4e2d\u3002\u8fd9\u80fd\u63d0\u9ad8\u68c0\u7d22\u8d28\u91cf\uff0c\u786e\u4fdd\u53ea\u8003\u8651\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 8: \u6dfb\u52a0\u5143\u6570\u636e<\/strong><br \/>\n\u6dfb\u52a0\u5143\u6570\u636e\uff0c\u5982\u65e5\u671f\u3001\u76ee\u7684\u6216\u7ae0\u8282\uff0c\u53ef\u4ee5\u63d0\u9ad8\u68c0\u7d22\u7684\u7cbe\u51c6\u5ea6\uff0c\u4f7f\u7cfb\u7edf\u80fd\u591f\u66f4\u6709\u6548\u5730\u805a\u7126\u4e8e\u6700\u76f8\u5173\u7684\u6570\u636e\uff0c\u6539\u5584\u6574\u4f53\u68c0\u7d22\u6548\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 9: \u4f18\u5316\u7d22\u5f15\u7ed3\u6784<\/strong><br \/>\n\u4f18\u5316\u7d22\u5f15\u7ed3\u6784\u6d89\u53ca\u8c03\u6574\u5206\u5757\u5927\u5c0f\u548c\u91c7\u7528\u591a\u91cd\u7d22\u5f15\u7b56\u7565\uff0c\u4f8b\u5982\u53e5\u5b50\u7a97\u53e3\u68c0\u7d22\uff0c\u4ee5\u589e\u5f3a\u6570\u636e\u7684\u5b58\u50a8\u548c\u68c0\u7d22\u65b9\u5f0f\u3002\u901a\u8fc7\u5d4c\u5165\u5355\u4e2a\u53e5\u5b50\u540c\u65f6\u4fdd\u6301\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u80fd\u5b9e\u73b0\u66f4\u4e30\u5bcc\u548c\u66f4\u5177\u4e0a\u4e0b\u6587\u51c6\u786e\u6027\u7684\u68c0\u7d22\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**5. \u68c0\u7d22\u6280\u672f**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**5._\u68c0\u7d22\u6280\u672f**\" class=\"heading\" dir=\"auto\" data-heading=\"**5. \u68c0\u7d22\u6280\u672f**\"><strong>5. \u68c0\u7d22\u6280\u672f<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u68c0\u7d22\u9636\u6bb5\uff0c\u7cfb\u7edf\u6536\u96c6\u56de\u7b54\u7528\u6237\u67e5\u8be2\u6240\u9700\u7684\u4fe1\u606f\u3002\u5148\u8fdb\u7684\u68c0\u7d22\u6280\u672f\u786e\u4fdd\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u65e2\u5168\u9762\u53c8\u5177\u5907\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\uff0c\u4e3a\u540e\u7eed\u7684\u5904\u7406\u6b65\u9aa4\u5960\u5b9a\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 1: \u4f7f\u7528 LLMs \u4f18\u5316\u641c\u7d22\u67e5\u8be2<\/strong><br \/>\nLLMs \u53ef\u4ee5\u4f18\u5316\u7528\u6237\u7684\u641c\u7d22\u67e5\u8be2\uff0c\u4f7f\u5176\u66f4\u7b26\u5408\u641c\u7d22\u7cfb\u7edf\u7684\u8981\u6c42\uff0c\u65e0\u8bba\u662f\u7b80\u5355\u7684\u641c\u7d22\u8fd8\u662f\u590d\u6742\u7684\u5bf9\u8bdd\u67e5\u8be2\u3002\u8fd9\u79cd\u4f18\u5316\u786e\u4fdd\u68c0\u7d22\u8fc7\u7a0b\u66f4\u6709\u9488\u5bf9\u6027\u548c\u9ad8\u6548\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 2: \u4f7f\u7528 HyDE \u4fee\u6b63\u67e5\u8be2\u4e0e\u6587\u6863\u7684\u4e0d\u5bf9\u79f0<\/strong><br \/>\n\u901a\u8fc7\u751f\u6210\u5047\u8bbe\u7684\u56de\u7b54\u6587\u6863\uff0cHyDE \u6280\u672f\u63d0\u9ad8\u4e86\u68c0\u7d22\u4e2d\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\uff0c\u89e3\u51b3\u4e86\u77ed\u67e5\u8be2\u548c\u957f\u6587\u6863\u4e4b\u95f4\u7684\u4e0d\u5bf9\u79f0\u95ee\u9898\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 3: \u5b9e\u65bd\u67e5\u8be2\u8def\u7531\u6216 RAG \u51b3\u7b56\u6a21\u5f0f<\/strong><br \/>\n\u5728\u4f7f\u7528\u591a\u4e2a\u6570\u636e\u6e90\u7684\u7cfb\u7edf\u4e2d\uff0c\u67e5\u8be2\u8def\u7531\u5c06\u641c\u7d22\u6307\u5411\u5408\u9002\u7684\u6570\u636e\u5e93\uff0c\u4ece\u800c\u4f18\u5316\u68c0\u7d22\u6548\u7387\u3002RAG \u51b3\u7b56\u6a21\u5f0f\u8fdb\u4e00\u6b65\u4f18\u5316\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u901a\u8fc7\u786e\u5b9a\u4f55\u65f6\u9700\u8981\u68c0\u7d22\u6765\u8282\u7701\u8d44\u6e90\uff0c\u5f53\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u72ec\u7acb\u54cd\u5e94\u65f6\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 4: \u4f7f\u7528\u9012\u5f52\u68c0\u7d22\u5668\u8fdb\u884c\u6df1\u5ea6\u63a2\u7d22<\/strong><br \/>\n\u9012\u5f52\u68c0\u7d22\u5668\u57fa\u4e8e\u524d\u4e00\u4e2a\u7ed3\u679c\u8fdb\u884c\u8fdb\u4e00\u6b65\u67e5\u8be2\uff0c\u9002\u5408\u6df1\u5165\u63a2\u7d22\u76f8\u5173\u6570\u636e\uff0c\u83b7\u53d6\u8be6\u7ec6\u6216\u5168\u9762\u7684\u4fe1\u606f\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 5: \u4f7f\u7528\u8def\u7531\u68c0\u7d22\u5668\u4f18\u5316\u6570\u636e\u6e90\u9009\u62e9<\/strong><br \/>\n\u8def\u7531\u68c0\u7d22\u5668\u5229\u7528 LLM \u52a8\u6001\u9009\u62e9\u6700\u9002\u5408\u7684\u6570\u636e\u6e90\u6216\u67e5\u8be2\u5de5\u5177\uff0c\u6839\u636e\u67e5\u8be2\u7684\u4e0a\u4e0b\u6587\u63d0\u9ad8\u68c0\u7d22\u8fc7\u7a0b\u7684\u6548\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 6: \u4f7f\u7528\u81ea\u52a8\u68c0\u7d22\u5668\u81ea\u52a8\u751f\u6210\u67e5\u8be2<\/strong><br \/>\n\u81ea\u52a8\u68c0\u7d22\u5668\u5229\u7528 LLM \u81ea\u52a8\u751f\u6210\u5143\u6570\u636e\u8fc7\u6ee4\u5668\u6216\u67e5\u8be2\u8bed\u53e5\uff0c\u4ece\u800c\u7b80\u5316\u6570\u636e\u5e93\u67e5\u8be2\u6d41\u7a0b\uff0c\u4f18\u5316\u4fe1\u606f\u68c0\u7d22\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 7: \u4f7f\u7528\u878d\u5408\u68c0\u7d22\u5668\u7ed3\u5408\u7ed3\u679c<\/strong><br \/>\n\u878d\u5408\u68c0\u7d22\u5668\u5c06\u6765\u81ea\u591a\u4e2a\u67e5\u8be2\u548c\u7d22\u5f15\u7684\u7ed3\u679c\u5408\u5e76\uff0c\u63d0\u4f9b\u5168\u9762\u4e14\u4e0d\u91cd\u590d\u7684\u4fe1\u606f\u89c6\u56fe\uff0c\u786e\u4fdd\u68c0\u7d22\u7684\u5168\u9762\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 8: \u4f7f\u7528\u81ea\u52a8\u5408\u5e76\u68c0\u7d22\u5668\u805a\u5408\u6570\u636e\u4e0a\u4e0b\u6587<\/strong><br \/>\n\u81ea\u52a8\u5408\u5e76\u68c0\u7d22\u5668\u5c06\u591a\u4e2a\u6570\u636e\u7247\u6bb5\u5408\u5e76\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u4e0a\u4e0b\u6587\uff0c\u901a\u8fc7\u6574\u5408\u8f83\u5c0f\u7684\u4e0a\u4e0b\u6587\u63d0\u9ad8\u4fe1\u606f\u7684\u76f8\u5173\u6027\u548c\u5b8c\u6574\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 9: \u5fae\u8c03\u5d4c\u5165\u6a21\u578b<\/strong><br \/>\n\u5fae\u8c03\u5d4c\u5165\u6a21\u578b\u4f7f\u5176\u66f4\u9002\u5e94\u7279\u5b9a\u9886\u57df\uff0c\u63d0\u9ad8\u5904\u7406\u4e13\u4e1a\u672f\u8bed\u7684\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u66f4\u7d27\u5bc6\u5730\u5bf9\u9f50\u9886\u57df\u7279\u5b9a\u5185\u5bb9\uff0c\u589e\u5f3a\u4e86\u68c0\u7d22\u4fe1\u606f\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 10: \u5b9e\u65bd\u52a8\u6001\u5d4c\u5165<\/strong><br \/>\n\u52a8\u6001\u5d4c\u5165\u901a\u8fc7\u6839\u636e\u4e0a\u4e0b\u6587\u8c03\u6574\u8bcd\u5411\u91cf\uff0c\u8d85\u8d8a\u9759\u6001\u8868\u793a\uff0c\u63d0\u4f9b\u66f4\u7ec6\u81f4\u7684\u8bed\u8a00\u7406\u89e3\u3002\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5982 OpenAI \u7684 embeddings-ada-02 \u6a21\u578b\uff0c\u80fd\u66f4\u51c6\u786e\u5730\u6355\u6349\u4e0a\u4e0b\u6587\u542b\u4e49\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u68c0\u7d22\u7ed3\u679c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 11: \u5229\u7528\u6df7\u5408\u641c\u7d22<\/strong><br \/>\n\u6df7\u5408\u641c\u7d22\u7ed3\u5408\u4e86\u5411\u91cf\u641c\u7d22\u548c\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u5339\u914d\uff0c\u5141\u8bb8\u540c\u65f6\u8fdb\u884c\u8bed\u4e49\u76f8\u4f3c\u6027\u548c\u7cbe\u786e\u672f\u8bed\u8bc6\u522b\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u9700\u8981\u7cbe\u786e\u672f\u8bed\u8bc6\u522b\u7684\u573a\u666f\u4e2d\u5c24\u4e3a\u6709\u6548\uff0c\u786e\u4fdd\u5168\u9762\u548c\u51c6\u786e\u7684\u68c0\u7d22\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**6. \u68c0\u7d22\u540e\u7684\u6280\u672f**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**6._\u68c0\u7d22\u540e\u7684\u6280\u672f**\" class=\"heading\" dir=\"auto\" data-heading=\"**6. \u68c0\u7d22\u540e\u7684\u6280\u672f**\"><strong>6. \u68c0\u7d22\u540e\u7684\u6280\u672f<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u83b7\u53d6\u5230\u76f8\u5173\u5185\u5bb9\u4e4b\u540e\uff0c\u68c0\u7d22\u540e\u7684\u9636\u6bb5\u4e3b\u8981\u5173\u6ce8\u5982\u4f55\u5c06\u8fd9\u4e9b\u5185\u5bb9\u6709\u6548\u5730\u6574\u5408\u5728\u4e00\u8d77\u3002\u8fd9\u4e00\u6b65\u9aa4\u5305\u62ec\u5411\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63d0\u4f9b\u7cbe\u786e\u4e14\u7b80\u6d01\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u786e\u4fdd\u7cfb\u7edf\u62e5\u6709\u751f\u6210\u8fde\u8d2f\u3001\u51c6\u786e\u56de\u7b54\u6240\u9700\u7684\u6240\u6709\u7ec6\u8282\u3002\u8fd9\u79cd\u6574\u5408\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u4e86\u6700\u7ec8\u8f93\u51fa\u7684\u76f8\u5173\u6027\u548c\u6e05\u6670\u5ea6\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 1: \u901a\u8fc7\u91cd\u6392\u5e8f\u4f18\u5316\u641c\u7d22\u7ed3\u679c<\/strong><br \/>\n\u5728\u68c0\u7d22\u4e4b\u540e\uff0c\u91cd\u6392\u5e8f\u6a21\u578b\u53ef\u4ee5\u91cd\u65b0\u6392\u5217\u641c\u7d22\u7ed3\u679c\uff0c\u5c06\u6700\u76f8\u5173\u7684\u6587\u6863\u653e\u5728\u66f4\u9760\u8fd1\u67e5\u8be2\u7684\u4f4d\u7f6e\uff0c\u4ece\u800c\u63d0\u5347\u63d0\u4f9b\u7ed9 LLM \u7684\u4fe1\u606f\u8d28\u91cf\uff0c\u8fdb\u800c\u6539\u5584\u6700\u7ec8\u54cd\u5e94\u7684\u751f\u6210\u6548\u679c\u3002\u91cd\u6392\u5e8f\u4e0d\u4ec5\u51cf\u5c11\u4e86\u9700\u8981\u63d0\u4f9b\u7ed9 LLM \u7684\u6587\u6863\u6570\u91cf\uff0c\u8fd8\u8d77\u5230\u4e86\u8fc7\u6ee4\u7684\u4f5c\u7528\uff0c\u63d0\u5347\u4e86\u8bed\u8a00\u5904\u7406\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 2: \u901a\u8fc7\u4e0a\u4e0b\u6587\u63d0\u793a\u538b\u7f29\u4f18\u5316\u641c\u7d22\u7ed3\u679c<\/strong><br \/>\nLLM \u53ef\u4ee5\u5728\u751f\u6210\u6700\u7ec8\u63d0\u793a\u4e4b\u524d\u5bf9\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u8fdb\u884c\u8fc7\u6ee4\u548c\u538b\u7f29\u3002\u538b\u7f29\u901a\u8fc7\u51cf\u5c11\u5197\u4f59\u7684\u80cc\u666f\u4fe1\u606f\u548c\u53bb\u9664\u65e0\u5173\u566a\u97f3\uff0c\u5e2e\u52a9 LLM \u66f4\u52a0\u5173\u6ce8\u5173\u952e\u4fe1\u606f\u3002\u8fd9\u79cd\u4f18\u5316\u63d0\u9ad8\u4e86\u54cd\u5e94\u8d28\u91cf\uff0c\u4f7f\u5176\u96c6\u4e2d\u4e8e\u91cd\u8981\u7ec6\u8282\u3002\u50cf LLMLingua \u8fd9\u6837\u7684\u6846\u67b6\u8fdb\u4e00\u6b65\u6539\u8fdb\u4e86\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u901a\u8fc7\u79fb\u9664\u65e0\u5173\u7684 tokens\uff0c\u4f7f\u63d0\u793a\u66f4\u52a0\u7b80\u6d01\u6709\u6548\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 3: \u901a\u8fc7\u7ea0\u6b63 RAG \u5bf9\u68c0\u7d22\u6587\u6863\u8fdb\u884c\u8bc4\u5206\u548c\u8fc7\u6ee4<\/strong><br \/>\n\u5728\u5c06\u5185\u5bb9\u8f93\u5165 LLM \u4e4b\u524d\uff0c\u9700\u8981\u9009\u62e9\u548c\u8fc7\u6ee4\u6587\u6863\uff0c\u53bb\u9664\u65e0\u5173\u6216\u51c6\u786e\u5ea6\u4f4e\u7684\u6587\u6863\u3002\u8fd9\u9879\u6280\u672f\u786e\u4fdd\u53ea\u4f7f\u7528\u9ad8\u8d28\u91cf\u3001\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u9ad8\u54cd\u5e94\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002\u7ea0\u6b63 RAG \u5229\u7528\u5982 T5-Large \u8fd9\u6837\u7684\u6a21\u578b\u6765\u8bc4\u4f30\u68c0\u7d22\u6587\u6863\u7684\u76f8\u5173\u6027\uff0c\u5e76\u8fc7\u6ee4\u6389\u90a3\u4e9b\u4f4e\u4e8e\u9884\u8bbe\u9608\u503c\u7684\u6587\u6863\uff0c\u786e\u4fdd\u53ea\u6709\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u53c2\u4e0e\u6700\u7ec8\u54cd\u5e94\u7684\u751f\u6210\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**7. \u751f\u6210\u6280\u672f**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**7._\u751f\u6210\u6280\u672f**\" class=\"heading\" dir=\"auto\" data-heading=\"**7. \u751f\u6210\u6280\u672f**\"><strong>7. \u751f\u6210\u6280\u672f<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u751f\u6210\u9636\u6bb5\uff0c\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4f1a\u88ab\u8bc4\u4f30\u548c\u91cd\u65b0\u6392\u5e8f\uff0c\u4ee5\u786e\u5b9a\u6700\u91cd\u8981\u7684\u5185\u5bb9\u3002\u5148\u8fdb\u7684\u6280\u672f\u5728\u8fd9\u4e00\u9636\u6bb5\u6d89\u53ca\u9009\u62e9\u90a3\u4e9b\u80fd\u591f\u63d0\u9ad8\u54cd\u5e94\u76f8\u5173\u6027\u548c\u53ef\u9760\u6027\u7684\u5173\u952e\u7ec6\u8282\u3002\u8fd9\u4e00\u8fc7\u7a0b\u786e\u4fdd\u751f\u6210\u7684\u5185\u5bb9\u4e0d\u4ec5\u56de\u7b54\u4e86\u67e5\u8be2\uff0c\u8fd8\u80fd\u4ee5\u6709\u610f\u4e49\u7684\u65b9\u5f0f\u5f97\u5230\u68c0\u7d22\u6570\u636e\u7684\u826f\u597d\u652f\u6301\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 1: \u4f7f\u7528 Chain-of-Thought \u63d0\u793a\u51cf\u5c11\u566a\u97f3<\/strong><br \/>\nChain-of-thought \u63d0\u793a\u5e2e\u52a9 LLM \u5904\u7406\u5608\u6742\u6216\u65e0\u5173\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u5373\u4f7f\u6570\u636e\u4e2d\u5b58\u5728\u5e72\u6270\uff0c\u4e5f\u80fd\u63d0\u9ad8\u751f\u6210\u51c6\u786e\u54cd\u5e94\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 2: \u901a\u8fc7\u81ea\u6211 RAG \u4f7f\u7cfb\u7edf\u5177\u5907\u81ea\u6211\u53cd\u601d\u80fd\u529b<\/strong><br \/>\n\u81ea\u6211 RAG \u6d89\u53ca\u8bad\u7ec3\u6a21\u578b\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u53cd\u601d tokens\uff0c\u8fd9\u6837\u53ef\u4ee5\u5b9e\u65f6\u8bc4\u4f30\u548c\u6539\u8fdb\u81ea\u5df1\u7684\u8f93\u51fa\uff0c\u6839\u636e\u4e8b\u5b9e\u6027\u548c\u8d28\u91cf\u9009\u62e9\u6700\u4f73\u56de\u5e94\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 3: \u901a\u8fc7\u5fae\u8c03\u5ffd\u7565\u65e0\u5173\u80cc\u666f<\/strong><br \/>\n\u4e13\u95e8\u5bf9 RAG \u7cfb\u7edf\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u589e\u5f3a LLM \u5ffd\u7565\u65e0\u5173\u80cc\u666f\u7684\u80fd\u529b\uff0c\u786e\u4fdd\u53ea\u6709\u76f8\u5173\u4fe1\u606f\u5f71\u54cd\u6700\u7ec8\u54cd\u5e94\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 4: \u5229\u7528\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u589e\u5f3a LLM \u5bf9\u65e0\u5173\u80cc\u666f\u7684\u9c81\u68d2\u6027<\/strong><br \/>\n\u96c6\u6210\u81ea\u7136\u8bed\u8a00\u63a8\u7406\uff08NLI\uff09\u6a21\u578b\u6709\u52a9\u4e8e\u901a\u8fc7\u5c06\u68c0\u7d22\u7684\u80cc\u666f\u4e0e\u751f\u6210\u7684\u7b54\u6848\u8fdb\u884c\u6bd4\u8f83\uff0c\u6765\u8fc7\u6ee4\u6389\u65e0\u5173\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u786e\u4fdd\u53ea\u6709\u76f8\u5173\u7684\u4fe1\u606f\u5f71\u54cd\u6700\u7ec8\u8f93\u51fa\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 5: \u4f7f\u7528 FLARE \u63a7\u5236\u6570\u636e\u68c0\u7d22<\/strong><br \/>\nFLARE\uff08\u7075\u6d3b\u8bed\u8a00\u6a21\u578b\u9002\u5e94\u7528\u4e8e\u68c0\u7d22\u589e\u5f3a\uff09\u662f\u4e00\u79cd\u57fa\u4e8e\u63d0\u793a\u5de5\u7a0b\u7684\u65b9\u6cd5\uff0c\u786e\u4fdd LLM \u4ec5\u5728\u5fc5\u8981\u65f6\u68c0\u7d22\u6570\u636e\u3002\u5b83\u4e0d\u65ad\u8c03\u6574\u67e5\u8be2\u5e76\u68c0\u67e5\u4f4e\u6982\u7387\u5173\u952e\u8bcd\uff0c\u89e6\u53d1\u76f8\u5173\u6587\u6863\u7684\u68c0\u7d22\uff0c\u4ee5\u63d0\u5347\u54cd\u5e94\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 6: \u4f7f\u7528 ITER-RETGEN \u63d0\u5347\u54cd\u5e94\u8d28\u91cf<\/strong><br \/>\nITER-RETGEN\uff08\u8fed\u4ee3\u68c0\u7d22-\u751f\u6210\uff09\u901a\u8fc7\u8fed\u4ee3\u6267\u884c\u751f\u6210\u8fc7\u7a0b\u6765\u63d0\u9ad8\u54cd\u5e94\u8d28\u91cf\u3002\u6bcf\u6b21\u8fed\u4ee3\u90fd\u4f7f\u7528\u524d\u4e00\u6b21\u7684\u7ed3\u679c\u4f5c\u4e3a\u80cc\u666f\uff0c\u68c0\u7d22\u66f4\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u6301\u7eed\u6539\u8fdb\u6700\u7ec8\u54cd\u5e94\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>\u6280\u672f 7: \u4f7f\u7528 ToC\uff08\u6f84\u6e05\u6811\uff09\u6f84\u6e05\u95ee\u9898<\/strong><br \/>\nToC \u9012\u5f52\u5730\u751f\u6210\u5177\u4f53\u95ee\u9898\uff0c\u4ee5\u6f84\u6e05\u521d\u59cb\u67e5\u8be2\u4e2d\u7684\u6a21\u7cca\u4e4b\u5904\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u4e0d\u65ad\u8bc4\u4f30\u548c\u5b8c\u5584\u539f\u59cb\u95ee\u9898\uff0c\u7cbe\u7ec6\u5316\u95ee\u7b54\u8fc7\u7a0b\uff0c\u4f7f\u6700\u7ec8\u54cd\u5e94\u66f4\u52a0\u8be6\u7ec6\u548c\u51c6\u786e\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**8. \u8bc4\u4f30**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**8._\u8bc4\u4f30**\" class=\"heading\" dir=\"auto\" data-heading=\"**8. \u8bc4\u4f30**\"><strong>8. \u8bc4\u4f30<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u9ad8\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u4e2d\uff0c\u8bc4\u4f30\u8fc7\u7a0b\u81f3\u5173\u91cd\u8981\uff0c\u7528\u4e8e\u786e\u4fdd\u68c0\u7d22\u548c\u7efc\u5408\u7684\u4fe1\u606f\u65e2\u51c6\u786e\u53c8\u4e0e\u7528\u6237\u7684\u67e5\u8be2\u76f8\u5173\u3002\u8bc4\u4f30\u8fc7\u7a0b\u5305\u62ec\u4e24\u4e2a\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff1a\u8d28\u91cf\u8bc4\u5206\u548c\u6240\u9700\u80fd\u529b\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8d28\u91cf\u8bc4\u5206\u4e13\u6ce8\u4e8e\u6d4b\u91cf\u5185\u5bb9\u7684\u7cbe\u786e\u5ea6\u548c\u76f8\u5173\u6027\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u80cc\u666f\u76f8\u5173\u6027:<\/strong>\u00a0\u8bc4\u4f30\u68c0\u7d22\u6216\u751f\u6210\u7684\u4fe1\u606f\u5728\u67e5\u8be2\u7684\u5177\u4f53\u80cc\u666f\u4e2d\u7684\u9002\u7528\u7a0b\u5ea6\u3002\u786e\u4fdd\u54cd\u5e94\u51c6\u786e\u4e14\u7b26\u5408\u7528\u6237\u7684\u9700\u6c42\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u7b54\u6848\u5fe0\u5b9e\u5ea6:<\/strong>\u00a0\u68c0\u67e5\u751f\u6210\u7684\u7b54\u6848\u662f\u5426\u51c6\u786e\u53cd\u6620\u4e86\u68c0\u7d22\u7684\u6570\u636e\uff0c\u6ca1\u6709\u5f15\u5165\u9519\u8bef\u6216\u8bef\u5bfc\u4fe1\u606f\u3002\u8fd9\u5bf9\u4e8e\u4fdd\u6301\u7cfb\u7edf\u8f93\u51fa\u7684\u53ef\u9760\u6027\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u7b54\u6848\u76f8\u5173\u6027:<\/strong>\u00a0\u8bc4\u4f30\u751f\u6210\u7684\u54cd\u5e94\u662f\u5426\u76f4\u63a5\u6709\u6548\u5730\u56de\u7b54\u4e86\u7528\u6237\u7684\u67e5\u8be2\uff0c\u786e\u4fdd\u7b54\u6848\u65e2\u6709\u7528\u53c8\u7b26\u5408\u95ee\u9898\u7684\u8981\u70b9\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6240\u9700\u80fd\u529b\u662f\u7cfb\u7edf\u5fc5\u987b\u5177\u5907\u7684\u80fd\u529b\uff0c\u4ee5\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u7ed3\u679c\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u566a\u97f3\u9c81\u68d2\u6027:<\/strong>\u00a0\u8861\u91cf\u7cfb\u7edf\u8fc7\u6ee4\u65e0\u5173\u6216\u5608\u6742\u6570\u636e\u7684\u80fd\u529b\uff0c\u786e\u4fdd\u8fd9\u4e9b\u5e72\u6270\u4e0d\u4f1a\u5f71\u54cd\u6700\u7ec8\u54cd\u5e94\u7684\u8d28\u91cf\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8d1f\u9762\u62d2\u7edd:<\/strong>\u00a0\u6d4b\u8bd5\u7cfb\u7edf\u8bc6\u522b\u548c\u6392\u9664\u9519\u8bef\u6216\u65e0\u5173\u4fe1\u606f\u7684\u6548\u679c\uff0c\u9632\u6b62\u5176\u6c61\u67d3\u751f\u6210\u7684\u8f93\u51fa\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u4fe1\u606f\u6574\u5408:<\/strong>\u00a0\u8bc4\u4f30\u7cfb\u7edf\u5c06\u591a\u4e2a\u76f8\u5173\u4fe1\u606f\u6574\u5408\u6210\u8fde\u8d2f\u3001\u5168\u9762\u54cd\u5e94\u7684\u80fd\u529b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u4e2a\u5b8c\u6574\u7684\u7b54\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u53cd\u4e8b\u5b9e\u9c81\u68d2\u6027:<\/strong>\u00a0\u68c0\u67e5\u7cfb\u7edf\u5728\u5904\u7406\u5047\u8bbe\u6027\u6216\u53cd\u4e8b\u5b9e\u573a\u666f\u4e2d\u7684\u8868\u73b0\uff0c\u786e\u4fdd\u5373\u4f7f\u5728\u5904\u7406\u63a8\u6d4b\u6027\u95ee\u9898\u65f6\uff0c\u54cd\u5e94\u4ecd\u7136\u51c6\u786e\u53ef\u9760\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e9b\u8bc4\u4f30\u7ec4\u4ef6\u5171\u540c\u786e\u4fdd\u9ad8\u7ea7 RAG \u7cfb\u7edf\u63d0\u4f9b\u7684\u54cd\u5e94\u65e2\u51c6\u786e\u53c8\u76f8\u5173\uff0c\u5177\u5907\u9c81\u68d2\u6027\u3001\u53ef\u9760\u6027\uff0c\u5e76\u4e14\u9488\u5bf9\u7528\u6237\u7684\u7279\u5b9a\u9700\u6c42\u8fdb\u884c\u4e86\u5b9a\u5236\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u9644\u52a0\u6280\u672f**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u9644\u52a0\u6280\u672f**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u9644\u52a0\u6280\u672f**\"><strong>\u9644\u52a0\u6280\u672f<\/strong><\/h3>\n<div class=\"heading-children\"><\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u804a\u5929\u5f15\u64ce\uff1a\u63d0\u5347 RAG \u7cfb\u7edf\u4e2d\u7684\u5bf9\u8bdd\u80fd\u529b**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u804a\u5929\u5f15\u64ce\uff1a\u63d0\u5347_RAG_\u7cfb\u7edf\u4e2d\u7684\u5bf9\u8bdd\u80fd\u529b**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u804a\u5929\u5f15\u64ce\uff1a\u63d0\u5347 RAG \u7cfb\u7edf\u4e2d\u7684\u5bf9\u8bdd\u80fd\u529b**\"><strong>\u804a\u5929\u5f15\u64ce\uff1a\u63d0\u5347 RAG \u7cfb\u7edf\u4e2d\u7684\u5bf9\u8bdd\u80fd\u529b<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\">\n<p dir=\"auto\"><span class=\"internal-embed media-embed image-embed is-loaded\"><img decoding=\"async\" src=\"data:image\/svg+xml;base64,<?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="884" height="667" viewBox="0 0 884 667"><defs><clipPath id="clip-path"><rect id="Rectangle_117" data-name="Rectangle 117" width="884" 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x="-32" y="20">Aware of</tspan><tspan x="-16" y="40">Chat</tspan><tspan x="-26" y="60">History</tspan></text></g><g id="Group_226" data-name="Group 226" transform="translate(228 -150)"><circle id="Ellipse_22-8" data-name="Ellipse 22" cx="48.5" cy="48.5" r="48.5" transform="translate(-21 215)" fill="#e6f0ff"></circle><text id="Chat_History-2" data-name="Chat History" transform="translate(28 261)" fill="#051b2c" font-size="16" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-17" y="0">Chat</tspan><tspan x="-27" y="20">History</tspan></text></g><path id="Path_59" data-name="Path 59" d="M1495,1504.5h240.493v78.221" transform="translate(-1191 -1391)" fill="none" stroke="#051b2c" stroke-width="1"></path><g id="Group_238" data-name="Group 238" transform="translate(381 -26)"><circle id="Ellipse_22-9" data-name="Ellipse 22" cx="48.5" cy="48.5" r="48.5" transform="translate(-21 215)" fill="#e6f0ff"></circle><text id="Context-2" data-name="Context" transform="translate(28 270)" fill="#051b2c" font-size="16" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-30" y="0">Context</tspan></text></g></g><text id="LeewayHertz" transform="translate(741 643)" fill="#051c2c" font-size="20" font-family="Georgia"><tspan x="0" y="0">LeewayHertz</tspan></text></g></g></svg> \" alt=\"fujian\/faee47e3ee55c142306c9a47ccf41689_MD5.svg\" \/><\/span><\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5c06\u804a\u5929\u5f15\u64ce\u96c6\u6210\u5230\u9ad8\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7cfb\u7edf\u4e2d\uff0c\u53ef\u4ee5\u63d0\u5347\u7cfb\u7edf\u5904\u7406\u540e\u7eed\u95ee\u9898\u548c\u7ef4\u6301\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u7684\u80fd\u529b\uff0c\u8fd9\u4e0e\u4f20\u7edf\u7684\u804a\u5929\u673a\u5668\u4eba\u6280\u672f\u7c7b\u4f3c\u3002\u4e0d\u540c\u7684\u5b9e\u73b0\u65b9\u5f0f\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u590d\u6742\u7a0b\u5ea6\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u4e0a\u4e0b\u6587\u804a\u5929\u5f15\u64ce\uff1a<\/strong>\u00a0\u8fd9\u79cd\u57fa\u7840\u65b9\u6cd5\u901a\u8fc7\u68c0\u7d22\u4e0e\u7528\u6237\u67e5\u8be2\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\uff0c\u5305\u62ec\u4e4b\u524d\u7684\u804a\u5929\u8bb0\u5f55\uff0c\u6765\u6307\u5bfc\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u56de\u5e94\u3002\u8fd9\u6837\u53ef\u4ee5\u786e\u4fdd\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u548c\u4e0a\u4e0b\u6587\u7684\u9002\u5f53\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u6d53\u7f29\u52a0\u4e0a\u4e0b\u6587\u6a21\u5f0f\uff1a<\/strong>\u00a0\u8fd9\u662f\u4e00\u79cd\u66f4\u9ad8\u7ea7\u7684\u65b9\u6cd5\uff0c\u5c06\u6bcf\u6b21\u4ea4\u4e92\u7684\u804a\u5929\u8bb0\u5f55\u548c\u6700\u65b0\u6d88\u606f\u6d53\u7f29\u6210\u4e00\u4e2a\u4f18\u5316\u7684\u67e5\u8be2\u3002\u8fd9\u4e2a\u7cbe\u70bc\u7684\u67e5\u8be2\u53ef\u4ee5\u83b7\u53d6\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\uff0c\u5e76\u4e0e\u539f\u59cb\u7528\u6237\u6d88\u606f\u7ed3\u5408\uff0c\u63d0\u4f9b\u7ed9 LLM\uff0c\u4ee5\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u5177\u4e0a\u4e0b\u6587\u7684\u56de\u5e94\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e9b\u5b9e\u73b0\u65b9\u5f0f\u6709\u52a9\u4e8e\u63d0\u5347 RAG \u7cfb\u7edf\u4e2d\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u548c\u76f8\u5173\u6027\uff0c\u5e76\u6839\u636e\u4e0d\u540c\u7684\u9700\u6c42\u63d0\u4f9b\u4e0d\u540c\u5c42\u6b21\u7684\u590d\u6742\u6027\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u53c2\u8003\u6587\u732e\u5f15\u7528\uff1a\u786e\u4fdd\u6765\u6e90\u51c6\u786e**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u53c2\u8003\u6587\u732e\u5f15\u7528\uff1a\u786e\u4fdd\u6765\u6e90\u51c6\u786e**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u53c2\u8003\u6587\u732e\u5f15\u7528\uff1a\u786e\u4fdd\u6765\u6e90\u51c6\u786e**\"><strong>\u53c2\u8003\u6587\u732e\u5f15\u7528\uff1a\u786e\u4fdd\u6765\u6e90\u51c6\u786e<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u786e\u4fdd\u53c2\u8003\u6587\u732e\u7684\u51c6\u786e\u6027\u975e\u5e38\u91cd\u8981\uff0c\u7279\u522b\u662f\u5f53\u591a\u4e2a\u6765\u6e90\u5bf9\u751f\u6210\u7684\u56de\u7b54\u6709\u8d21\u732e\u65f6\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u51e0\u79cd\u65b9\u6cd5\u5b9e\u73b0\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u76f4\u63a5\u6765\u6e90\u6807\u6ce8\uff1a<\/strong>\u00a0\u5728\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u63d0\u793a\u4e2d\u8bbe\u7f6e\u4efb\u52a1\uff0c\u8981\u6c42\u5728\u751f\u6210\u7684\u56de\u5e94\u4e2d\u76f4\u63a5\u6807\u660e\u6765\u6e90\u3002\u8fd9\u79cd\u65b9\u5f0f\u53ef\u4ee5\u660e\u786e\u6807\u6ce8\u539f\u59cb\u6765\u6e90\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u6a21\u7cca\u5339\u914d\u6280\u672f\uff1a<\/strong>\u00a0\u91c7\u7528\u6a21\u7cca\u5339\u914d\u6280\u672f\uff0c\u4f8b\u5982 LlamaIndex \u4f7f\u7528\u7684\uff0c\u6765\u5c06\u751f\u6210\u5185\u5bb9\u7684\u90e8\u5206\u4e0e\u6e90\u7d22\u5f15\u4e2d\u7684\u6587\u672c\u5757\u5bf9\u9f50\u3002\u6a21\u7cca\u5339\u914d\u53ef\u4ee5\u63d0\u9ad8\u5185\u5bb9\u7684\u51c6\u786e\u6027\uff0c\u786e\u4fdd\u5176\u53cd\u6620\u6765\u6e90\u4fe1\u606f\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u901a\u8fc7\u5e94\u7528\u8fd9\u4e9b\u7b56\u7565\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u53c2\u8003\u6587\u732e\u5f15\u7528\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\uff0c\u786e\u4fdd\u751f\u6210\u7684\u56de\u5e94\u65e2\u53ef\u4fe1\u53c8\u6709\u5145\u5206\u7684\u652f\u6301\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u4e2d\u7684\u4ee3\u7406**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210_(RAG)_\u4e2d\u7684\u4ee3\u7406**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u4e2d\u7684\u4ee3\u7406**\"><strong>\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u4e2d\u7684\u4ee3\u7406<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\">\n<p dir=\"auto\"><span class=\"internal-embed media-embed image-embed is-loaded\"><img decoding=\"async\" src=\"data:image\/svg+xml;base64,<?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="930" height="746" viewBox="0 0 930 746"><defs><clipPath id="clip-path"><rect id="Rectangle_88" data-name="Rectangle 88" width="930" height="746" fill="#fff" stroke="#707070" stroke-width="1"></rect></clipPath></defs><g id="Mask_Group_6" data-name="Mask Group 6" clip-path="url(#clip-path)"><g id="Group_212" data-name="Group 212" transform="translate(0 -6)"><g id="Group_211" data-name="Group 211" transform="translate(4)"><text id="Multi-document_Agents" data-name="Multi-document Agents" transform="translate(461 44)" fill="#051b2c" font-size="22" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-124" y="0">Multi-document Agents</tspan></text><g id="Group_195" data-name="Group 195" transform="translate(33 128)"><g id="Rectangle_86" data-name="Rectangle 86" transform="translate(310 235)" fill="#fff" stroke="#707070" stroke-width="1"><rect width="114" height="69" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="113" height="68" rx="7.5" fill="none"></rect></g><text id="Doc_1_Agent" data-name="Doc 1 Agent" transform="translate(367 267)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-24" y="0">Doc 1</tspan><tspan x="-25" y="20">Agent</tspan></text></g><g id="Group_204" data-name="Group 204" transform="translate(433 -73)"><g id="Rectangle_86-2" data-name="Rectangle 86" transform="translate(310 235)" fill="#fff" stroke="#1c54f8" stroke-width="1"><rect width="114" height="69" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="113" height="68" rx="7.5" fill="none"></rect></g><text id="Context_1" data-name="Context 1" transform="translate(367 277)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-41" y="0">Context 1</tspan></text></g><g id="Group_205" data-name="Group 205" transform="translate(433 68)"><g id="Rectangle_86-3" data-name="Rectangle 86" transform="translate(310 235)" fill="#fff" stroke="#1c54f8" stroke-width="1"><rect width="114" height="69" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="113" height="68" rx="7.5" fill="none"></rect></g><text id="Context_2" data-name="Context 2" transform="translate(367 277)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-41" y="0">Context 2</tspan></text></g><g id="Group_197" data-name="Group 197" transform="translate(33 128)"><g id="Rectangle_87" data-name="Rectangle 87" transform="translate(310 447)" fill="#fff" stroke="#707070" stroke-width="1"><rect width="114" height="69" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="113" height="68" rx="7.5" fill="none"></rect></g><text id="Doc_3_Agent" data-name="Doc 3 Agent" transform="translate(367 479)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-24" y="0">Doc 3</tspan><tspan x="-25" y="20">Agent</tspan></text></g><text id="Answer" transform="translate(226 642)" fill="#051b2c" font-size="16" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-28" y="0">Answer</tspan></text><g id="Group_193" data-name="Group 193" transform="translate(199 379)"><circle id="Ellipse_20" data-name="Ellipse 20" cx="48.5" cy="48.5" r="48.5" transform="translate(-21 215)" fill="#e6f0ff"></circle><text id="Answer-2" data-name="Answer" transform="translate(28 270)" fill="#051b2c" font-size="16" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-28" y="0">Answer</tspan></text></g><g id="Group_165" data-name="Group 165" transform="translate(252 218)"><g id="Rectangle_74" data-name="Rectangle 74" transform="translate(301 189)" fill="#fff" stroke="#b9b9b9" stroke-width="1"><rect width="131" height="118" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="130" height="117" rx="7.5" fill="none"></rect></g><text id="Vector_Index_2" data-name="Vector Index 2" transform="translate(367 218)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-27" y="0">Vector</tspan><tspan x="-31" y="18">Index 2</tspan></text><g id="Group_164" data-name="Group 164" transform="translate(-1 -19)"><rect id="Rectangle_75" data-name="Rectangle 75" width="81" height="9" transform="translate(327 265)" fill="#e6f0ff"></rect><rect id="Rectangle_76" data-name="Rectangle 76" width="81" height="9" transform="translate(327 279)" fill="#e6f0ff"></rect><rect id="Rectangle_77" data-name="Rectangle 77" width="81" height="9" transform="translate(327 293)" fill="#e6f0ff"></rect><rect id="Rectangle_78" data-name="Rectangle 78" width="81" height="9" transform="translate(327 307)" fill="#e6f0ff"></rect></g></g><g id="Group_198" data-name="Group 198" transform="translate(169 516) rotate(180)"><path id="Path_39" data-name="Path 39" d="M86.873,0H0" transform="translate(4.595 6.601)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Polygon_22" data-name="Polygon 22" d="M6.5,0,13,11H0Z" transform="translate(0 13) rotate(-90)" fill="#051b2c"></path></g><g id="Group_209" data-name="Group 209" transform="translate(743 344) rotate(180)"><path id="Path_39-2" data-name="Path 39" d="M86.873,0H0" transform="translate(4.595 6.601)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Polygon_22-2" data-name="Polygon 22" d="M6.5,0,13,11H0Z" transform="translate(0 13) rotate(-90)" fill="#051b2c"></path></g><g id="Group_210" data-name="Group 210" transform="translate(743 202.5) rotate(180)"><path id="Path_39-3" data-name="Path 39" d="M86.873,0H0" transform="translate(4.595 6.601)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Polygon_22-3" data-name="Polygon 22" d="M6.5,0,13,11H0Z" transform="translate(0 13) rotate(-90)" fill="#051b2c"></path></g><g id="Group_207" data-name="Group 207" transform="translate(743 606.5) rotate(180)"><path id="Path_39-4" data-name="Path 39" d="M86.873,0H0" transform="translate(4.595 6.601)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Polygon_22-4" data-name="Polygon 22" d="M6.5,0,13,11H0Z" transform="translate(0 13) rotate(-90)" fill="#051b2c"></path></g><path id="Path_39-5" data-name="Path 39" d="M86.873,0H0" transform="translate(338.405 501.649) rotate(180)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Polygon_22-5" data-name="Polygon 22" d="M6.5,0,13,11H0Z" transform="translate(343 495.25) rotate(90)" fill="#051b2c"></path><path id="Polygon_34" data-name="Polygon 34" d="M6.5,0,13,11H0Z" transform="translate(553 323.57) rotate(90)" fill="#051b2c"></path><path id="Polygon_35" data-name="Polygon 35" d="M6.5,0,13,11H0Z" transform="translate(553 183.053) rotate(90)" fill="#051b2c"></path><path id="Polygon_31" data-name="Polygon 31" d="M6.5,0,13,11H0Z" transform="translate(553 593.5) rotate(90)" fill="#051b2c"></path><g id="Group_203" data-name="Group 203" transform="translate(0 184)"><path id="Path_39-6" data-name="Path 39" d="M86.873,0H0" transform="translate(285.595 333.149)" fill="none" stroke="#1c54f8" stroke-width="1"></path><path id="Polygon_30" data-name="Polygon 30" d="M6,0l6,10H0Z" transform="translate(283 339) rotate(-90)" fill="#1c54f8"></path></g><g id="Group_199" data-name="Group 199" transform="translate(220 594.468) rotate(-90)"><path id="Path_39-7" data-name="Path 39" d="M86.873,0H0" transform="translate(4.595 6.601)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Polygon_22-6" data-name="Polygon 22" d="M6.5,0,13,11H0Z" transform="translate(0 13) rotate(-90)" fill="#051b2c"></path></g><g id="Group_191" data-name="Group 191" transform="translate(43 246)"><circle id="Ellipse_20-2" data-name="Ellipse 20" cx="48.5" cy="48.5" r="48.5" transform="translate(-21 215)" fill="#e6f0ff"></circle><text id="Query" transform="translate(28 270)" fill="#051b2c" font-size="16" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-23" y="0">Query</tspan></text></g><g id="Group_194" data-name="Group 194" transform="translate(33 128)"><g id="Rectangle_84" data-name="Rectangle 84" transform="translate(136 347)" fill="#fff" stroke="#707070" stroke-width="1"><rect width="114" height="69" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="113" height="68" rx="7.5" fill="none"></rect></g><text id="Top_Agent" data-name="Top Agent" transform="translate(193 379)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-15" y="0">Top</tspan><tspan x="-25" y="20">Agent</tspan></text></g><g id="Group_196" data-name="Group 196" transform="translate(33 128)"><g id="Rectangle_85" data-name="Rectangle 85" transform="translate(310 347)" fill="#fff" stroke="#707070" stroke-width="1"><rect width="114" height="69" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="113" height="68" rx="7.5" fill="none"></rect></g><text id="Doc_2_Agent" data-name="Doc 2 Agent" transform="translate(367 379)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-24" y="0">Doc 2</tspan><tspan x="-25" y="20">Agent</tspan></text></g><g id="Group_200" data-name="Group 200" transform="translate(0 184)"><path id="Polygon_29" data-name="Polygon 29" d="M6.5,0,13,11H0Z" transform="translate(343 212.309) rotate(90)" fill="#051b2c"></path><path id="Path_48" data-name="Path 48" d="M2583,1682v-72.191h102.875" transform="translate(-2350 -1391)" fill="none" stroke="#051b2c" stroke-width="1"></path></g><path id="Polygon_22-7" data-name="Polygon 22" d="M6,0l6,10H0Z" transform="translate(230 475) rotate(180)" fill="#1c54f8"></path><path id="Polygon_32" data-name="Polygon 32" d="M6,0l6,10H0Z" transform="translate(399 361) rotate(180)" fill="#1c54f8"></path><path id="Polygon_33" data-name="Polygon 33" d="M6,0l6,10H0Z" transform="translate(413 361) rotate(180)" fill="#1c54f8"></path><path id="Path_49" data-name="Path 49" d="M2583.039,1683.031l-.039-73.222h118.316" transform="translate(-2358.723 -1216.633)" fill="none" stroke="#1c54f8" stroke-width="1"></path><path id="Path_50" data-name="Path 50" d="M2807,1718h61.491v91.75h28.224" transform="translate(-2350 -1209.75)" fill="none" stroke="#051b2c" stroke-width="1"></path><g id="Group_167" data-name="Group 167" transform="translate(252 353)"><g id="Rectangle_79" data-name="Rectangle 79" transform="translate(301 189)" fill="#fff" stroke="#b9b9b9" stroke-width="1"><rect width="131" height="118" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="130" height="117" rx="7.5" fill="none"></rect></g><text id="Summary_Index_2" data-name="Summary Index 2" transform="translate(367 218)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-41" y="0">Summary</tspan><tspan x="-31" y="18">Index 2</tspan></text><g id="Group_166" data-name="Group 166" transform="translate(-1 -19)"><rect id="Rectangle_80" data-name="Rectangle 80" width="81" height="9" transform="translate(327 265)" fill="#e6f0ff"></rect><rect id="Rectangle_81" data-name="Rectangle 81" width="81" height="9" transform="translate(327 279)" fill="#e6f0ff"></rect><rect id="Rectangle_82" data-name="Rectangle 82" width="81" height="9" transform="translate(327 293)" fill="#e6f0ff"></rect><rect id="Rectangle_83" data-name="Rectangle 83" width="81" height="9" transform="translate(327 307)" fill="#e6f0ff"></rect></g></g><path id="Path_51" data-name="Path 51" d="M2807,1788.5h29.416V1580.553h58.78" transform="translate(-2350 -1391)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Path_52" data-name="Path 52" d="M2807,1798h49.121v-76.93H2895.6" transform="translate(-2350 -1391)" fill="none" stroke="#051b2c" stroke-width="1"></path><path id="Path_53" data-name="Path 53" d="M3217.669,1587h24.252v-74.926H2767.864l.051,232.9" transform="translate(-2361.245 -1391)" fill="none" stroke="#1c54f8" stroke-width="1"></path><path id="Path_54" data-name="Path 54" d="M3213.809,1728.5h43.823V1494.909h-507.1l.182,250.489" transform="translate(-2357.532 -1391)" fill="none" stroke="#1c54f8" stroke-width="1"></path><path id="Path_55" data-name="Path 55" d="M3150,2027.332v53.927H2838.075V1909.943h-29.431" transform="translate(-2350 -1392.943)" fill="none" stroke="#051b2c" stroke-width="1"></path><g id="Group_206" data-name="Group 206" transform="translate(433 331)"><g id="Rectangle_86-4" data-name="Rectangle 86" transform="translate(310 235)" fill="#fff" stroke="#1c54f8" stroke-width="1"><rect width="114" height="69" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="113" height="68" rx="7.5" fill="none"></rect></g><text id="Context_3" data-name="Context 3" transform="translate(367 277)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-41" y="0">Context 3</tspan></text></g><g id="Group_192" data-name="Group 192" transform="translate(252 83)"><g id="Rectangle_79-2" data-name="Rectangle 79" transform="translate(301 189)" fill="#fff" stroke="#b9b9b9" stroke-width="1"><rect width="131" height="118" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="130" height="117" rx="7.5" fill="none"></rect></g><text id="Summary_Index_1" data-name="Summary Index 1" transform="translate(367 218)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-41" y="0">Summary</tspan><tspan x="-31" y="18">Index 1</tspan></text><g id="Group_166-2" data-name="Group 166" transform="translate(-1 -19)"><rect id="Rectangle_80-2" data-name="Rectangle 80" width="81" height="9" transform="translate(327 265)" fill="#e6f0ff"></rect><rect id="Rectangle_81-2" data-name="Rectangle 81" width="81" height="9" transform="translate(327 279)" fill="#e6f0ff"></rect><rect id="Rectangle_82-2" data-name="Rectangle 82" width="81" height="9" transform="translate(327 293)" fill="#e6f0ff"></rect><rect id="Rectangle_83-2" data-name="Rectangle 83" width="81" height="9" transform="translate(327 307)" fill="#e6f0ff"></rect></g></g><g id="Group_208" data-name="Group 208" transform="translate(252 -52)"><g id="Rectangle_74-2" data-name="Rectangle 74" transform="translate(301 189)" fill="#fff" stroke="#b9b9b9" stroke-width="1"><rect width="131" height="118" rx="8" stroke="none"></rect><rect x="0.5" y="0.5" width="130" height="117" rx="7.5" fill="none"></rect></g><text id="Vector_Index_1" data-name="Vector Index 1" transform="translate(367 218)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-27" y="0">Vector</tspan><tspan x="-31" y="18">Index 1</tspan></text><g id="Group_164-2" data-name="Group 164" transform="translate(-1 -19)"><rect id="Rectangle_75-2" data-name="Rectangle 75" width="81" height="9" transform="translate(327 265)" fill="#e6f0ff"></rect><rect id="Rectangle_76-2" data-name="Rectangle 76" width="81" height="9" transform="translate(327 279)" fill="#e6f0ff"></rect><rect id="Rectangle_77-2" data-name="Rectangle 77" width="81" height="9" transform="translate(327 293)" fill="#e6f0ff"></rect><rect id="Rectangle_78-2" data-name="Rectangle 78" width="81" height="9" transform="translate(327 307)" fill="#e6f0ff"></rect></g></g></g><text id="LeewayHertz" transform="translate(788 734)" fill="#051c2c" font-size="20" font-family="Georgia"><tspan x="0" y="0">LeewayHertz</tspan></text></g></g></svg> \" alt=\"fujian\/d7d484c516d6ec8760cb7cbb223d1b7d_MD5.svg\" \/><\/span><\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4ee3\u7406\u5728\u63d0\u5347\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7cfb\u7edf\u7684\u6027\u80fd\u4e2d\u626e\u6f14\u7740\u91cd\u8981\u89d2\u8272\uff0c\u5b83\u4eec\u901a\u8fc7\u4e3a\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u63d0\u4f9b\u989d\u5916\u7684\u5de5\u5177\u548c\u529f\u80fd\u6765\u62d3\u5c55\u5176\u5e94\u7528\u8303\u56f4\u3002\u6700\u521d\u8fd9\u4e9b\u4ee3\u7406\u662f\u901a\u8fc7 LLM API \u5f15\u5165\u7684\uff0c\u4f7f\u5f97 LLM \u80fd\u591f\u5229\u7528\u5916\u90e8\u4ee3\u7801\u51fd\u6570\u3001API \u751a\u81f3\u5176\u4ed6 LLM\uff0c\u4ece\u800c\u589e\u5f3a\u5176\u529f\u80fd\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4ee3\u7406\u7684\u4e00\u4e2a\u91cd\u8981\u5e94\u7528\u662f\u5728\u591a\u6587\u6863\u68c0\u7d22\u4e2d\u3002\u4f8b\u5982\uff0c\u6700\u8fd1 OpenAI \u7684\u52a9\u624b\u5c55\u793a\u4e86\u8fd9\u4e00\u6982\u5ff5\u7684\u8fdb\u5c55\u3002\u8fd9\u4e9b\u52a9\u624b\u901a\u8fc7\u96c6\u6210\u804a\u5929\u8bb0\u5f55\u3001\u77e5\u8bc6\u5b58\u50a8\u3001\u6587\u6863\u4e0a\u4f20\u63a5\u53e3\u4ee5\u53ca\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u6362\u4e3a\u53ef\u64cd\u4f5c\u547d\u4ee4\u7684\u529f\u80fd\u8c03\u7528 API \u7b49\u7279\u6027\uff0c\u589e\u5f3a\u4e86\u4f20\u7edf LLM \u7684\u529f\u80fd\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4ee3\u7406\u7684\u4f7f\u7528\u8fd8\u6269\u5c55\u5230\u4e86\u591a\u4e2a\u6587\u6863\u7684\u7ba1\u7406\uff0c\u5176\u4e2d\u6bcf\u4e2a\u6587\u6863\u7531\u4e00\u4e2a\u4e13\u95e8\u7684\u4ee3\u7406\u5904\u7406\uff0c\u4f8b\u5982\u603b\u7ed3\u548c\u95ee\u7b54\u3002\u4e00\u4e2a\u4e2d\u592e\u7684\u9ad8\u7ea7\u4ee3\u7406\u8d1f\u8d23\u76d1\u7763\u8fd9\u4e9b\u6587\u6863\u4e13\u7528\u7684\u4ee3\u7406\uff0c\u8def\u7531\u67e5\u8be2\u5e76\u6574\u5408\u56de\u5e94\u3002\u8fd9\u79cd\u8bbe\u7f6e\u652f\u6301\u5728\u591a\u4e2a\u6587\u6863\u95f4\u8fdb\u884c\u590d\u6742\u7684\u6bd4\u8f83\u548c\u5206\u6790\uff0c\u5c55\u793a\u4e86\u5148\u8fdb\u7684 RAG \u6280\u672f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u56de\u5e94\u5408\u6210\u5668\uff1a\u5236\u4f5c\u6700\u7ec8\u7b54\u6848**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u56de\u5e94\u5408\u6210\u5668\uff1a\u5236\u4f5c\u6700\u7ec8\u7b54\u6848**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u56de\u5e94\u5408\u6210\u5668\uff1a\u5236\u4f5c\u6700\u7ec8\u7b54\u6848**\"><strong>\u56de\u5e94\u5408\u6210\u5668\uff1a\u5236\u4f5c\u6700\u7ec8\u7b54\u6848<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">RAG \u6d41\u7a0b\u4e2d\u7684\u6700\u540e\u4e00\u6b65\u662f\u5c06\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u548c\u521d\u59cb\u7528\u6237\u67e5\u8be2\u5408\u6210\u4e3a\u56de\u5e94\u3002\u9664\u4e86\u76f4\u63a5\u5c06\u4e0a\u4e0b\u6587\u4e0e\u67e5\u8be2\u7ed3\u5408\u5e76\u901a\u8fc7 LLM \u5904\u7406\u4e4b\u5916\uff0c\u66f4\u7cbe\u7ec6\u7684\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u8fed\u4ee3\u4f18\u5316\uff1a<\/strong>\u00a0\u5c06\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u5206\u5272\u6210\u8f83\u5c0f\u7684\u90e8\u5206\uff0c\u901a\u8fc7\u591a\u6b21\u4e0e LLM \u7684\u4ea4\u4e92\u6765\u4f18\u5316\u56de\u5e94\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4e0a\u4e0b\u6587\u603b\u7ed3\uff1a<\/strong>\u00a0\u5c06\u5927\u91cf\u7684\u4e0a\u4e0b\u6587\u538b\u7f29\u5230\u9002\u5408 LLM \u63d0\u793a\u7684\u8303\u56f4\u5185\uff0c\u4ee5\u786e\u4fdd\u56de\u5e94\u4fdd\u6301\u96c6\u4e2d\u548c\u76f8\u5173\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u591a\u7b54\u6848\u751f\u6210\uff1a<\/strong>\u00a0\u4ece\u4e0a\u4e0b\u6587\u7684\u4e0d\u540c\u7247\u6bb5\u751f\u6210\u591a\u4e2a\u56de\u5e94\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u56de\u5e94\u6574\u5408\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u7b54\u6848\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e9b\u6280\u672f\u63d0\u5347\u4e86 RAG \u7cfb\u7edf\u56de\u5e94\u7684\u8d28\u91cf\u548c\u51c6\u786e\u6027\uff0c\u5c55\u793a\u4e86\u56de\u5e94\u5408\u6210\u4e2d\u7684\u9ad8\u7ea7\u65b9\u6cd5\u7684\u6f5c\u529b\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u91c7\u7528\u8fd9\u4e9b\u5148\u8fdb\u7684 RAG \u6280\u672f\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u7cfb\u7edf\u7684\u6027\u80fd\u548c\u53ef\u9760\u6027\u3002\u901a\u8fc7\u4f18\u5316\u6bcf\u4e2a\u9636\u6bb5\u7684\u6d41\u7a0b\uff0c\u4ece\u6570\u636e\u9884\u5904\u7406\u5230\u56de\u5e94\u751f\u6210\uff0c\u4f01\u4e1a\u53ef\u4ee5\u521b\u5efa\u66f4\u51c6\u786e\u3001\u9ad8\u6548\u548c\u5f3a\u5927\u7684 AI \u5e94\u7528\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u9ad8\u7ea7 RAG \u7684\u5e94\u7528\u4e0e\u6848\u4f8b\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u9ad8\u7ea7_RAG_\u7684\u5e94\u7528\u4e0e\u6848\u4f8b\" class=\"heading\" dir=\"auto\" data-heading=\"\u9ad8\u7ea7 RAG \u7684\u5e94\u7528\u4e0e\u6848\u4f8b\">\u9ad8\u7ea7 RAG \u7684\u5e94\u7528\u4e0e\u6848\u4f8b<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9ad8\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7cfb\u7edf\u5728\u8bb8\u591a\u9886\u57df\u90fd\u6709\u5e7f\u6cdb\u5e94\u7528\uff0c\u901a\u8fc7\u5176\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u751f\u6210\u80fd\u529b\uff0c\u63d0\u5347\u4e86\u6570\u636e\u5206\u6790\u3001\u51b3\u7b56\u5236\u5b9a\u548c\u7528\u6237\u4e92\u52a8\u7684\u6548\u679c\u3002\u4ece\u5e02\u573a\u7814\u7a76\u5230\u5ba2\u6237\u652f\u6301\u518d\u5230\u5185\u5bb9\u521b\u4f5c\uff0c\u9ad8\u7ea7 RAG \u7cfb\u7edf\u5728\u591a\u4e2a\u65b9\u9762\u90fd\u5c55\u73b0\u4e86\u663e\u8457\u7684\u4f18\u52bf\u3002\u4e0b\u9762\u4ecb\u7ecd\u4e86\u8fd9\u4e9b\u7cfb\u7edf\u5728\u4e0d\u540c\u9886\u57df\u7684\u5177\u4f53\u5e94\u7528\uff1a<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"1. **\u5e02\u573a\u7814\u7a76\u4e0e\u7ade\u4e89\u5206\u6790**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"1._**\u5e02\u573a\u7814\u7a76\u4e0e\u7ade\u4e89\u5206\u6790**\" class=\"heading\" dir=\"auto\" data-heading=\"1. **\u5e02\u573a\u7814\u7a76\u4e0e\u7ade\u4e89\u5206\u6790**\">1.\u00a0<strong>\u5e02\u573a\u7814\u7a76\u4e0e\u7ade\u4e89\u5206\u6790<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6570\u636e\u6574\u5408<\/strong>\uff1aRAG \u7cfb\u7edf\u80fd\u591f\u4ece\u793e\u4ea4\u5a92\u4f53\u3001\u65b0\u95fb\u6587\u7ae0\u548c\u884c\u4e1a\u62a5\u544a\u7b49\u591a\u79cd\u6765\u6e90\u6574\u5408\u5e76\u5206\u6790\u6570\u636e\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8d8b\u52bf\u8bc6\u522b<\/strong>\uff1a\u901a\u8fc7\u5904\u7406\u5927\u91cf\u6570\u636e\uff0cRAG \u7cfb\u7edf\u80fd\u591f\u8bc6\u522b\u5e02\u573a\u7684\u65b0\u5174\u8d8b\u52bf\u548c\u6d88\u8d39\u8005\u884c\u4e3a\u7684\u53d8\u5316\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u7ade\u4e89\u8005\u6d1e\u5bdf<\/strong>\uff1a\u7cfb\u7edf\u63d0\u4f9b\u8be6\u7ec6\u7684\u7ade\u4e89\u5bf9\u624b\u7b56\u7565\u548c\u4e1a\u7ee9\u5206\u6790\uff0c\u5e2e\u52a9\u4f01\u4e1a\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\u548c\u5bf9\u6807\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u53ef\u64cd\u4f5c\u7684\u6d1e\u5bdf<\/strong>\uff1a\u4f01\u4e1a\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u62a5\u544a\u8fdb\u884c\u6218\u7565\u89c4\u5212\u548c\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"2. **\u5ba2\u6237\u652f\u6301\u4e0e\u4e92\u52a8**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"2._**\u5ba2\u6237\u652f\u6301\u4e0e\u4e92\u52a8**\" class=\"heading\" dir=\"auto\" data-heading=\"2. **\u5ba2\u6237\u652f\u6301\u4e0e\u4e92\u52a8**\">2.\u00a0<strong>\u5ba2\u6237\u652f\u6301\u4e0e\u4e92\u52a8<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u56de\u7b54<\/strong>\uff1aRAG \u7cfb\u7edf\u901a\u8fc7\u68c0\u7d22\u77e5\u8bc6\u5e93\u4e2d\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u7ed9\u5ba2\u6237\u63d0\u4f9b\u51c6\u786e\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u51cf\u8f7b\u5de5\u4f5c\u8d1f\u62c5<\/strong>\uff1a\u81ea\u52a8\u5316\u5904\u7406\u5e38\u89c1\u95ee\u9898\uff0c\u51cf\u8f7b\u4e86\u4eba\u5de5\u652f\u6301\u56e2\u961f\u7684\u538b\u529b\uff0c\u8ba9\u4ed6\u4eec\u53ef\u4ee5\u5904\u7406\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u4e2a\u6027\u5316\u670d\u52a1<\/strong>\uff1a\u7cfb\u7edf\u901a\u8fc7\u5206\u6790\u5ba2\u6237\u7684\u5386\u53f2\u8bb0\u5f55\u548c\u504f\u597d\uff0c\u5b9a\u5236\u5316\u56de\u5e94\u548c\u4e92\u52a8\uff0c\u6ee1\u8db3\u4e2a\u4eba\u9700\u6c42\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u63d0\u5347\u4e92\u52a8\u4f53\u9a8c<\/strong>\uff1a\u9ad8\u8d28\u91cf\u7684\u652f\u6301\u670d\u52a1\u63d0\u5347\u4e86\u5ba2\u6237\u6ee1\u610f\u5ea6\uff0c\u5e76\u52a0\u5f3a\u4e86\u5ba2\u6237\u5173\u7cfb\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"3. **\u76d1\u7ba1\u5408\u89c4\u4e0e\u98ce\u9669\u7ba1\u7406**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"3._**\u76d1\u7ba1\u5408\u89c4\u4e0e\u98ce\u9669\u7ba1\u7406**\" class=\"heading\" dir=\"auto\" data-heading=\"3. **\u76d1\u7ba1\u5408\u89c4\u4e0e\u98ce\u9669\u7ba1\u7406**\">3.\u00a0<strong>\u76d1\u7ba1\u5408\u89c4\u4e0e\u98ce\u9669\u7ba1\u7406<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6cd5\u89c4\u5206\u6790<\/strong>\uff1aRAG \u7cfb\u7edf\u626b\u63cf\u548c\u89e3\u8bfb\u6cd5\u5f8b\u6587\u4ef6\u53ca\u76d1\u7ba1\u6307\u5357\uff0c\u786e\u4fdd\u5408\u89c4\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u98ce\u9669\u8bc6\u522b<\/strong>\uff1a\u901a\u8fc7\u5bf9\u6bd4\u5185\u90e8\u653f\u7b56\u4e0e\u5916\u90e8\u6cd5\u89c4\uff0c\u7cfb\u7edf\u8fc5\u901f\u8bc6\u522b\u6f5c\u5728\u7684\u5408\u89c4\u98ce\u9669\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u5408\u89c4\u5efa\u8bae<\/strong>\uff1a\u63d0\u4f9b\u5b9e\u9645\u7684\u5efa\u8bae\uff0c\u5e2e\u52a9\u4f01\u4e1a\u586b\u8865\u5408\u89c4\u7a7a\u767d\uff0c\u964d\u4f4e\u6cd5\u5f8b\u98ce\u9669\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u9ad8\u6548\u62a5\u544a<\/strong>\uff1a\u751f\u6210\u6613\u4e8e\u5ba1\u8ba1\u548c\u68c0\u67e5\u7684\u5408\u89c4\u62a5\u544a\u548c\u6458\u8981\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"4. **\u4ea7\u54c1\u5f00\u53d1\u4e0e\u521b\u65b0**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"4._**\u4ea7\u54c1\u5f00\u53d1\u4e0e\u521b\u65b0**\" class=\"heading\" dir=\"auto\" data-heading=\"4. **\u4ea7\u54c1\u5f00\u53d1\u4e0e\u521b\u65b0**\">4.\u00a0<strong>\u4ea7\u54c1\u5f00\u53d1\u4e0e\u521b\u65b0<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5ba2\u6237\u53cd\u9988\u5206\u6790<\/strong>\uff1aRAG \u7cfb\u7edf\u5206\u6790\u5ba2\u6237\u53cd\u9988\uff0c\u53d1\u73b0\u5e38\u89c1\u95ee\u9898\u548c\u75db\u70b9\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u5e02\u573a\u9700\u6c42\u6d1e\u5bdf<\/strong>\uff1a\u8ddf\u8e2a\u65b0\u5174\u8d8b\u52bf\u548c\u5ba2\u6237\u9700\u6c42\uff0c\u6307\u5bfc\u4ea7\u54c1\u5f00\u53d1\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u521b\u65b0\u5efa\u8bae<\/strong>\uff1a\u6839\u636e\u6570\u636e\u5206\u6790\u63d0\u4f9b\u6f5c\u5728\u7684\u4ea7\u54c1\u529f\u80fd\u548c\u6539\u8fdb\u5efa\u8bae\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u7ade\u4e89\u5b9a\u4f4d<\/strong>\uff1a\u5e2e\u52a9\u4f01\u4e1a\u5f00\u53d1\u7b26\u5408\u5e02\u573a\u9700\u6c42\u4e14\u5728\u7ade\u4e89\u4e2d\u8131\u9896\u800c\u51fa\u7684\u4ea7\u54c1\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"5. **\u91d1\u878d\u5206\u6790\u4e0e\u9884\u6d4b**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"5._**\u91d1\u878d\u5206\u6790\u4e0e\u9884\u6d4b**\" class=\"heading\" dir=\"auto\" data-heading=\"5. **\u91d1\u878d\u5206\u6790\u4e0e\u9884\u6d4b**\">5.\u00a0<strong>\u91d1\u878d\u5206\u6790\u4e0e\u9884\u6d4b<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6570\u636e\u6574\u5408<\/strong>\uff1aRAG \u7cfb\u7edf\u6574\u5408\u91d1\u878d\u6570\u636e\u3001\u5e02\u573a\u60c5\u51b5\u548c\u7ecf\u6d4e\u6307\u6807\uff0c\u8fdb\u884c\u5168\u9762\u5206\u6790\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8d8b\u52bf\u5206\u6790<\/strong>\uff1a\u8bc6\u522b\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u6a21\u5f0f\u548c\u8d8b\u52bf\uff0c\u8f85\u52a9\u9884\u6d4b\u548c\u6295\u8d44\u51b3\u7b56\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6295\u8d44\u5efa\u8bae<\/strong>\uff1a\u63d0\u4f9b\u6709\u5173\u6295\u8d44\u673a\u4f1a\u548c\u98ce\u9669\u56e0\u7d20\u7684\u5b9e\u9645\u5efa\u8bae\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u6218\u7565\u89c4\u5212<\/strong>\uff1a\u901a\u8fc7\u51c6\u786e\u9884\u6d4b\u548c\u6570\u636e\u9a71\u52a8\u7684\u5efa\u8bae\uff0c\u652f\u6301\u6218\u7565\u8d22\u52a1\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"6. **\u8bed\u4e49\u641c\u7d22\u4e0e\u9ad8\u6548\u4fe1\u606f\u68c0\u7d22**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"6._**\u8bed\u4e49\u641c\u7d22\u4e0e\u9ad8\u6548\u4fe1\u606f\u68c0\u7d22**\" class=\"heading\" dir=\"auto\" data-heading=\"6. **\u8bed\u4e49\u641c\u7d22\u4e0e\u9ad8\u6548\u4fe1\u606f\u68c0\u7d22**\">6.\u00a0<strong>\u8bed\u4e49\u641c\u7d22\u4e0e\u9ad8\u6548\u4fe1\u606f\u68c0\u7d22<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u4e0a\u4e0b\u6587\u7406\u89e3<\/strong>: RAG \u7cfb\u7edf\u901a\u8fc7\u7406\u89e3\u7528\u6237\u67e5\u8be2\u7684\u80cc\u666f\u548c\u542b\u4e49\u6765\u8fdb\u884c\u8bed\u4e49\u641c\u7d22\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u76f8\u5173\u7ed3\u679c<\/strong>: \u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u68c0\u7d22\u51fa\u6700\u76f8\u5173\u548c\u6700\u51c6\u786e\u7684\u4fe1\u606f\uff0c\u63d0\u9ad8\u641c\u7d22\u6548\u7387\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u8282\u7701\u65f6\u95f4<\/strong>: \u4f18\u5316\u6570\u636e\u68c0\u7d22\u6d41\u7a0b\uff0c\u51cf\u5c11\u5bfb\u627e\u4fe1\u606f\u7684\u65f6\u95f4\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u63d0\u5347\u51c6\u786e\u6027<\/strong>: \u6bd4\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u641c\u7d22\u65b9\u6cd5\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u641c\u7d22\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"7. **\u63d0\u5347\u5185\u5bb9\u521b\u4f5c**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"7._**\u63d0\u5347\u5185\u5bb9\u521b\u4f5c**\" class=\"heading\" dir=\"auto\" data-heading=\"7. **\u63d0\u5347\u5185\u5bb9\u521b\u4f5c**\">7.\u00a0<strong>\u63d0\u5347\u5185\u5bb9\u521b\u4f5c<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u8d8b\u52bf\u6574\u5408<\/strong>: RAG \u7cfb\u7edf\u5229\u7528\u6700\u65b0\u7684\u6570\u636e\uff0c\u786e\u4fdd\u751f\u6210\u7684\u5185\u5bb9\u7b26\u5408\u5f53\u524d\u5e02\u573a\u8d8b\u52bf\u548c\u89c2\u4f17\u5174\u8da3\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u81ea\u52a8\u751f\u6210\u5185\u5bb9<\/strong>: \u6839\u636e\u4e3b\u9898\u548c\u76ee\u6807\u53d7\u4f17\u81ea\u52a8\u751f\u6210\u5185\u5bb9\u521b\u610f\u548c\u8349\u7a3f\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u589e\u5f3a\u53c2\u4e0e\u5ea6<\/strong>: \u751f\u6210\u66f4\u5177\u5438\u5f15\u529b\u548c\u76f8\u5173\u6027\u7684\u5185\u5bb9\uff0c\u63d0\u5347\u7528\u6237\u4e92\u52a8\u6548\u679c\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u53ca\u65f6\u66f4\u65b0<\/strong>: \u786e\u4fdd\u5185\u5bb9\u53cd\u6620\u6700\u65b0\u4e8b\u4ef6\u548c\u5e02\u573a\u52a8\u6001\uff0c\u4fdd\u6301\u65f6\u6548\u6027\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"8. **\u6587\u672c\u6458\u8981**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"8._**\u6587\u672c\u6458\u8981**\" class=\"heading\" dir=\"auto\" data-heading=\"8. **\u6587\u672c\u6458\u8981**\">8.\u00a0<strong>\u6587\u672c\u6458\u8981<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u9ad8\u6548\u6458\u8981<\/strong>: RAG \u7cfb\u7edf\u80fd\u5bf9\u957f\u7bc7\u6587\u6863\u8fdb\u884c\u6709\u6548\u6458\u8981\uff0c\u63d0\u70bc\u51fa\u5173\u952e\u70b9\u548c\u91cd\u8981\u53d1\u73b0\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8282\u7701\u65f6\u95f4<\/strong>: \u4e3a\u5fd9\u788c\u7684\u9ad8\u7ba1\u548c\u7ecf\u7406\u63d0\u4f9b\u7b80\u6d01\u7684\u62a5\u544a\u6458\u8981\uff0c\u8282\u7701\u9605\u8bfb\u65f6\u95f4\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u91cd\u70b9\u7a81\u51fa<\/strong>: \u7a81\u51fa\u5173\u952e\u4fe1\u606f\uff0c\u5e2e\u52a9\u51b3\u7b56\u8005\u5feb\u901f\u628a\u63e1\u8981\u70b9\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u51b3\u7b56\u6548\u7387\u63d0\u5347<\/strong>: \u4ee5\u6613\u4e8e\u7406\u89e3\u7684\u65b9\u5f0f\u63d0\u4f9b\u76f8\u5173\u4fe1\u606f\uff0c\u63d0\u9ad8\u51b3\u7b56\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"9. **\u9ad8\u7ea7\u95ee\u7b54\u7cfb\u7edf**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"9._**\u9ad8\u7ea7\u95ee\u7b54\u7cfb\u7edf**\" class=\"heading\" dir=\"auto\" data-heading=\"9. **\u9ad8\u7ea7\u95ee\u7b54\u7cfb\u7edf**\">9.\u00a0<strong>\u9ad8\u7ea7\u95ee\u7b54\u7cfb\u7edf<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7cbe\u51c6\u56de\u7b54<\/strong>: RAG \u7cfb\u7edf\u4ece\u5e7f\u6cdb\u7684\u4fe1\u606f\u6e90\u4e2d\u63d0\u53d6\u6570\u636e\uff0c\u751f\u6210\u5bf9\u590d\u6742\u95ee\u9898\u7684\u51c6\u786e\u7b54\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8bbf\u95ee\u63d0\u5347<\/strong>: \u63d0\u5347\u5bf9\u5404\u4e2a\u9886\u57df\u4fe1\u606f\u7684\u8bbf\u95ee\uff0c\u5982\u533b\u7597\u4fdd\u5065\u6216\u91d1\u878d\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u4e0a\u4e0b\u6587\u76f8\u5173<\/strong>: \u6839\u636e\u7528\u6237\u7684\u5177\u4f53\u9700\u6c42\u548c\u95ee\u9898\uff0c\u63d0\u4f9b\u6709\u9488\u5bf9\u6027\u7684\u7b54\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u590d\u6742\u95ee\u9898\u5904\u7406<\/strong>: \u901a\u8fc7\u6574\u5408\u591a\u4e2a\u4fe1\u606f\u6765\u6e90\uff0c\u5904\u7406\u590d\u6742\u95ee\u9898\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"10. **\u5bf9\u8bdd\u4ee3\u7406\u548c\u804a\u5929\u673a\u5668\u4eba**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"10._**\u5bf9\u8bdd\u4ee3\u7406\u548c\u804a\u5929\u673a\u5668\u4eba**\" class=\"heading\" dir=\"auto\" data-heading=\"10. **\u5bf9\u8bdd\u4ee3\u7406\u548c\u804a\u5929\u673a\u5668\u4eba**\">10.\u00a0<strong>\u5bf9\u8bdd\u4ee3\u7406\u548c\u804a\u5929\u673a\u5668\u4eba<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u4e0a\u4e0b\u6587\u4fe1\u606f<\/strong>: RAG \u7cfb\u7edf\u901a\u8fc7\u63d0\u4f9b\u76f8\u5173\u7684\u80cc\u666f\u4fe1\u606f\u6765\u589e\u5f3a\u804a\u5929\u673a\u5668\u4eba\u548c\u865a\u62df\u52a9\u624b\u7684\u4e92\u52a8\u80fd\u529b\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u63d0\u5347\u51c6\u786e\u6027<\/strong>: \u786e\u4fdd\u5bf9\u8bdd\u4ee3\u7406\u7684\u56de\u7b54\u51c6\u786e\u3001\u4fe1\u606f\u4e30\u5bcc\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u7528\u6237\u652f\u6301<\/strong>: \u63d0\u4f9b\u667a\u80fd\u4e14\u54cd\u5e94\u8fc5\u901f\u7684\u5bf9\u8bdd\u754c\u9762\uff0c\u63d0\u5347\u7528\u6237\u5e2e\u52a9\u4f53\u9a8c\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u4e92\u52a8\u81ea\u7136<\/strong>: \u5b9e\u65f6\u68c0\u7d22\u76f8\u5173\u6570\u636e\uff0c\u8ba9\u4e92\u52a8\u66f4\u81ea\u7136\u3001\u66f4\u5177\u5438\u5f15\u529b\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"11. **\u4fe1\u606f\u68c0\u7d22**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"11._**\u4fe1\u606f\u68c0\u7d22**\" class=\"heading\" dir=\"auto\" data-heading=\"11. **\u4fe1\u606f\u68c0\u7d22**\">11.\u00a0<strong>\u4fe1\u606f\u68c0\u7d22<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u9ad8\u7ea7\u641c\u7d22<\/strong>: \u901a\u8fc7 RAG \u7684\u68c0\u7d22\u548c\u751f\u6210\u80fd\u529b\uff0c\u63d0\u5347\u641c\u7d22\u5f15\u64ce\u7684\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4fe1\u606f\u7247\u6bb5\u751f\u6210<\/strong>: \u751f\u6210\u6709\u6548\u7684\u4fe1\u606f\u7247\u6bb5\uff0c\u589e\u5f3a\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u641c\u7d22\u7ed3\u679c\u589e\u5f3a<\/strong>: \u5229\u7528 RAG \u7cfb\u7edf\u751f\u6210\u7684\u7b54\u6848\u4e30\u5bcc\u641c\u7d22\u7ed3\u679c\uff0c\u63d0\u9ad8\u67e5\u8be2\u89e3\u51b3\u6548\u679c\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u77e5\u8bc6\u5f15\u64ce<\/strong>: \u5229\u7528\u516c\u53f8\u6570\u636e\u56de\u7b54\u5185\u90e8\u95ee\u9898\uff0c\u5982\u4eba\u529b\u8d44\u6e90\u653f\u7b56\u6216\u5408\u89c4\u95ee\u9898\uff0c\u4fbf\u4e8e\u4fe1\u606f\u83b7\u53d6\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"12. **\u4e2a\u6027\u5316\u63a8\u8350**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"12._**\u4e2a\u6027\u5316\u63a8\u8350**\" class=\"heading\" dir=\"auto\" data-heading=\"12. **\u4e2a\u6027\u5316\u63a8\u8350**\">12.\u00a0<strong>\u4e2a\u6027\u5316\u63a8\u8350<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5206\u6790\u5ba2\u6237\u6570\u636e<\/strong>: \u901a\u8fc7\u5206\u6790\u8fc7\u5f80\u7684\u8d2d\u4e70\u8bb0\u5f55\u548c\u8bc4\u4ef7\uff0c\u751f\u6210\u4e2a\u6027\u5316\u7684\u4ea7\u54c1\u63a8\u8350\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u63d0\u5347\u8d2d\u7269\u4f53\u9a8c<\/strong>: \u6839\u636e\u4e2a\u4eba\u559c\u597d\u63a8\u8350\u4ea7\u54c1\uff0c\u6539\u5584\u7528\u6237\u8d2d\u7269\u4f53\u9a8c\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u589e\u52a0\u6536\u5165<\/strong>: \u6839\u636e\u5ba2\u6237\u884c\u4e3a\u63a8\u8350\u76f8\u5173\u4ea7\u54c1\uff0c\u63d0\u5347\u9500\u552e\u989d\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u5e02\u573a\u5bf9\u63a5<\/strong>: \u5c06\u63a8\u8350\u5185\u5bb9\u4e0e\u5f53\u524d\u5e02\u573a\u8d8b\u52bf\u5bf9\u63a5\uff0c\u6ee1\u8db3\u4e0d\u65ad\u53d8\u5316\u7684\u5ba2\u6237\u9700\u6c42\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"13. **\u6587\u672c\u8865\u5168**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"13._**\u6587\u672c\u8865\u5168**\" class=\"heading\" dir=\"auto\" data-heading=\"13. **\u6587\u672c\u8865\u5168**\">13.\u00a0<strong>\u6587\u672c\u8865\u5168<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u4e0a\u4e0b\u6587\u8865\u5168<\/strong>: RAG \u7cfb\u7edf\u4ee5\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u65b9\u5f0f\u5b8c\u6210\u90e8\u5206\u6587\u672c\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u63d0\u9ad8\u6548\u7387<\/strong>: \u63d0\u4f9b\u51c6\u786e\u7684\u8865\u5168\uff0c\u7b80\u5316\u4efb\u52a1\u5982\u90ae\u4ef6\u64b0\u5199\u6216\u4ee3\u7801\u7f16\u5199\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u63d0\u5347\u751f\u4ea7\u529b<\/strong>: \u51cf\u5c11\u5b8c\u6210\u5199\u4f5c\u548c\u7f16\u7801\u4efb\u52a1\u7684\u65f6\u95f4\uff0c\u63d0\u5347\u751f\u4ea7\u529b\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u4fdd\u6301\u4e00\u81f4\u6027<\/strong>: \u786e\u4fdd\u6587\u672c\u8865\u5168\u4e0e\u73b0\u6709\u5185\u5bb9\u548c\u8bed\u8c03\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**14. \u6570\u636e\u5206\u6790**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**14._\u6570\u636e\u5206\u6790**\" class=\"heading\" dir=\"auto\" data-heading=\"**14. \u6570\u636e\u5206\u6790**\"><strong>14. \u6570\u636e\u5206\u6790<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5168\u9762\u6570\u636e\u6574\u5408<\/strong>: RAG \u7cfb\u7edf\u6574\u5408\u5185\u90e8\u6570\u636e\u5e93\u3001\u5e02\u573a\u62a5\u544a\u53ca\u5916\u90e8\u6765\u6e90\u7684\u6570\u636e\uff0c\u63d0\u4f9b\u5168\u9762\u89c6\u56fe\u5e76\u8fdb\u884c\u6df1\u5165\u5206\u6790\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u7cbe\u51c6\u9884\u6d4b<\/strong>: \u901a\u8fc7\u5206\u6790\u6700\u65b0\u6570\u636e\u3001\u8d8b\u52bf\u548c\u5386\u53f2\u4fe1\u606f\uff0c\u63d0\u9ad8\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6d1e\u5bdf\u53d1\u73b0<\/strong>: \u5206\u6790\u7efc\u5408\u6570\u636e\u96c6\uff0c\u8bc6\u522b\u548c\u8bc4\u4f30\u65b0\u673a\u4f1a\uff0c\u4e3a\u589e\u957f\u548c\u6539\u8fdb\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u6570\u636e\u9a71\u52a8\u63a8\u8350<\/strong>: \u901a\u8fc7\u5206\u6790\u5168\u9762\u6570\u636e\u96c6\u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u7684\u5efa\u8bae\uff0c\u652f\u6301\u6218\u7565\u51b3\u7b56\uff0c\u63d0\u5347\u6574\u4f53\u51b3\u7b56\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"15. **\u7ffb\u8bd1\u4efb\u52a1**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"15._**\u7ffb\u8bd1\u4efb\u52a1**\" class=\"heading\" dir=\"auto\" data-heading=\"15. **\u7ffb\u8bd1\u4efb\u52a1**\">15.\u00a0<strong>\u7ffb\u8bd1\u4efb\u52a1<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u68c0\u7d22\u7ffb\u8bd1<\/strong>: \u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u7ffb\u8bd1\uff0c\u4ee5\u5e2e\u52a9\u5b8c\u6210\u7ffb\u8bd1\u4efb\u52a1\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4e0a\u4e0b\u6587\u751f\u6210<\/strong>: \u6839\u636e\u4e0a\u4e0b\u6587\u751f\u6210\u4e00\u81f4\u7684\u7ffb\u8bd1\uff0c\u5e76\u53c2\u8003\u68c0\u7d22\u5230\u7684\u8bed\u6599\u5e93\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u63d0\u5347\u51c6\u786e\u6027<\/strong>: \u5229\u7528\u591a\u4e2a\u6765\u6e90\u7684\u6570\u636e\u63d0\u9ad8\u7ffb\u8bd1\u7684\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u63d0\u9ad8\u6548\u7387<\/strong>: \u901a\u8fc7\u81ea\u52a8\u5316\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u751f\u6210\u7b80\u5316\u7ffb\u8bd1\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"16. **\u5ba2\u6237\u53cd\u9988\u5206\u6790**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"16._**\u5ba2\u6237\u53cd\u9988\u5206\u6790**\" class=\"heading\" dir=\"auto\" data-heading=\"16. **\u5ba2\u6237\u53cd\u9988\u5206\u6790**\">16.\u00a0<strong>\u5ba2\u6237\u53cd\u9988\u5206\u6790<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5168\u9762\u5206\u6790<\/strong>: \u4ece\u4e0d\u540c\u6765\u6e90\u5206\u6790\u53cd\u9988\uff0c\u5168\u9762\u4e86\u89e3\u5ba2\u6237\u60c5\u7eea\u548c\u95ee\u9898\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u6df1\u5165\u89c1\u89e3<\/strong>: \u63d0\u4f9b\u8be6\u7ec6\u7684\u89c1\u89e3\uff0c\u63ed\u793a\u91cd\u590d\u7684\u4e3b\u9898\u548c\u5ba2\u6237\u75db\u70b9\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6570\u636e\u6574\u5408<\/strong>: \u6574\u5408\u6765\u81ea\u5185\u90e8\u6570\u636e\u5e93\u3001\u793e\u4ea4\u5a92\u4f53\u548c\u8bc4\u8bba\u7684\u53cd\u9988\uff0c\u8fdb\u884c\u5168\u9762\u5206\u6790\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u4fe1\u606f\u5316\u51b3\u7b56<\/strong>: \u57fa\u4e8e\u5ba2\u6237\u53cd\u9988\u505a\u51fa\u66f4\u5feb\u3001\u66f4\u660e\u667a\u7684\u51b3\u7b56\uff0c\u6539\u8fdb\u4ea7\u54c1\u548c\u670d\u52a1\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e9b\u5e94\u7528\u5c55\u793a\u4e86\u5148\u8fdb RAG \u7cfb\u7edf\u7684\u5e7f\u6cdb\u53ef\u80fd\u6027\uff0c\u4f53\u73b0\u4e86\u5b83\u4eec\u5728\u63d0\u9ad8\u6548\u7387\u3001\u51c6\u786e\u6027\u548c\u6d1e\u5bdf\u529b\u65b9\u9762\u7684\u80fd\u529b\u3002\u65e0\u8bba\u662f\u63d0\u5347\u5ba2\u6237\u652f\u6301\u3001\u589e\u5f3a\u5e02\u573a\u7814\u7a76\u8fd8\u662f\u7b80\u5316\u6570\u636e\u5206\u6790\uff0c\u5148\u8fdb\u7684 RAG \u7cfb\u7edf\u90fd\u80fd\u63d0\u4f9b\u63a8\u52a8\u6218\u7565\u51b3\u7b56\u548c\u8fd0\u8425\u5353\u8d8a\u7684\u5b9d\u8d35\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u4f7f\u7528\u5148\u8fdb\u7684 RAG \u6784\u5efa\u5bf9\u8bdd\u5de5\u5177\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u4f7f\u7528\u5148\u8fdb\u7684_RAG_\u6784\u5efa\u5bf9\u8bdd\u5de5\u5177\" class=\"heading\" dir=\"auto\" data-heading=\"\u4f7f\u7528\u5148\u8fdb\u7684 RAG \u6784\u5efa\u5bf9\u8bdd\u5de5\u5177\">\u4f7f\u7528\u5148\u8fdb\u7684 RAG \u6784\u5efa\u5bf9\u8bdd\u5de5\u5177<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5bf9\u8bdd AI \u5de5\u5177\u5728\u73b0\u4ee3\u7528\u6237\u4e92\u52a8\u4e2d\u626e\u6f14\u7740\u81f3\u5173\u91cd\u8981\u7684\u89d2\u8272\uff0c\u5b83\u4eec\u80fd\u591f\u5728\u5404\u79cd\u5e73\u53f0\u4e0a\u63d0\u4f9b\u751f\u52a8\u548c\u8fc5\u901f\u7684\u53cd\u9988\u3002\u901a\u8fc7\u96c6\u6210\u5148\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u5de5\u5177\u7684\u80fd\u529b\u63d0\u5347\u5230\u4e00\u4e2a\u5168\u65b0\u7684\u9ad8\u5ea6\u3002RAG \u7cfb\u7edf\u5c06\u5f3a\u5927\u7684\u4fe1\u606f\u68c0\u7d22\u529f\u80fd\u4e0e\u5148\u8fdb\u7684\u751f\u6210\u6280\u672f\u7ed3\u5408\uff0c\u786e\u4fdd\u5bf9\u8bdd\u65e2\u5177\u5907\u4e30\u5bcc\u7684\u4fe1\u606f\u6027\uff0c\u53c8\u4fdd\u6301\u81ea\u7136\u7684\u4ea4\u6d41\u6d41\u7545\u6027\u3002\u5f53 RAG \u7cfb\u7edf\u878d\u5165\u5bf9\u8bdd AI 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\/>\n\u7cfb\u7edf\u9996\u5148\u51b3\u5b9a\u7528\u6237\u7684\u95ee\u9898\u662f\u5426\u53ef\u4ee5\u6309\u539f\u6837\u5904\u7406\uff0c\u8fd8\u662f\u9700\u8981\u8fdb\u884c\u91cd\u5851\u3002\u8fd9\u4e00\u6b65\u786e\u4fdd\u7cfb\u7edf\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\uff0c\u5e76\u62e5\u6709\u6240\u6709\u5fc5\u8981\u7684\u4e0a\u4e0b\u6587\uff0c\u4ee5\u4fbf\u5728\u751f\u6210\u56de\u5e94\u524d\u80fd\u591f\u8fdb\u884c\u6709\u6548\u7684\u68c0\u7d22\u6216\u751f\u6210\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u51b3\u7b56\u70b9 2\uff1a\u68c0\u7d22\u8fd8\u662f\u751f\u6210\uff1f<\/strong><br \/>\n\u5728\u9700\u8981\u91cd\u5851\u7684\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u4f1a\u5224\u65ad\u5411\u91cf\u5b58\u50a8\u4e2d\u662f\u5426\u6709\u76f8\u5173\u4fe1\u606f\u3002\u5982\u679c\u627e\u5230\u76f8\u5173\u6570\u636e\uff0c\u7cfb\u7edf\u5c06\u4f7f\u7528 RAG \u8fdb\u884c\u68c0\u7d22\u548c\u56de\u7b54\u751f\u6210\u3002\u5982\u679c\u6ca1\u6709\uff0c\u7cfb\u7edf\u9700\u51b3\u5b9a\u662f\u5426\u4ec5\u9760\u8bed\u8a00\u6a21\u578b\u751f\u6210\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u51b3\u7b56\u70b9 3\uff1a\u544a\u77e5\u8fd8\u662f\u4e92\u52a8\uff1f<\/strong><br \/>\n\u5982\u679c\u5411\u91cf\u5b58\u50a8\u548c\u8bed\u8a00\u6a21\u578b\u90fd\u65e0\u6cd5\u63d0\u4f9b\u6ee1\u610f\u7684\u7b54\u6848\uff0c\u7cfb\u7edf\u4f1a\u544a\u77e5\u7528\u6237\u6ca1\u6709\u76f8\u5173\u4fe1\u606f\uff0c\u4ece\u800c\u4fdd\u6301\u5bf9\u8bdd\u7684\u900f\u660e\u5ea6\u548c\u53ef\u4fe1\u5ea6\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5982\u4f55\u4e3a\u5bf9\u8bdd\u578b RAG \u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5982\u4f55\u4e3a\u5bf9\u8bdd\u578b_RAG_\u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5982\u4f55\u4e3a\u5bf9\u8bdd\u578b RAG \u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a**\"><strong>\u5982\u4f55\u4e3a\u5bf9\u8bdd\u578b RAG \u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u63d0\u793a\u5728\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\u7684\u5bf9\u8bdd\u884c\u4e3a\u4e2d\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002\u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a\u9700\u8981\u5bf9\u80cc\u666f\u4fe1\u606f\u3001\u4e92\u52a8\u76ee\u6807\u4ee5\u53ca\u671f\u671b\u7684\u98ce\u683c\u548c\u8bed\u6c14\u6709\u660e\u786e\u7684\u4e86\u89e3\u3002\u4f8b\u5982\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u80cc\u666f\u63d0\u793a<\/strong>\uff1a\u63d0\u4f9b\u76f8\u5173\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u786e\u4fdd\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5728\u751f\u6210\u6216\u8c03\u6574\u95ee\u9898\u65f6\u638c\u63e1\u5fc5\u8981\u7684\u4e0a\u4e0b\u6587\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u76ee\u6807\u5bfc\u5411\u63d0\u793a<\/strong>\uff1a\u660e\u786e\u6bcf\u4e2a\u63d0\u793a\u7684\u76ee\u7684\uff0c\u6bd4\u5982\u8c03\u6574\u95ee\u9898\u3001\u51b3\u5b9a\u68c0\u7d22\u8fc7\u7a0b\uff0c\u6216\u8005\u751f\u6210\u56de\u5e94\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u98ce\u683c\u548c\u8bed\u6c14<\/strong>\uff1a\u6307\u5b9a\u6240\u9700\u7684\u98ce\u683c\uff08\u5982\u6b63\u5f0f\u3001\u968f\u610f\uff09\u548c\u8bed\u6c14\uff08\u5982\u4fe1\u606f\u6027\u3001\u540c\u7406\u5fc3\uff09\uff0c\u4ee5\u786e\u4fdd\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u7b26\u5408\u7528\u6237\u4f53\u9a8c\u7684\u671f\u671b\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4f7f\u7528\u9ad8\u7ea7\u7684 RAG \u6280\u672f\u6784\u5efa\u5bf9\u8bdd\u5de5\u5177\u9700\u8981\u4e00\u79cd\u7efc\u5408\u7684\u7b56\u7565\uff0c\u5c06\u68c0\u7d22\u548c\u751f\u6210\u7684\u4f18\u52bf\u7ed3\u5408\u8d77\u6765\u3002\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u5bf9\u8bdd\u6d41\u7a0b\u3001\u5b9e\u65bd\u667a\u80fd\u51b3\u7b56\u673a\u5236\u548c\u5236\u5b9a\u6709\u6548\u7684\u63d0\u793a\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u521b\u5efa\u51fa\u65e2\u80fd\u63d0\u4f9b\u51c6\u786e\u4e14\u4e0a\u4e0b\u6587\u4e30\u5bcc\u7684\u56de\u7b54\uff0c\u53c8\u80fd\u4e0e\u7528\u6237\u8fdb\u884c\u81ea\u7136\u3001\u5bcc\u6709\u610f\u4e49\u4e92\u52a8\u7684 AI \u5de5\u5177\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u5982\u4f55\u6784\u5efa\u9ad8\u7ea7 RAG \u5e94\u7528\uff1f\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u5982\u4f55\u6784\u5efa\u9ad8\u7ea7_RAG_\u5e94\u7528\uff1f\" class=\"heading\" dir=\"auto\" data-heading=\"\u5982\u4f55\u6784\u5efa\u9ad8\u7ea7 RAG \u5e94\u7528\uff1f\">\u5982\u4f55\u6784\u5efa\u9ad8\u7ea7 RAG \u5e94\u7528\uff1f<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5f00\u59cb\u65f6\u6784\u5efa\u4e00\u4e2a\u57fa\u672c\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5e94\u7528\u662f\u5f88\u597d\u7684\uff0c\u4f46\u8981\u5728\u66f4\u590d\u6742\u7684\u573a\u666f\u4e2d\u5145\u5206\u53d1\u6325 RAG \u7684\u6f5c\u529b\uff0c\u4f60\u9700\u8981\u8d85\u8d8a\u57fa\u7840\u3002\u672c\u8282\u5c06\u4ecb\u7ecd\u5982\u4f55\u6784\u5efa\u9ad8\u7ea7 RAG \u5e94\u7528\uff0c\u63d0\u5347\u68c0\u7d22\u8fc7\u7a0b\u3001\u63d0\u9ad8\u54cd\u5e94\u51c6\u786e\u6027\uff0c\u5e76\u5b9e\u65bd\u9ad8\u7ea7\u6280\u672f\uff0c\u5982\u67e5\u8be2\u91cd\u5199\u548c\u591a\u9636\u6bb5\u68c0\u7d22\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u6df1\u5165\u9ad8\u7ea7\u6280\u672f\u4e4b\u524d\uff0c\u6211\u4eec\u7b80\u8981\u56de\u987e\u4e00\u4e0b RAG \u5e94\u7528\u7684\u57fa\u672c\u529f\u80fd\u3002RAG \u5e94\u7528\u5c06\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u80fd\u529b\u4e0e\u5916\u90e8\u77e5\u8bc6\u5e93\u7ed3\u5408\uff0c\u7528\u4e8e\u56de\u7b54\u7528\u6237\u67e5\u8be2\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u5305\u62ec\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u68c0\u7d22<\/strong>\uff1a\u5e94\u7528\u4ece\u5411\u91cf\u6570\u636e\u5e93\u6216\u5176\u4ed6\u77e5\u8bc6\u5e93\u4e2d\u641c\u7d22\u4e0e\u7528\u6237\u67e5\u8be2\u76f8\u5173\u7684\u6587\u672c\u7247\u6bb5\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u9605\u8bfb<\/strong>\uff1a\u5c06\u68c0\u7d22\u5230\u7684\u6587\u672c\u4f20\u9012\u7ed9 LLM\uff0c\u6839\u636e\u8fd9\u4e9b\u4e0a\u4e0b\u6587\u751f\u6210\u56de\u5e94\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u79cd\u201c\u5148\u68c0\u7d22\u540e\u9605\u8bfb\u201d\u7684\u65b9\u6cd5\u4e3a LLM \u63d0\u4f9b\u4e86\u6240\u9700\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u4ece\u800c\u5728\u9762\u5bf9\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u7684\u67e5\u8be2\u65f6\u80fd\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u7b54\u6848\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6784\u5efa\u9ad8\u7ea7 RAG \u5e94\u7528\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u7b2c 1 \u6b65\uff1a\u4f7f\u7528\u9ad8\u7ea7\u6280\u672f\u63d0\u5347\u68c0\u7d22**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u7b2c_1_\u6b65\uff1a\u4f7f\u7528\u9ad8\u7ea7\u6280\u672f\u63d0\u5347\u68c0\u7d22**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u7b2c 1 \u6b65\uff1a\u4f7f\u7528\u9ad8\u7ea7\u6280\u672f\u63d0\u5347\u68c0\u7d22**\"><strong>\u7b2c 1 \u6b65\uff1a\u4f7f\u7528\u9ad8\u7ea7\u6280\u672f\u63d0\u5347\u68c0\u7d22<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u68c0\u7d22\u9636\u6bb5\u5bf9\u6700\u7ec8\u54cd\u5e94\u7684\u8d28\u91cf\u81f3\u5173\u91cd\u8981\u3002\u5728\u57fa\u7840 RAG \u5e94\u7528\u4e2d\uff0c\u68c0\u7d22\u8fc7\u7a0b\u76f8\u5bf9\u7b80\u5355\uff0c\u4f46\u5728\u9ad8\u7ea7 RAG \u5e94\u7528\u4e2d\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u589e\u5f3a\u6280\u672f\uff1a<\/p>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**1. \u591a\u9636\u6bb5\u68c0\u7d22**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**1._\u591a\u9636\u6bb5\u68c0\u7d22**\" class=\"heading\" dir=\"auto\" data-heading=\"**1. \u591a\u9636\u6bb5\u68c0\u7d22**\"><strong>1. \u591a\u9636\u6bb5\u68c0\u7d22<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u591a\u9636\u6bb5\u68c0\u7d22\u901a\u8fc7\u591a\u4e2a\u6b65\u9aa4\u7cbe\u7ec6\u5316\u641c\u7d22\uff0c\u5e2e\u52a9\u9501\u5b9a\u6700\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u3002\u901a\u5e38\u5305\u62ec\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u521d\u6b65\u5e7f\u6cdb\u641c\u7d22<\/strong>\uff1a\u4ece\u5e7f\u6cdb\u7684\u68c0\u7d22\u5f00\u59cb\uff0c\u83b7\u53d6\u4e00\u7cfb\u5217\u53ef\u80fd\u76f8\u5173\u7684\u6587\u6863\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u7ec6\u5316\u641c\u7d22<\/strong>\uff1a\u57fa\u4e8e\u521d\u6b65\u7ed3\u679c\u8fdb\u884c\u66f4\u7cbe\u786e\u7684\u68c0\u7d22\uff0c\u7f29\u5c0f\u5230\u6700\u76f8\u5173\u7684\u7247\u6bb5\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u63d0\u9ad8\u68c0\u7d22\u4fe1\u606f\u7684\u7cbe\u5ea6\uff0c\u8fdb\u800c\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u7b54\u6848\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**2. \u67e5\u8be2\u91cd\u5199**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**2._\u67e5\u8be2\u91cd\u5199**\" class=\"heading\" dir=\"auto\" data-heading=\"**2. \u67e5\u8be2\u91cd\u5199**\"><strong>2. \u67e5\u8be2\u91cd\u5199<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u67e5\u8be2\u91cd\u5199\u5c06\u7528\u6237\u7684\u67e5\u8be2\u8f6c\u6362\u4e3a\u66f4\u53ef\u80fd\u5728\u68c0\u7d22\u4e2d\u5f97\u5230\u76f8\u5173\u7ed3\u679c\u7684\u683c\u5f0f\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u51e0\u79cd\u65b9\u5f0f\u5b9e\u73b0\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u96f6\u6837\u672c\u91cd\u5199<\/strong>\uff1a\u5728\u6ca1\u6709\u5177\u4f53\u793a\u4f8b\u7684\u60c5\u51b5\u4e0b\u91cd\u5199\u67e5\u8be2\uff0c\u4f9d\u9760\u6a21\u578b\u7684\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u5c11\u6837\u672c\u91cd\u5199<\/strong>\uff1a\u63d0\u4f9b\u793a\u4f8b\u4ee5\u5e2e\u52a9\u6a21\u578b\u91cd\u5199\u7c7b\u4f3c\u7684\u67e5\u8be2\uff0c\u63d0\u9ad8\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u5b9a\u5236\u91cd\u5199\u5668<\/strong>\uff1a\u5bf9\u4e13\u95e8\u7528\u4e8e\u67e5\u8be2\u91cd\u5199\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u66f4\u597d\u5730\u5904\u7406\u7279\u5b9a\u9886\u57df\u7684\u67e5\u8be2\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e9b\u91cd\u5199\u540e\u7684\u67e5\u8be2\u80fd\u66f4\u597d\u5730\u4e0e\u77e5\u8bc6\u5e93\u4e2d\u7684\u6587\u6863\u8bed\u8a00\u548c\u7ed3\u6784\u5339\u914d\uff0c\u4ece\u800c\u63d0\u9ad8\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**3. \u5b50\u67e5\u8be2\u5206\u89e3**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**3._\u5b50\u67e5\u8be2\u5206\u89e3**\" class=\"heading\" dir=\"auto\" data-heading=\"**3. \u5b50\u67e5\u8be2\u5206\u89e3**\"><strong>3. \u5b50\u67e5\u8be2\u5206\u89e3<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5bf9\u4e8e\u6d89\u53ca\u591a\u4e2a\u95ee\u9898\u6216\u65b9\u9762\u7684\u590d\u6742\u67e5\u8be2\uff0c\u5c06\u67e5\u8be2\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u67e5\u8be2\u53ef\u4ee5\u63d0\u5347\u68c0\u7d22\u6548\u679c\u3002\u6bcf\u4e2a\u5b50\u67e5\u8be2\u5173\u6ce8\u539f\u95ee\u9898\u7684\u67d0\u4e2a\u7279\u5b9a\u65b9\u9762\uff0c\u8fd9\u6837\u7cfb\u7edf\u5c31\u80fd\u4e3a\u6bcf\u4e2a\u90e8\u5206\u68c0\u7d22\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\uff0c\u5e76\u6574\u5408\u7b54\u6848\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u7b2c 2 \u6b65\uff1a\u6539\u8fdb\u56de\u5e94\u751f\u6210**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u7b2c_2_\u6b65\uff1a\u6539\u8fdb\u56de\u5e94\u751f\u6210**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u7b2c 2 \u6b65\uff1a\u6539\u8fdb\u56de\u5e94\u751f\u6210**\"><strong>\u7b2c 2 \u6b65\uff1a\u6539\u8fdb\u56de\u5e94\u751f\u6210<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728\u4f60\u63d0\u5347\u4e86\u68c0\u7d22\u8fc7\u7a0b\u4e4b\u540e\uff0c\u4e0b\u4e00\u6b65\u662f\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u56de\u5e94\u7684\u65b9\u5f0f\uff1a<\/p>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**1. \u540e\u9000\u63d0\u793a**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**1._\u540e\u9000\u63d0\u793a**\" class=\"heading\" dir=\"auto\" data-heading=\"**1. \u540e\u9000\u63d0\u793a**\"><strong>1. \u540e\u9000\u63d0\u793a<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u9762\u5bf9\u590d\u6742\u6216\u591a\u5c42\u6b21\u7684\u95ee\u9898\u65f6\uff0c\u751f\u6210\u4e00\u4e9b\u989d\u5916\u7684\u3001\u66f4\u5bbd\u6cdb\u7684\u67e5\u8be2\u53ef\u80fd\u4f1a\u5f88\u6709\u5e2e\u52a9\u3002\u8fd9\u4e9b\u201c\u540e\u9000\u201d\u63d0\u793a\u80fd\u591f\u5e2e\u52a9\u68c0\u7d22\u66f4\u5e7f\u6cdb\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u4ece\u800c\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u66f4\u5168\u9762\u7684\u56de\u7b54\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**2. \u5047\u8bbe\u6587\u6863\u5d4c\u5165 (HyDE)**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**2._\u5047\u8bbe\u6587\u6863\u5d4c\u5165_(HyDE)**\" class=\"heading\" dir=\"auto\" data-heading=\"**2. \u5047\u8bbe\u6587\u6863\u5d4c\u5165 (HyDE)**\"><strong>2. \u5047\u8bbe\u6587\u6863\u5d4c\u5165 (HyDE)<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">HyDE \u662f\u4e00\u79cd\u5148\u8fdb\u7684\u6280\u672f\uff0c\u901a\u8fc7\u6839\u636e\u7528\u6237\u67e5\u8be2\u751f\u6210\u5047\u8bbe\u6027\u6587\u6863\u6765\u6355\u6349\u67e5\u8be2\u7684\u610f\u56fe\uff0c\u7136\u540e\u7528\u8fd9\u4e9b\u6587\u6863\u5728\u77e5\u8bc6\u5e93\u4e2d\u627e\u5230\u5339\u914d\u7684\u771f\u5b9e\u6587\u6863\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u5408\u5f53\u67e5\u8be2\u4e0e\u76f8\u5173\u80cc\u666f\u5728\u8bed\u4e49\u4e0a\u4e0d\u76f8\u4f3c\u65f6\u4f7f\u7528\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u7b2c 3 \u6b65\uff1a\u6574\u5408\u53cd\u9988\u5faa\u73af**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u7b2c_3_\u6b65\uff1a\u6574\u5408\u53cd\u9988\u5faa\u73af**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u7b2c 3 \u6b65\uff1a\u6574\u5408\u53cd\u9988\u5faa\u73af**\"><strong>\u7b2c 3 \u6b65\uff1a\u6574\u5408\u53cd\u9988\u5faa\u73af<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e3a\u4e86\u4e0d\u65ad\u63d0\u5347 RAG \u5e94\u7528\u7a0b\u5e8f\u7684\u6027\u80fd\uff0c\u5c06\u53cd\u9988\u5faa\u73af\u96c6\u6210\u5230\u7cfb\u7edf\u4e2d\u975e\u5e38\u91cd\u8981\uff1a<\/p>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**1. \u7528\u6237\u53cd\u9988**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**1._\u7528\u6237\u53cd\u9988**\" class=\"heading\" dir=\"auto\" data-heading=\"**1. \u7528\u6237\u53cd\u9988**\"><strong>1. \u7528\u6237\u53cd\u9988<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u52a0\u5165\u4e00\u4e2a\u673a\u5236\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u8bc4\u4ef7\u56de\u5e94\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002\u8fd9\u4e9b\u53cd\u9988\u53ef\u4ee5\u7528\u6765\u8c03\u6574\u68c0\u7d22\u548c\u751f\u6210\u7684\u8fc7\u7a0b\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**2. \u5f3a\u5316\u5b66\u4e60**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**2._\u5f3a\u5316\u5b66\u4e60**\" class=\"heading\" dir=\"auto\" data-heading=\"**2. \u5f3a\u5316\u5b66\u4e60**\"><strong>2. \u5f3a\u5316\u5b66\u4e60<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u6280\u672f\uff0c\u6839\u636e\u7528\u6237\u53cd\u9988\u548c\u5176\u4ed6\u6027\u80fd\u6307\u6807\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u80fd\u591f\u8ba9\u7cfb\u7edf\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\uff0c\u5e76\u9010\u6b65\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u7b2c 4 \u6b65\uff1a\u6269\u5c55\u4e0e\u4f18\u5316**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u7b2c_4_\u6b65\uff1a\u6269\u5c55\u4e0e\u4f18\u5316**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u7b2c 4 \u6b65\uff1a\u6269\u5c55\u4e0e\u4f18\u5316**\"><strong>\u7b2c 4 \u6b65\uff1a\u6269\u5c55\u4e0e\u4f18\u5316<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u968f\u7740 RAG \u5e94\u7528\u7a0b\u5e8f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u6027\u80fd\u7684\u6269\u5c55\u548c\u4f18\u5316\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\uff1a<\/p>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**1. \u5206\u5e03\u5f0f\u68c0\u7d22**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**1._\u5206\u5e03\u5f0f\u68c0\u7d22**\" class=\"heading\" dir=\"auto\" data-heading=\"**1. \u5206\u5e03\u5f0f\u68c0\u7d22**\"><strong>1. \u5206\u5e03\u5f0f\u68c0\u7d22<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e3a\u4e86\u5e94\u5bf9\u5927\u89c4\u6a21\u7684\u77e5\u8bc6\u5e93\uff0c\u5b9e\u65bd\u5206\u5e03\u5f0f\u68c0\u7d22\u7cfb\u7edf\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u53ef\u4ee5\u5728\u591a\u4e2a\u8282\u70b9\u4e4b\u95f4\u5e76\u884c\u5904\u7406\u68c0\u7d22\u4efb\u52a1\uff0c\u4ece\u800c\u964d\u4f4e\u5ef6\u8fdf\uff0c\u63d0\u9ad8\u5904\u7406\u901f\u5ea6\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**2. \u7f13\u5b58\u7b56\u7565**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**2._\u7f13\u5b58\u7b56\u7565**\" class=\"heading\" dir=\"auto\" data-heading=\"**2. \u7f13\u5b58\u7b56\u7565**\"><strong>2. \u7f13\u5b58\u7b56\u7565<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5b9e\u65bd\u7f13\u5b58\u7b56\u7565\u4ee5\u5b58\u50a8\u9891\u7e41\u8bbf\u95ee\u7684\u4e0a\u4e0b\u6587\u5757\uff0c\u51cf\u5c11\u91cd\u590d\u68c0\u7d22\u7684\u9700\u6c42\uff0c\u5e76\u52a0\u5feb\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h4 heading-wrapper\" data-heading=\"**3. \u6a21\u578b\u4f18\u5316**\" data-tag-name=\"h4\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h4 id=\"**3._\u6a21\u578b\u4f18\u5316**\" class=\"heading\" dir=\"auto\" data-heading=\"**3. \u6a21\u578b\u4f18\u5316**\"><strong>3. \u6a21\u578b\u4f18\u5316<\/strong><\/h4>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5e94\u7528\u4e2d\u4f7f\u7528\u7684\u5176\u4ed6\u6a21\u578b\uff0c\u4ee5\u51cf\u5c11\u8ba1\u7b97\u8d1f\u62c5\uff0c\u540c\u65f6\u4fdd\u6301\u51c6\u786e\u6027\u3002\u6a21\u578b\u84b8\u998f\u548c\u91cf\u5316\u7b49\u6280\u672f\u5728\u8fd9\u91cc\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u6784\u5efa\u4e00\u4e2a\u9ad8\u7ea7\u7684 RAG \u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u6df1\u5165\u4e86\u89e3\u68c0\u7d22\u673a\u5236\u548c\u751f\u6210\u6a21\u578b\uff0c\u540c\u65f6\u5177\u5907\u5b9e\u65bd\u548c\u4f18\u5316\u590d\u6742\u6280\u672f\u7684\u80fd\u529b\u3002\u6309\u7167\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u4f60\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u5148\u8fdb\u7684 RAG \u7cfb\u7edf\uff0c\u8d85\u8d8a\u7528\u6237\u7684\u671f\u671b\uff0c\u63d0\u4f9b\u9ad8\u8d28\u91cf\u3001\u4e0a\u4e0b\u6587\u51c6\u786e\u7684\u56de\u5e94\uff0c\u9002\u7528\u4e8e\u5404\u79cd\u5e94\u7528\u573a\u666f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u77e5\u8bc6\u56fe\u8c31\u5728\u9ad8\u7ea7 RAG \u4e2d\u7684\u5d1b\u8d77\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u77e5\u8bc6\u56fe\u8c31\u5728\u9ad8\u7ea7_RAG_\u4e2d\u7684\u5d1b\u8d77\" class=\"heading\" dir=\"auto\" data-heading=\"\u77e5\u8bc6\u56fe\u8c31\u5728\u9ad8\u7ea7 RAG \u4e2d\u7684\u5d1b\u8d77\">\u77e5\u8bc6\u56fe\u8c31\u5728\u9ad8\u7ea7 RAG \u4e2d\u7684\u5d1b\u8d77<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u968f\u7740\u4f01\u4e1a\u8d8a\u6765\u8d8a\u4f9d\u8d56 AI \u6765\u5904\u7406\u590d\u6742\u7684\u6570\u636e\u9a71\u52a8\u4efb\u52a1\uff0c\u77e5\u8bc6\u56fe\u8c31\u5728\u9ad8\u7ea7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u4e2d\u7684\u4f5c\u7528\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<a class=\"external-link\" href=\"https:\/\/www.gartner.com\/en\/articles\/30-emerging-technologies-that-will-guide-your-business-decisions\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.gartner.com\/en\/articles\/30-emerging-technologies-that-will-guide-your-business-decisions\">\u6839\u636e Gartner \u7684\u8bf4\u6cd5\uff0c<\/a>\u00a0\u77e5\u8bc6\u56fe\u8c31\u662f\u672a\u6765\u6709\u671b\u98a0\u8986\u591a\u4e2a\u5e02\u573a\u7684\u524d\u6cbf\u6280\u672f\u4e4b\u4e00\u3002Gartner \u7684<a class=\"external-link\" href=\"https:\/\/www.gartner.com\/en\/articles\/30-emerging-technologies-that-will-guide-your-business-decisions\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" 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data-line=\"2\"><strong>\u5b9e\u73b0\u590d\u6742\u63a8\u7406\uff1a<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u652f\u6301\u591a\u8df3\u63a8\u7406\uff0c\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u904d\u5386\u591a\u4e2a\u5173\u7cfb\u6765\u63a8\u65ad\u65b0\u77e5\u8bc6\u6216\u8fde\u63a5\u4e0d\u540c\u7684\u4fe1\u606f\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u77e5\u8bc6\u56fe\u8c31\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206**\"><strong>\u77e5\u8bc6\u56fe\u8c31\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u77e5\u8bc6\u56fe\u8c31\u4e3b\u8981\u7531\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\u6784\u6210\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u8282\u70b9\uff1a<\/strong>\u00a0\u4ee3\u8868\u77e5\u8bc6\u9886\u57df\u4e2d\u7684\u5404\u79cd\u5b9e\u4f53\u6216\u6982\u5ff5\uff0c\u6bd4\u5982\u4eba\u7269\u3001\u5730\u70b9\u6216\u4e8b\u7269\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8fb9\uff1a<\/strong>\u00a0\u63cf\u8ff0\u8282\u70b9\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8bf4\u660e\u8fd9\u4e9b\u5b9e\u4f53\u662f\u5982\u4f55\u76f8\u4e92\u8fde\u63a5\u7684\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u5c5e\u6027\uff1a<\/strong>\u00a0\u4e0e\u8282\u70b9\u548c\u8fb9\u76f8\u5173\u7684\u9644\u52a0\u4fe1\u606f\u6216\u5143\u6570\u636e\uff0c\u63d0\u4f9b\u66f4\u591a\u80cc\u666f\u6216\u7ec6\u8282\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u4e09\u5143\u7ec4\uff1a<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u7684\u57fa\u672c\u6784\u6210\u5355\u5143\uff0c\u5305\u542b\u4e00\u4e2a\u4e3b\u9898\u3001\u4e00\u4e2a\u8c13\u8bcd\u548c\u4e00\u4e2a\u5bbe\u8bed\uff08\u4f8b\u5982\uff0c\u201c\u7231\u56e0\u65af\u5766\u201d [\u4e3b\u9898] \u201c\u53d1\u73b0\u201d [\u8c13\u8bcd] \u201c\u76f8\u5bf9\u8bba\u201d [\u5bbe\u8bed]\uff09\uff0c\u8fd9\u4e9b\u4e09\u5143\u7ec4\u6784\u5efa\u4e86\u63cf\u8ff0\u5b9e\u4f53\u95f4\u5173\u7cfb\u7684\u57fa\u672c\u6846\u67b6\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31-RAG \u65b9\u6cd5\u8bba**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u77e5\u8bc6\u56fe\u8c31-RAG_\u65b9\u6cd5\u8bba**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31-RAG \u65b9\u6cd5\u8bba**\"><strong>\u77e5\u8bc6\u56fe\u8c31-RAG \u65b9\u6cd5\u8bba<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">KG-RAG \u65b9\u6cd5\u8bba\u5305\u62ec\u4e09\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>KG \u6784\u5efa\uff1a<\/strong>\u00a0\u8fd9\u4e00\u6b65\u662f\u5c06\u975e\u7ed3\u6784\u5316\u7684\u6587\u672c\u6570\u636e\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u786e\u4fdd\u6570\u636e\u7684\u7ec4\u7ec7\u548c\u5173\u8054\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u68c0\u7d22\uff1a<\/strong>\u00a0\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a\u63a2\u7d22\u94fe\uff08CoE\uff09\u7684\u65b0\u578b\u68c0\u7d22\u7b97\u6cd5\uff0c\u7cfb\u7edf\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u6570\u636e\u68c0\u7d22\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u54cd\u5e94\u751f\u6210\uff1a<\/strong>\u00a0\u6700\u540e\uff0c\u5229\u7528\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u751f\u6210\u8fde\u8d2f\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u56de\u7b54\uff0c\u7ed3\u5408\u4e86\u77e5\u8bc6\u56fe\u8c31\u7684\u7ed3\u6784\u5316\u6570\u636e\u548c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e2a\u65b9\u6cd5\u8bba\u7a81\u51fa\u4e86\u7ed3\u6784\u5316\u77e5\u8bc6\u5728\u63d0\u5347 RAG \u7cfb\u7edf\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31\u5728 RAG \u4e2d\u7684\u597d\u5904**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u77e5\u8bc6\u56fe\u8c31\u5728_RAG_\u4e2d\u7684\u597d\u5904**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31\u5728 RAG \u4e2d\u7684\u597d\u5904**\"><strong>\u77e5\u8bc6\u56fe\u8c31\u5728 RAG \u4e2d\u7684\u597d\u5904<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5c06\u77e5\u8bc6\u56fe\u8c31\u878d\u5165 RAG \u7cfb\u7edf\u5e26\u6765\u4e86\u51e0\u4e2a\u663e\u8457\u7684\u4f18\u52bf\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7ed3\u6784\u5316\u77e5\u8bc6\u8868\u793a\uff1a<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u4ee5\u53cd\u6620\u5b9e\u4f53\u95f4\u590d\u6742\u5173\u7cfb\u7684\u65b9\u5f0f\u7ec4\u7ec7\u4fe1\u606f\uff0c\u4f7f\u5f97\u6570\u636e\u68c0\u7d22\u548c\u4f7f\u7528\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u4e0a\u4e0b\u6587\u7406\u89e3\uff1a<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u901a\u8fc7\u6355\u6349\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u63d0\u4f9b\u4e86\u66f4\u52a0\u4e30\u5bcc\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u4f7f RAG \u7cfb\u7edf\u80fd\u591f\u751f\u6210\u66f4\u76f8\u5173\u4e14\u8fde\u8d2f\u7684\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u63a8\u7406\u80fd\u529b\uff1a<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u5e2e\u52a9\u7cfb\u7edf\u901a\u8fc7\u5206\u6790\u5b9e\u4f53\u95f4\u7684\u5173\u7cfb\u63a8\u65ad\u51fa\u65b0\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u751f\u6210\u66f4\u5168\u9762\u548c\u51c6\u786e\u7684\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u77e5\u8bc6\u6574\u5408\uff1a<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u80fd\u591f\u6574\u5408\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u4fe1\u606f\uff0c\u63d0\u4f9b\u66f4\u52a0\u5168\u9762\u7684\u6570\u636e\u89c6\u56fe\uff0c\u5e2e\u52a9\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u53ef\u89e3\u91ca\u6027\u548c\u900f\u660e\u6027\uff1a<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u7684\u7ed3\u6784\u5316\u7279\u6027\u4f7f\u5f97\u63a8\u7406\u8def\u5f84\u6e05\u6670\u6613\u61c2\uff0c\u4fbf\u4e8e\u89e3\u91ca\u7ed3\u8bba\u7684\u5f62\u6210\u8fc7\u7a0b\uff0c\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u4fe1\u5ea6\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5c06 KG \u4e0e LLM-RAG \u96c6\u6210**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5c06_KG_\u4e0e_LLM-RAG_\u96c6\u6210**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5c06 KG \u4e0e LLM-RAG \u96c6\u6210**\"><strong>\u5c06 KG \u4e0e LLM-RAG \u96c6\u6210<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7ed3\u5408\u4f7f\u7528\u4e8e RAG \u7cfb\u7edf\uff0c\u53ef\u4ee5\u589e\u5f3a\u6574\u4f53\u7684\u77e5\u8bc6\u8868\u793a\u548c\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u7ed3\u5408\u5b9e\u73b0\u4e86\u52a8\u6001\u77e5\u8bc6\u878d\u5408\uff0c\u786e\u4fdd\u5728\u63a8\u7406\u65f6\u4fe1\u606f\u4fdd\u6301\u6700\u65b0\u548c\u76f8\u5173\uff0c\u4ece\u800c\u751f\u6210\u66f4\u52a0\u51c6\u786e\u548c\u6709\u6d1e\u5bdf\u529b\u7684\u56de\u7b54\u3002LLM \u53ef\u4ee5\u5229\u7528\u7ed3\u6784\u5316\u6570\u636e\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u63d0\u4f9b\u66f4\u4f18\u8d28\u7684\u7ed3\u679c\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5728\u601d\u7ef4\u94fe\u95ee\u7b54\u4e2d\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5728\u601d\u7ef4\u94fe\u95ee\u7b54\u4e2d\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5728\u601d\u7ef4\u94fe\u95ee\u7b54\u4e2d\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31**\"><strong>\u5728\u601d\u7ef4\u94fe\u95ee\u7b54\u4e2d\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u77e5\u8bc6\u56fe\u8c31\u5728\u601d\u7ef4\u94fe\u95ee\u7b54\u4e2d\u8d8a\u6765\u8d8a\u53d7\u5230\u91cd\u89c6\uff0c\u7279\u522b\u662f\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7ed3\u5408\u4f7f\u7528\u65f6\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u5b50\u95ee\u9898\uff0c\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u7efc\u5408\u5f62\u6210\u6700\u7ec8\u7b54\u6848\u3002\u77e5\u8bc6\u56fe\u8c31\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u7684\u4fe1\u606f\uff0c\u589e\u5f3a\u4e86 LLM \u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4e3e\u4f8b\u6765\u8bf4\uff0c\u4e00\u4e2a LLM 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dir=\"auto\">\u8fc7\u53bb\uff0c\u77e5\u8bc6\u56fe\u8c31\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u5bc6\u96c6\u578b\u9886\u57df\uff0c\u6bd4\u5982\u5927\u6570\u636e\u5206\u6790\u548c\u4f01\u4e1a\u641c\u7d22\u7cfb\u7edf\uff0c\u5176\u4f5c\u7528\u662f\u7ef4\u62a4\u4e0d\u540c\u6570\u636e\u5b64\u5c9b\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u548c\u7edf\u4e00\u6027\u3002\u4f46\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684 RAG \u7cfb\u7edf\u7684\u53d1\u5c55\uff0c\u77e5\u8bc6\u56fe\u8c31\u627e\u5230\u4e86\u65b0\u7684\u5e94\u7528\u573a\u666f\u3002\u73b0\u5728\uff0c\u5b83\u4eec\u4f5c\u4e3a\u5bf9\u6982\u7387\u6027\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u6784\u5316\u8865\u5145\uff0c\u5e2e\u52a9\u51cf\u5c11\u865a\u5047\u4fe1\u606f\uff0c\u63d0\u4f9b\u66f4\u591a\u4e0a\u4e0b\u6587\uff0c\u5e76\u4f5c\u4e3a AI \u7cfb\u7edf\u4e2d\u7684\u8bb0\u5fc6\u548c\u4e2a\u6027\u5316\u673a\u5236\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u4ecb\u7ecd GraphRAG**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u4ecb\u7ecd_GraphRAG**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u4ecb\u7ecd GraphRAG**\"><strong>\u4ecb\u7ecd GraphRAG<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-embed-image el-p\" data-is-embed=\"true\" data-embed-type=\"image\" data-tag-name=\"p\">\n<p dir=\"auto\"><span class=\"internal-embed media-embed image-embed is-loaded\"><img decoding=\"async\" src=\"data:image\/svg+xml;base64,<?xml version="1.0" encoding="UTF-8"?> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="964" height="368" viewBox="0 0 964 368"><defs><clipPath id="clip-path"><rect id="Rectangle_38" data-name="Rectangle 38" width="964" height="368" fill="#fff" stroke="#707070" stroke-width="1"></rect></clipPath></defs><g id="Mask_Group_3" data-name="Mask Group 3" clip-path="url(#clip-path)"><g id="Group_74" data-name="Group 74" 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height="37" rx="18.5" fill="none"></rect></g><text id="Retrieved_Context" data-name="Retrieved Context" transform="translate(624 350)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="-66" y="0">Retrieved Context</tspan></text></g><g id="Group_72" data-name="Group 72"><g id="Rectangle_36" data-name="Rectangle 36" transform="translate(767 206)" fill="#fff" stroke="#707070" stroke-width="1"><rect width="184" height="218" rx="19" stroke="none"></rect><rect x="0.5" y="0.5" width="183" height="217" rx="18.5" fill="none"></rect></g><g id="Group_65" data-name="Group 65" transform="translate(70 24)"><rect id="Rectangle_33" data-name="Rectangle 33" width="159" height="38" rx="19" transform="translate(710 260)" fill="#e6f0ff"></rect><text id="Knowledge_Graphs" data-name="Knowledge Graphs" transform="translate(790 285)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="-70" y="0">Knowledge Graphs</tspan></text></g><g id="Group_66" data-name="Group 66" transform="translate(70 48)"><rect id="Rectangle_34" data-name="Rectangle 34" width="159" height="38" rx="19" transform="translate(710 313)" fill="#e6f0ff"></rect><text id="Vector_Database" data-name="Vector Database" transform="translate(790 338)" fill="#051b2c" font-size="16" font-family="OpenSans, Open Sans"><tspan x="-61" y="0">Vector Database</tspan></text></g><text id="Retrieval" transform="translate(859 251)" fill="#051b2c" font-size="18" font-family="OpenSans-Semibold, Open Sans" font-weight="600"><tspan x="-38" y="0">Retrieval</tspan></text><text id="_" data-name="+" transform="translate(859 352)" fill="#051b2c" font-size="26" font-family="OpenSans-Bold, Open Sans" font-weight="700"><tspan x="-7" y="0">+</tspan></text></g></g><text id="LeewayHertz" transform="translate(835 352)" fill="#051c2c" font-size="20" font-family="Georgia"><tspan x="0" y="0">LeewayHertz</tspan></text></g></g></svg> \" alt=\"fujian\/b457bf34128bacd12797b0d77ca5e5a3_MD5.svg\" \/><\/span><\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">GraphRAG \u662f\u4e00\u79cd\u5148\u8fdb\u7684\u68c0\u7d22\u65b9\u6cd5\uff0c\u5b83\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u6570\u636e\u5e93\u7ed3\u5408\u5728\u4e00\u4e2a RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u67b6\u6784\u4e2d\u3002\u8fd9\u79cd\u6df7\u5408\u6a21\u578b\u5229\u7528\u4e86\u4e24\u79cd\u7cfb\u7edf\u7684\u4f18\u52bf\uff0c\u63d0\u4f9b\u66f4\u52a0\u51c6\u786e\u3001\u6709\u80cc\u666f\u4fe1\u606f\u4e14\u5bb9\u6613\u7406\u89e3\u7684 AI \u89e3\u51b3\u65b9\u6848\u3002<a class=\"external-link\" href=\"https:\/\/www.gartner.com\/en\/articles\/30-emerging-technologies-that-will-guide-your-business-decisions\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.gartner.com\/en\/articles\/30-emerging-technologies-that-will-guide-your-business-decisions\">Gartner \u5df2\u7ecf\u6307\u51fa<\/a>\u00a0\u77e5\u8bc6\u56fe\u8c31\u5728\u63d0\u5347\u4ea7\u54c1\u7b56\u7565\u548c\u521b\u9020\u65b0\u7684 AI \u5e94\u7528\u573a\u666f\u65b9\u9762\u7684\u65e5\u76ca\u91cd\u8981\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">GraphRAG \u7684\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u66f4\u9ad8\u7684\u51c6\u786e\u6027\uff1a<\/strong>\u00a0\u901a\u8fc7\u7ed3\u5408\u7ed3\u6784\u5316\u6570\u636e\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0cGraphRAG \u80fd\u591f\u63d0\u4f9b\u66f4\u51c6\u786e\u548c\u5168\u9762\u7684\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u53ef\u6269\u5c55\u6027\uff1a<\/strong>\u00a0\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5316\u4e86 RAG \u5e94\u7528\u7684\u5f00\u53d1\u548c\u7ef4\u62a4\uff0c\u4f7f\u5176\u5177\u6709\u66f4\u597d\u7684\u53ef\u6269\u5c55\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u53ef\u89e3\u91ca\u6027\uff1a<\/strong>\u00a0GraphRAG \u63d0\u4f9b\u6e05\u6670\u7684\u63a8\u7406\u8def\u5f84\uff0c\u589e\u5f3a\u4e86\u7cfb\u7edf\u7684\u900f\u660e\u5ea6\uff0c\u4f7f AI \u7684\u8f93\u51fa\u7ed3\u679c\u66f4\u5bb9\u6613\u7406\u89e3\u548c\u4fe1\u4efb\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**GraphRAG \u7684\u4f18\u52bf**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**GraphRAG_\u7684\u4f18\u52bf**\" class=\"heading\" dir=\"auto\" data-heading=\"**GraphRAG \u7684\u4f18\u52bf**\"><strong>GraphRAG \u7684\u4f18\u52bf<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">GraphRAG \u76f8\u8f83\u4e8e\u4f20\u7edf\u7684 RAG \u65b9\u6cd5\u5177\u6709\u51e0\u4e2a\u663e\u8457\u7684\u4f18\u52bf\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u66f4\u9ad8\u8d28\u91cf\u7684\u56de\u7b54\uff1a<\/strong>\u00a0\u6574\u5408\u77e5\u8bc6\u56fe\u8c31\u540e\uff0cGraphRAG \u63d0\u9ad8\u4e86 AI \u751f\u6210\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\uff0c\u6700\u8fd1\u7684\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\u51c6\u786e\u6027\u63d0\u9ad8\u4e86\u4e09\u500d\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u6210\u672c\u6548\u76ca\uff1a<\/strong>\u00a0GraphRAG \u66f4\u5177\u6210\u672c\u6548\u76ca\uff0c\u6240\u9700\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u8bad\u7ec3\u6570\u636e\u8f83\u5c11\uff0c\u5bf9\u4e8e\u5e0c\u671b\u4f18\u5316 AI \u6295\u8d44\u7684\u7ec4\u7ec7\u6765\u8bf4\u662f\u4e00\u4e2a\u6709\u5438\u5f15\u529b\u7684\u9009\u62e9\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u66f4\u597d\u7684\u53ef\u6269\u5c55\u6027\uff1a<\/strong>\u00a0\u8fd9\u79cd\u65b9\u6cd5\u652f\u6301\u5927\u89c4\u6a21 AI 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data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5e38\u89c1\u7684_GraphRAG_\u67b6\u6784**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5e38\u89c1\u7684 GraphRAG \u67b6\u6784**\"><strong>\u5e38\u89c1\u7684 GraphRAG \u67b6\u6784<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u51e0\u79cd GraphRAG \u67b6\u6784\u4f5c\u4e3a\u5c06\u77e5\u8bc6\u56fe\u8c31\u6709\u6548\u6574\u5408\u5230 RAG \u7cfb\u7edf\u4e2d\u7684\u65b9\u6cd5\u6b63\u5728\u51fa\u73b0\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5e26\u6709\u8bed\u4e49\u805a\u7c7b\u7684\u77e5\u8bc6\u56fe\u8c31\uff1a<\/strong>\u00a0\u8fd9\u79cd\u67b6\u6784\u901a\u8fc7\u5728\u751f\u6210\u56de\u7b54\u524d\u5bf9\u76f8\u5173\u4fe1\u606f\u8fdb\u884c\u805a\u7c7b\uff0c\u6765\u63d0\u9ad8\u6570\u636e\u68c0\u7d22\u7684\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u6570\u636e\u5e93\u7684\u96c6\u6210\uff1a<\/strong>\u00a0\u8fd9\u79cd\u67b6\u6784\u5c06\u4e24\u4e2a\u7cfb\u7edf\u7ed3\u5408\u8d77\u6765\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u80cc\u666f\uff0c\u4ece\u800c\u751f\u6210\u66f4\u5168\u9762\u548c\u80cc\u666f\u9002\u5b9c\u7684\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u7684\u95ee\u7b54\u7cfb\u7edf\uff1a<\/strong>\u00a0\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\uff0c\u77e5\u8bc6\u56fe\u8c31\u5728\u5411\u91cf\u68c0\u7d22\u540e\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u7b54\u6848\u6dfb\u52a0\u4e8b\u5b9e\u4fe1\u606f\uff0c\u4ee5\u786e\u4fdd\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u56fe\u8c31\u589e\u5f3a\u7684\u6df7\u5408\u68c0\u7d22\uff1a<\/strong>\u00a0\u8fd9\u79cd\u65b9\u6cd5\u7ed3\u5408\u4e86\u5411\u91cf\u641c\u7d22\u3001\u5173\u952e\u5b57\u641c\u7d22\u548c\u56fe\u8c31\u7279\u5b9a\u7684\u67e5\u8be2\uff0c\u63d0\u4f9b\u4e00\u4e2a\u5f3a\u5927\u4e14\u7075\u6d3b\u7684\u68c0\u7d22\u7cfb\u7edf\uff0c\u589e\u5f3a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u76f8\u5173\u56de\u7b54\u7684\u80fd\u529b\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**GraphRAG 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data-line=\"1\"><strong>\u7b54\u6848\u589e\u5f3a\uff1a<\/strong>\u00a0\u901a\u8fc7\u6dfb\u52a0\u76f8\u5173\u4e8b\u5b9e\u6765\u63d0\u9ad8\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u7b54\u6848\u63a7\u5236\uff1a<\/strong>\u00a0\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u9a8c\u8bc1 AI \u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\uff0c\u51cf\u5c11\u9519\u8bef\u6216\u865a\u5047\u4fe1\u606f\u7684\u98ce\u9669\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u8fd9\u4e9b\u6a21\u5f0f\u5c55\u793a\u4e86 GraphRAG \u5982\u4f55\u6539\u53d8 AI \u7cfb\u7edf\u5904\u7406\u590d\u6742\u67e5\u8be2\u548c\u751f\u6210\u56de\u7b54\u7684\u65b9\u5f0f\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><strong>GraphRAG \u7684\u5e94\u7528<\/strong><\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6cd5\u5f8b\u7814\u7a76\uff1a<\/strong>\u00a0GraphRAG \u80fd\u591f\u5728\u590d\u6742\u7684\u6cd5\u5f8b\u3001\u5224\u4f8b\u548c\u6848\u4f8b\u7814\u7a76\u7f51\u7edc\u4e2d\u5bfc\u822a\uff0c\u4e3a\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u5458\u63d0\u4f9b\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u53d1\u73b0\u76f8\u5173\u6cd5\u5f8b\u4fe1\u606f\u548c\u6f5c\u5728\u8054\u7cfb\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u533b\u7597\u5065\u5eb7\uff1a<\/strong>\u00a0\u5728\u533b\u7597\u9886\u57df\uff0cGraphRAG \u5e2e\u52a9\u7406\u89e3\u533b\u5b66\u77e5\u8bc6\u3001\u60a3\u8005\u5386\u53f2\u548c\u6cbb\u7597\u9009\u9879\u4e2d\u7684\u590d\u6742\u5173\u7cfb\uff0c\u4ece\u800c\u63d0\u9ad8\u8bca\u65ad\u51c6\u786e\u6027\u548c\u4e2a\u6027\u5316\u6cbb\u7597\u8ba1\u5212\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u91d1\u878d\u5206\u6790\uff1a<\/strong>\u00a0GraphRAG 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\u7684\u51fa\u73b0\u5c55\u793a\u4e86\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u4f20\u7edf\u5411\u91cf\u65b9\u6cd5\u7ed3\u5408\u7684\u4f18\u52bf\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u5168\u9762\u3001\u66f4\u9ad8\u6548\u7684\u4fe1\u606f\u68c0\u7d22\u548c\u56de\u7b54\u751f\u6210\u7684\u65b9\u6cd5\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"\u9ad8\u7ea7 RAG\uff1a\u901a\u8fc7\u591a\u6a21\u6001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u62d3\u5c55\u89c6\u91ce\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"\u9ad8\u7ea7_RAG\uff1a\u901a\u8fc7\u591a\u6a21\u6001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u62d3\u5c55\u89c6\u91ce\" class=\"heading\" dir=\"auto\" data-heading=\"\u9ad8\u7ea7 RAG\uff1a\u901a\u8fc7\u591a\u6a21\u6001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u62d3\u5c55\u89c6\u91ce\">\u9ad8\u7ea7 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\u80fd\u591f\u5904\u7406\u548c\u6574\u5408\u591a\u79cd\u6570\u636e\u5f62\u5f0f\u2014\u2014\u5982\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u2014\u2014\u4ee5\u751f\u6210\u5185\u5bb9\u4e30\u5bcc\u4e14\u5177\u6709\u4e0a\u4e0b\u6587\u7684\u8f93\u51fa\u3002\u901a\u8fc7\u5229\u7528\u591a\u6a21\u6001\u6570\u636e\uff0c\u8fd9\u4e9b\u5148\u8fdb\u7684 AI \u7cfb\u7edf\u53d8\u5f97\u66f4\u52a0\u7075\u6d3b\u3001\u4e0a\u4e0b\u6587\u654f\u611f\uff0c\u5e76\u80fd\u63d0\u4f9b\u66f4\u6df1\u5165\u7684\u89c1\u89e3\u548c\u66f4\u51c6\u786e\u7684\u56de\u5e94\u3002\u672c\u8282\u5c06\u63a2\u8ba8\u591a\u6a21\u6001 RAG \u7684\u6838\u5fc3\u6982\u5ff5\u3001\u64cd\u4f5c\u673a\u5236\u4ee5\u53ca\u6f5c\u5728\u5e94\u7528\uff0c\u7a81\u663e\u5176\u5728\u4e0b\u4e00\u4ee3 AI \u4ea4\u4e92\u4e2d\u7684\u91cd\u8981\u6027\u3002<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u7406\u89e3\u591a\u6a21\u6001 RAG**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u7406\u89e3\u591a\u6a21\u6001_RAG**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u7406\u89e3\u591a\u6a21\u6001 RAG**\"><strong>\u7406\u89e3\u591a\u6a21\u6001 RAG<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u591a\u6a21\u6001 RAG \u662f\u7ecf\u5178 RAG \u6846\u67b6\u7684\u9ad8\u7ea7\u6269\u5c55\uff0c\u5b83\u5c06\u68c0\u7d22\u673a\u5236\u4e0e\u591a\u79cd\u6570\u636e\u7c7b\u578b\u7684\u751f\u6210\u5f0f AI \u7ed3\u5408\u8d77\u6765\u3002\u4f20\u7edf\u7684 RAG \u7cfb\u7edf\u901a\u8fc7\u67e5\u8be2\u6587\u672c\u6570\u636e\u5e93\u83b7\u53d6\u4fe1\u606f\uff0c\u800c\u591a\u6a21\u6001 RAG \u5219\u901a\u8fc7\u5c06\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u6574\u5408\u5230\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u6269\u5c55\u4e86\u8fd9\u4e00\u80fd\u529b\u3002\u8fd9\u79cd\u6269\u5c55\u4f7f AI 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\u6a21\u578b\u5c31\u53ef\u4ee5\u5904\u7406\u3002\u8fd9\u4e9b\u5411\u91cf\u5b58\u50a8\u5728\u4e00\u4e2a\u5171\u4eab\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\uff0c\u5176\u4e2d\u5305\u542b\u6765\u81ea\u4e0d\u540c\u6a21\u6001\u7684\u6570\u636e\u3002\u5f53\u8fdb\u884c\u67e5\u8be2\u65f6\uff0c\u6a21\u578b\u4f1a\u4ece\u8fd9\u4e9b\u6a21\u6001\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u4ece\u800c\u786e\u4fdd\u63d0\u4f9b\u66f4\u52a0\u4e30\u5bcc\u548c\u51c6\u786e\u7684\u56de\u5e94\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u5173\u4e8e\u5386\u53f2\u4e8b\u4ef6\u7684\u67e5\u8be2\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u68c0\u7d22\u6587\u672c\u63cf\u8ff0\u3001\u76f8\u5173\u56fe\u50cf\u3001\u4e13\u5bb6\u8bc4\u8bba\u7684\u97f3\u9891\u7247\u6bb5\u548c\u89c6\u9891\u955c\u5934\uff0c\u8fd9\u4e9b\u4fe1\u606f\u5171\u540c\u6784\u6210\u4e00\u4e2a\u66f4\u8be6\u7ec6\u548c\u4fe1\u606f\u4e30\u5bcc\u7684\u56de\u7b54\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5b9e\u73b0\u591a\u6a21\u6001 RAG \u7684\u65b9\u6cd5**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5b9e\u73b0\u591a\u6a21\u6001_RAG_\u7684\u65b9\u6cd5**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5b9e\u73b0\u591a\u6a21\u6001 RAG \u7684\u65b9\u6cd5**\"><strong>\u5b9e\u73b0\u591a\u6a21\u6001 RAG \u7684\u65b9\u6cd5<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5b9e\u73b0\u591a\u6a21\u6001 RAG \u53ef\u4ee5\u91c7\u7528\u591a\u79cd\u65b9\u6cd5\uff0c\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u70b9\u548c\u6311\u6218\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5355\u4e00\u591a\u6a21\u6001\u6a21\u578b\uff1a<\/strong><br \/>\n\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u7528\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u88ab\u8bad\u7ec3\u6765\u5c06\u5404\u79cd\u6570\u636e\u7c7b\u578b\u2014\u2014\u5982\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u2014\u2014\u7f16\u7801\u5230\u4e00\u4e2a\u5171\u540c\u7684\u5411\u91cf\u7a7a\u95f4\u4e2d\u3002\u6a21\u578b\u7136\u540e\u53ef\u4ee5\u65e0\u7f1d\u5730\u5728\u8fd9\u4e9b\u6570\u636e\u7c7b\u578b\u4e4b\u95f4\u8fdb\u884c\u68c0\u7d22\u548c\u751f\u6210\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u4f7f\u7528\u5355\u4e00\u6a21\u578b\u7b80\u5316\u4e86\u8fc7\u7a0b\uff0c\u4f46\u5b83\u9700\u8981\u590d\u6742\u7684\u8bad\u7ec3\uff0c\u4ee5\u786e\u4fdd\u51c6\u786e\u5730\u7f16\u7801\u548c\u68c0\u7d22\u591a\u6a21\u6001\u6570\u636e\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u57fa\u4e8e\u6587\u672c\u7684\u57fa\u7840\u6a21\u6001\uff1a<\/strong><br \/>\n\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u975e\u6587\u672c\u6570\u636e\u5728\u7f16\u7801\u548c\u5b58\u50a8\u4e4b\u524d\u4f1a\u88ab\u8f6c\u6362\u4e3a\u6587\u672c\u63cf\u8ff0\u3002\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u6587\u672c\u6a21\u578b\u7684\u4f18\u52bf\u3002\u7136\u800c\uff0c\u5728\u8f6c\u6362\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u6709\u4fe1\u606f\u4e22\u5931\uff0c\u56e0\u4e3a\u56fe\u50cf\u6216\u97f3\u9891\u4e2d\u7684\u7ec6\u5fae\u5dee\u522b\u53ef\u80fd\u5728\u6587\u672c\u4e2d\u65e0\u6cd5\u5b8c\u5168\u4f53\u73b0\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u591a\u4e2a\u7f16\u7801\u5668\uff1a<\/strong><br \/>\n\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\u6765\u7f16\u7801\u4e0d\u540c\u7684\u6570\u636e\u7c7b\u578b\uff0c\u6bcf\u79cd\u6570\u636e\u7c7b\u578b\u7531\u5176\u4e13\u95e8\u7684\u6a21\u578b\u5904\u7406\u3002\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u5c06\u6574\u5408\u8fd9\u4e9b\u7ed3\u679c\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u66f4\u4e13\u4e1a\u7684\u7f16\u7801\u548c\u66f4\u51c6\u786e\u7684\u6570\u636e\u68c0\u7d22\uff0c\u4f46\u5b83\u589e\u52a0\u4e86\u7cfb\u7edf\u7684\u590d\u6742\u6027\uff0c\u9700\u8981\u5bf9\u591a\u4e2a\u6a21\u578b\u53ca\u5176\u76f8\u4e92\u4f5c\u7528\u8fdb\u884c\u7ec6\u81f4\u7684\u7ba1\u7406\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u591a\u6a21\u6001 RAG \u7684\u67b6\u6784**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u591a\u6a21\u6001_RAG_\u7684\u67b6\u6784**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u591a\u6a21\u6001 RAG \u7684\u67b6\u6784**\"><strong>\u591a\u6a21\u6001 RAG \u7684\u67b6\u6784<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u591a\u6a21\u6001 RAG \u7684\u67b6\u6784\u5efa\u7acb\u5728\u4f20\u7edf RAG \u7684\u57fa\u7840\u4e0a\uff0c\u540c\u65f6\u878d\u5408\u4e86\u5904\u7406\u591a\u79cd\u6570\u636e\u7c7b\u578b\u7684\u590d\u6742\u6027\u3002\u6838\u5fc3\u67b6\u6784\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7279\u5b9a\u6a21\u6001\u7f16\u7801\u5668\uff1a<\/strong><br \/>\n\u6bcf\u79cd\u6570\u636e\u6a21\u6001\uff0c\u5982\u6587\u672c\u3001\u56fe\u50cf\u6216\u97f3\u9891\uff0c\u90fd\u7531\u4e00\u4e2a\u4e13\u95e8\u7684\u7f16\u7801\u5668\u5904\u7406\u3002\u8fd9\u4e9b\u7f16\u7801\u5668\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u5d4c\u5165\u7a7a\u95f4\uff0c\u4f7f\u6240\u6709\u6a21\u6001\u80fd\u591f\u4ee5\u6807\u51c6\u5316\u7684\u65b9\u5f0f\u8fdb\u884c\u6bd4\u8f83\u548c\u68c0\u7d22\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u5171\u4eab\u5d4c\u5165\u7a7a\u95f4\uff1a<\/strong><br \/>\n\u591a\u6a21\u6001 RAG \u7684\u4e00\u4e2a\u5173\u952e\u7ec4\u4ef6\u662f\u5171\u4eab\u5d4c\u5165\u7a7a\u95f4\uff0c\u5176\u4e2d\u5b58\u50a8\u4e86\u6765\u81ea\u4e0d\u540c\u6a21\u6001\u7684\u7f16\u7801\u5411\u91cf\u3002\u8fd9\u4e2a\u7a7a\u95f4\u5141\u8bb8\u8fdb\u884c\u8de8\u6a21\u6001\u7684\u6bd4\u8f83\u548c\u68c0\u7d22\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u4e0d\u540c\u6570\u636e\u7c7b\u578b\u4e2d\u7684\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u68c0\u7d22\u5668\uff1a<\/strong><br \/>\n\u68c0\u7d22\u5668\u7ec4\u4ef6\u8d1f\u8d23\u67e5\u8be2\u5171\u4eab\u5d4c\u5165\u7a7a\u95f4\uff0c\u4ee5\u627e\u5230\u8de8\u6a21\u6001\u7684\u6700\u76f8\u5173\u6570\u636e\u70b9\u3002\u5b83\u53ef\u4ee5\u6839\u636e\u5404\u79cd\u6807\u51c6\u68c0\u7d22\u4fe1\u606f\uff0c\u5982\u4e0e\u8f93\u5165\u67e5\u8be2\u7684\u76f8\u5173\u6027\u6216\u4e0e\u7a7a\u95f4\u5185\u5176\u4ed6\u6570\u636e\u70b9\u7684\u76f8\u4f3c\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"6\"><strong>\u751f\u6210\u5668\uff1a<\/strong><br \/>\n\u4e00\u65e6\u68c0\u7d22\u5230\u76f8\u5173\u4fe1\u606f\uff0c\u751f\u6210\u5668\u7ec4\u4ef6\u4f1a\u5c06\u8fd9\u4e9b\u6570\u636e\u6574\u5408\u5230 AI \u6a21\u578b\u7684\u56de\u5e94\u4e2d\u3002\u751f\u6210\u5668\u901a\u5e38\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u80fd\u591f\u5c06\u6765\u81ea\u591a\u4e2a\u6a21\u6001\u7684\u89c1\u89e3\u7f16\u7ec7\u6210\u8fde\u8d2f\u4e14\u4e0a\u4e0b\u6587\u51c6\u786e\u7684\u8f93\u51fa\u3002<\/li>\n<li dir=\"auto\" data-line=\"8\"><strong>\u878d\u5408\u673a\u5236\uff1a<\/strong><br \/>\n\u878d\u5408\u673a\u5236\u8d1f\u8d23\u5c06\u68c0\u7d22\u5230\u7684\u591a\u6a21\u6001\u6570\u636e\u5408\u5e76\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u8868\u793a\uff0c\u4ee5\u4f9b\u751f\u6210\u5668\u4f7f\u7528\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u6d89\u53ca\u9009\u62e9\u6700\u76f8\u5173\u7684\u6a21\u6001\u6216\u4ece\u4e0d\u540c\u6765\u6e90\u5408\u6210\u4fe1\u606f\uff0c\u4ee5\u521b\u5efa\u4e00\u4e2a\u5168\u9762\u7684\u56de\u5e94\u3002<\/li>\n<\/ol>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5728 RAG \u7cfb\u7edf\u4e2d\u7ba1\u7406\u4e0d\u540c\u6a21\u6001\u7684\u4fe1\u606f\u9700\u8981\u91c7\u7528\u51e0\u4e2a\u5173\u952e\u7b56\u7565\uff1a<\/p>\n<\/div>\n<div class=\"el-ol\" data-tag-name=\"ol\">\n<ol>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7edf\u4e00\u5d4c\u5165\u7a7a\u95f4\uff1a<\/strong><br \/>\n\u5c06\u6240\u6709\u6570\u636e\u7c7b\u578b\u7f16\u7801\u5230\u4e00\u4e2a\u5171\u540c\u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\uff0c\u4f7f\u7cfb\u7edf\u80fd\u591f\u9ad8\u6548\u5730\u6267\u884c\u8de8\u6a21\u6001\u7684\u68c0\u7d22\u64cd\u4f5c\u3002\u540c\u65f6\uff0c\u8fd9\u4e2a\u5d4c\u5165\u7a7a\u95f4\u4e5f\u4e3a\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u6574\u5408\u548c\u5bf9\u9f50\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u673a\u5236\uff1a<\/strong><br \/>\n\u4f7f\u7528\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u673a\u5236\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u96c6\u4e2d\u5173\u6ce8\u68c0\u7d22\u6570\u636e\u4e2d\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u4e0d\u8bba\u8fd9\u4e9b\u4fe1\u606f\u6765\u81ea\u54ea\u4e2a\u6a21\u6001\u3002\u8fd9\u6709\u52a9\u4e8e\u5728\u6700\u7ec8\u7684\u54cd\u5e94\u4e2d\u5e73\u8861\u5404\u7c7b\u6570\u636e\u7684\u91cd\u8981\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u6a21\u6001\u7279\u5b9a\u7684\u540e\u5904\u7406\uff1a<\/strong><br \/>\n\u5728\u68c0\u7d22\u5b8c\u6210\u540e\uff0c\u53ef\u80fd\u9700\u8981\u5bf9\u6bcf\u79cd\u6a21\u6001\u7684\u6570\u636e\u8fdb\u884c\u7279\u5b9a\u7684\u540e\u5904\u7406\uff0c\u4f8b\u5982\u8c03\u6574\u56fe\u50cf\u5927\u5c0f\u6216\u89c4\u8303\u5316\u97f3\u9891\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u5728\u6574\u5408\u548c\u751f\u6210\u65f6\u8fbe\u5230\u6700\u4f73\u72b6\u6001\u3002<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u591a\u6a21\u6001 RAG \u5728\u804a\u5929\u673a\u5668\u4eba\u4e2d\u7684\u5e94\u7528**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u591a\u6a21\u6001_RAG_\u5728\u804a\u5929\u673a\u5668\u4eba\u4e2d\u7684\u5e94\u7528**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u591a\u6a21\u6001 RAG \u5728\u804a\u5929\u673a\u5668\u4eba\u4e2d\u7684\u5e94\u7528**\"><strong>\u591a\u6a21\u6001 RAG \u5728\u804a\u5929\u673a\u5668\u4eba\u4e2d\u7684\u5e94\u7528<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u591a\u6a21\u6001 RAG \u5927\u5927\u63d0\u5347\u4e86\u804a\u5929\u673a\u5668\u4eba\u7684\u529f\u80fd\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u63d0\u4f9b\u66f4\u52a0\u4e30\u5bcc\u548c\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u4e92\u52a8\u4f53\u9a8c\u3002\u4f20\u7edf\u804a\u5929\u673a\u5668\u4eba\u4e3b\u8981\u4f9d\u9760\u6587\u672c\uff0c\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5bf9\u6d89\u53ca\u89c6\u89c9\u6216\u542c\u89c9\u4fe1\u606f\u7684\u54cd\u5e94\u80fd\u529b\u3002\u800c\u591a\u6a21\u6001 RAG \u4f7f\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u4ece\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7247\u6bb5\u4e2d\u83b7\u53d6\u548c\u6574\u5408\u4fe1\u606f\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u5168\u9762\u548c\u6709\u8da3\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u4f8b\u5982\uff0c\u4f7f\u7528\u591a\u6a21\u6001 RAG \u7684\u00a0<a class=\"external-link\" href=\"https:\/\/www.leewayhertz.com\/ai-chatbot-development-company\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/www.leewayhertz.com\/ai-chatbot-development-company\/\">\u5ba2\u6237\u652f\u6301\u804a\u5929\u673a\u5668\u4eba<\/a>\u00a0\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u67e5\u8be2\u5c55\u793a\u6559\u5b66\u89c6\u9891\u3001\u4ea7\u54c1\u56fe\u7247\u6216\u97f3\u9891\u6307\u5357\uff0c\u4f7f\u7528\u6237\u83b7\u5f97\u66f4\u4e92\u52a8\u3001\u66f4\u5b9e\u7528\u7684\u5e2e\u52a9\u3002\u8fd9\u5728\u96f6\u552e\u3001\u533b\u7597\u548c\u6559\u80b2\u7b49\u9886\u57df\u5c24\u4e3a\u91cd\u8981\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u9886\u57df\u7684\u6c9f\u901a\u5f80\u5f80\u9700\u8981\u591a\u79cd\u4fe1\u606f\u5f62\u5f0f\u7684\u652f\u6301\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u591a\u6a21\u6001 RAG \u7684\u5e94\u7528\u62d3\u5c55**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u591a\u6a21\u6001_RAG_\u7684\u5e94\u7528\u62d3\u5c55**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u591a\u6a21\u6001 RAG \u7684\u5e94\u7528\u62d3\u5c55**\"><strong>\u591a\u6a21\u6001 RAG \u7684\u5e94\u7528\u62d3\u5c55<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u591a\u6a21\u6001\u529f\u80fd\u7684\u5f15\u5165\u6b63\u5728\u4e3a\u5404\u884c\u5404\u4e1a\u5f00\u8f9f\u65b0\u7684\u673a\u4f1a\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u533b\u7597\u4fdd\u5065\uff1a<\/strong><br \/>\n\u591a\u6a21\u6001 RAG \u53ef\u4ee5\u5c06\u6587\u672c\u533b\u7597\u8bb0\u5f55\u3001\u653e\u5c04\u5b66\u56fe\u50cf\u3001\u5b9e\u9a8c\u5ba4\u7ed3\u679c\u4ee5\u53ca\u60a3\u8005\u7684\u97f3\u9891\u63cf\u8ff0\u7ed3\u5408\u8d77\u6765\uff0c\u4ece\u800c\u63d0\u9ad8\u8bca\u65ad\u7cfb\u7edf\u7684\u51c6\u786e\u6027\u548c\u5168\u9762\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u91d1\u878d\uff1a<\/strong><br \/>\n\u5728\u91d1\u878d\u670d\u52a1\u4e2d\uff0c\u591a\u6a21\u6001 RAG \u80fd\u591f\u5904\u7406\u548c\u5206\u6790\u5305\u542b\u8868\u683c\u3001\u56fe\u8868\u53ca\u89e3\u91ca\u6587\u672c\u7684\u590d\u6742\u6587\u6863\uff0c\u4ece\u800c\u6539\u5584\u51b3\u7b56\u8fc7\u7a0b\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u6559\u80b2\uff1a<\/strong><br \/>\n\u6559\u80b2\u5e73\u53f0\u53ef\u4ee5\u5229\u7528\u591a\u6a21\u6001 RAG \u5c06\u6587\u672c\u3001\u89c6\u9891\u8bb2\u5ea7\u3001\u56fe\u793a\u548c\u4e92\u52a8\u6a21\u62df\u878d\u5408\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u6559\u5b66\u6545\u4e8b\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u5b66\u4e60\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u591a\u6a21\u6001 RAG \u662f\u4e00\u79cd\u91cd\u8981\u7684\u6280\u672f\u8fdb\u6b65\uff0c\u5b83\u53ef\u80fd\u4f1a\u6539\u53d8 AI \u7cfb\u7edf\u4e0e\u7528\u6237\u7684\u4e92\u52a8\u548c\u54cd\u5e94\u65b9\u5f0f\u3002\u901a\u8fc7\u5c06\u591a\u79cd\u6570\u636e\u7c7b\u578b\u878d\u5165\u5230\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u591a\u6a21\u6001 RAG \u7cfb\u7edf\u80fd\u591f\u63d0\u4f9b\u66f4\u4e30\u5bcc\u3001\u66f4\u51c6\u786e\u4e14\u66f4\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u8f93\u51fa\uff0c\u4ece\u800c\u5728\u5404\u4e2a\u884c\u4e1a\u4e2d\u5f00\u62d3\u65b0\u7684\u53ef\u80fd\u6027\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u9884\u8ba1\u5176\u5e94\u7528\u5c06\u4f1a\u6269\u5c55\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347 AI \u5904\u7406\u590d\u6742\u591a\u6a21\u6001\u4fe1\u606f\u7684\u80fd\u529b\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"LeewayHertz \u7684 GenAI \u534f\u8c03\u5e73\u53f0 ZBrain \u5982\u4f55\u5728\u5148\u8fdb\u7684 RAG \u7cfb\u7edf\u4e2d\u8131\u9896\u800c\u51fa\uff1f\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"LeewayHertz_\u7684_GenAI_\u534f\u8c03\u5e73\u53f0_ZBrain_\u5982\u4f55\u5728\u5148\u8fdb\u7684_RAG_\u7cfb\u7edf\u4e2d\u8131\u9896\u800c\u51fa\uff1f\" class=\"heading\" dir=\"auto\" data-heading=\"LeewayHertz \u7684 GenAI \u534f\u8c03\u5e73\u53f0 ZBrain \u5982\u4f55\u5728\u5148\u8fdb\u7684 RAG \u7cfb\u7edf\u4e2d\u8131\u9896\u800c\u51fa\uff1f\">LeewayHertz \u7684 GenAI \u534f\u8c03\u5e73\u53f0 ZBrain \u5982\u4f55\u5728\u5148\u8fdb\u7684 RAG \u7cfb\u7edf\u4e2d\u8131\u9896\u800c\u51fa\uff1f<\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u5bf9\u5148\u8fdb\u7684 RAG\u3001\u591a\u6a21\u6001 RAG \u548c\u77e5\u8bc6\u56fe\u8c31\u611f\u5230\u597d\u5947\uff1f\u60f3\u8c61\u4e00\u4e0b\u5c06\u8fd9\u4e9b\u5f3a\u5927\u529f\u80fd\u6574\u5408\u5230\u4e00\u4e2a\u5e73\u53f0\u4e0a\uff0c\u8ba9\u4f60\u53ef\u4ee5\u8f7b\u677e\u6784\u5efa\u9ad8\u7ea7 AI \u5e94\u7528\u3002\u90a3\u5c31\u662f ZBrain\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\"><a class=\"external-link\" href=\"https:\/\/zbrain.ai\/\" target=\"_blank\" rel=\"noopener\" data-tooltip-position=\"top\" aria-label=\"https:\/\/zbrain.ai\/\">ZBrain<\/a>\uff0c\u7531 LeewayHertz \u5f00\u53d1\uff0c\u662f\u4e00\u4e2a\u5168\u9762\u7684\u534f\u8c03\u5e73\u53f0\uff0c\u65e8\u5728\u7b80\u5316\u548c\u52a0\u901f\u4f01\u4e1a\u7ea7 AI \u89e3\u51b3\u65b9\u6848\u7684\u5f00\u53d1\u548c\u6269\u5c55\u3002\u901a\u8fc7\u5176\u7528\u6237\u53cb\u597d\u7684\u4f4e\u4ee3\u7801\u73af\u5883\uff0cZBrain \u4f7f\u7ec4\u7ec7\u80fd\u591f\u5feb\u901f\u521b\u5efa\u3001\u90e8\u7f72\u548c\u6269\u5c55\u5b9a\u5236\u7684\u751f\u6210\u5f0f AI (GenAI) \u5e94\u7528\uff0c\u51cf\u5c11\u4e86\u7f16\u7801\u5de5\u4f5c\u91cf\u3002\u8fd9\u4e2a\u5e73\u53f0\u901a\u8fc7\u8ba9\u4f01\u4e1a\u5229\u7528\u81ea\u5df1\u7684\u6570\u636e\u6765\u6784\u5efa\u9ad8\u5ea6\u5b9a\u5236\u548c\u51c6\u786e\u7684 AI \u5e94\u7528\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u4f01\u4e1a AI \u5f00\u53d1\u7684\u6d41\u7a0b\u3002\u4f5c\u4e3a\u4e00\u4e2a\u4e2d\u592e\u63a7\u5236\u4e2d\u5fc3\uff0cZBrain \u80fd\u591f\u65e0\u7f1d\u96c6\u6210\u73b0\u6709\u7684\u6280\u672f\u6808\uff0c\u63d0\u9ad8 GenAI \u5e94\u7528\u5f00\u53d1\u7684\u6548\u7387\u3002\u57fa\u4e8e ZBrain \u6784\u5efa\u7684\u5e94\u7528\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP) \u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f8b\u5982\u62a5\u544a\u751f\u6210\u3001\u7ffb\u8bd1\u3001\u6570\u636e\u5206\u6790\u3001\u6587\u672c\u5206\u7c7b\u548c\u603b\u7ed3\u3002\u901a\u8fc7\u5229\u7528\u79c1\u4eba\u548c\u4e0a\u4e0b\u6587\u6570\u636e\uff0cZBrain \u786e\u4fdd\u54cd\u5e94\u9ad8\u5ea6\u76f8\u5173\u4e14\u4e2a\u6027\u5316\uff0c\u4ee5\u6ee1\u8db3\u7279\u5b9a\u7684\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5982\u4f55\u4e0e\u5148\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7cfb\u7edf\u5bf9\u63a5**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5982\u4f55\u4e0e\u5148\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210_(RAG)_\u7cfb\u7edf\u5bf9\u63a5**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5982\u4f55\u4e0e\u5148\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7cfb\u7edf\u5bf9\u63a5**\"><strong>\u5982\u4f55\u4e0e\u5148\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7cfb\u7edf\u5bf9\u63a5<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u6574\u5408\u591a\u6837\u5316\u7684\u6570\u636e\u6e90\uff1a<\/strong>\u00a0ZBrain \u6574\u5408\u4e86\u5305\u62ec\u79c1\u4eba\u3001\u516c\u5171\u548c\u5b9e\u65f6\u6d41\u5728\u5185\u7684\u5404\u79cd\u6570\u636e\u6e90\uff0c\u8986\u76d6\u6240\u6709\u6570\u636e\u683c\u5f0f\uff08\u7ed3\u6784\u5316\u3001\u534a\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\uff09\uff0c\u63d0\u9ad8\u4e86 AI \u54cd\u5e94\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u5757\u7ea7\u4f18\u5316\uff1a<\/strong>\u00a0\u8be5\u5e73\u53f0\u901a\u8fc7\u5c06\u4fe1\u606f\u62c6\u5206\u4e3a\u6613\u4e8e\u5904\u7406\u7684\u5757\uff0c\u5e76\u5e94\u7528\u6700\u6709\u6548\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u786e\u4fdd\u751f\u6210\u7cbe\u786e\u4e14\u91cf\u8eab\u5b9a\u5236\u7684\u8f93\u51fa\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u81ea\u52a8\u53d1\u73b0\u68c0\u7d22\u7b56\u7565\uff1a<\/strong>\u00a0ZBrain \u4e2d\u7684\u5148\u8fdb\u7b97\u6cd5\u81ea\u52a8\u8bc6\u522b\u5e76\u5e94\u7528\u6700\u4f73\u68c0\u7d22\u7b56\u7565\uff0c\u6839\u636e\u6570\u636e\u548c\u4e0a\u4e0b\u6587\u51cf\u5c11\u624b\u52a8\u64cd\u4f5c\uff0c\u63d0\u9ad8\u4e86\u6570\u636e\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002<\/li>\n<li dir=\"auto\" data-line=\"3\"><strong>\u9632\u62a4\u63aa\u65bd\u548c\u5e7b\u89c9\u63a7\u5236\uff1a<\/strong>\u00a0ZBrain \u914d\u5907\u4e86\u9632\u62a4\u63aa\u65bd\u548c\u5e7b\u89c9\u63a7\u5236\u529f\u80fd\uff0c\u4ee5\u9632\u6b62\u751f\u6210\u4e0d\u51c6\u786e\u6216\u8bef\u5bfc\u6027\u7684\u4fe1\u606f\uff0c\u786e\u4fdd\u9ad8\u7cbe\u5ea6\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u591a\u6a21\u6001\u80fd\u529b**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u591a\u6a21\u6001\u80fd\u529b**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u591a\u6a21\u6001\u80fd\u529b**\"><strong>\u591a\u6a21\u6001\u80fd\u529b<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u5904\u7406\u591a\u79cd\u6570\u636e\u683c\u5f0f:<\/strong>\u00a0ZBrain \u5728\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u7b49\u591a\u79cd\u6570\u636e\u683c\u5f0f\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u53ef\u4ee5\u63d0\u4f9b\u5168\u9762\u800c\u7ec6\u81f4\u7684\u54cd\u5e94\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u8de8\u6570\u636e\u7c7b\u578b\u7684\u96c6\u6210\u4e0e\u5206\u6790:<\/strong>\u00a0\u8be5\u5e73\u53f0\u80fd\u591f\u6574\u5408\u548c\u5206\u6790\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u89c1\u89e3\u548c\u76f8\u5173\u7684\u56de\u7b54\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6539\u8fdb\u7684\u67e5\u8be2\u5904\u7406:<\/strong>\u00a0ZBrain \u9ad8\u6548\u5730\u7ba1\u7406\u548c\u68c0\u7d22\u591a\u79cd\u6570\u636e\u6a21\u6001\u7684\u4fe1\u606f\uff0c\u63d0\u9ad8\u4e86\u5bf9\u590d\u6742\u95ee\u9898\u7684\u51c6\u786e\u6027\u548c\u6d1e\u5bdf\u529b\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u77e5\u8bc6\u56fe\u8c31**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u77e5\u8bc6\u56fe\u8c31**\"><strong>\u77e5\u8bc6\u56fe\u8c31<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u7ed3\u6784\u5316\u6570\u636e\u6846\u67b6:<\/strong>\u00a0ZBrain \u5c06\u6570\u636e\u7ec4\u7ec7\u6210\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u7f51\u7edc\uff0c\u901a\u8fc7\u5c06\u76f8\u5173\u6982\u5ff5\u8fde\u63a5\u8d77\u6765\uff0c\u63d0\u9ad8\u4e86\u68c0\u7d22\u7684\u51c6\u786e\u6027\uff0c\u5e76\u63d0\u4f9b\u4e86\u66f4\u6df1\u5165\u7684\u89c1\u89e3\u3002<\/li>\n<li dir=\"auto\" data-line=\"1\"><strong>\u6df1\u5165\u7684\u6570\u636e\u6d1e\u5bdf:<\/strong>\u00a0\u77e5\u8bc6\u56fe\u8c31\u7684\u4e92\u8054\u7279\u6027\u4f7f ZBrain \u80fd\u591f\u63d0\u4f9b\u7ec6\u81f4\u5165\u5fae\u7684\u3001\u5177\u6709\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u56de\u7b54\uff0c\u5e26\u6765\u66f4\u52a0\u4e30\u5bcc\u548c\u6709\u610f\u4e49\u7684\u89c1\u89e3\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u6269\u5c55\u7684\u6570\u636e\u80fd\u529b:<\/strong>\u00a0ZBrain \u652f\u6301\u5728\u5757\u6216\u6587\u4ef6\u7ea7\u522b\u6269\u5c55\u6570\u636e\uff0c\u66f4\u65b0\u5143\u4fe1\u606f\uff0c\u5e76\u751f\u6210\u672c\u4f53\uff0c\u4ece\u800c\u6539\u5584\u6570\u636e\u7684\u8868\u793a\u3001\u7ec4\u7ec7\u548c\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h3 heading-wrapper\" data-heading=\"**\u5728\u4f01\u4e1a AI \u89e3\u51b3\u65b9\u6848\u5f00\u53d1\u4e2d\u4f7f\u7528 ZBrain \u7684\u597d\u5904**\" data-tag-name=\"h3\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h3 id=\"**\u5728\u4f01\u4e1a_AI_\u89e3\u51b3\u65b9\u6848\u5f00\u53d1\u4e2d\u4f7f\u7528_ZBrain_\u7684\u597d\u5904**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u5728\u4f01\u4e1a AI \u89e3\u51b3\u65b9\u6848\u5f00\u53d1\u4e2d\u4f7f\u7528 ZBrain \u7684\u597d\u5904**\"><strong>\u5728\u4f01\u4e1a AI \u89e3\u51b3\u65b9\u6848\u5f00\u53d1\u4e2d\u4f7f\u7528 ZBrain \u7684\u597d\u5904<\/strong><\/h3>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">ZBrain \u4e3a\u4f01\u4e1a AI \u89e3\u51b3\u65b9\u6848\u5f00\u53d1\u63d0\u4f9b\u4e86\u8bb8\u591a\u4f18\u52bf\uff0c\u5305\u62ec\uff1a<\/p>\n<\/div>\n<div class=\"el-ul\" data-tag-name=\"ul\">\n<ul>\n<li dir=\"auto\" data-line=\"0\"><strong>\u53ef\u6269\u5c55\u6027<\/strong><br \/>\nZBrain \u80fd\u591f\u8f7b\u677e\u6269\u5c55 AI \u89e3\u51b3\u65b9\u6848\uff0c\u5904\u7406\u4e0d\u65ad\u589e\u957f\u7684\u6570\u636e\u91cf\u548c\u4f7f\u7528\u573a\u666f\uff0c\u4e14\u4e0d\u5f71\u54cd\u6027\u80fd\u3002<\/li>\n<li dir=\"auto\" data-line=\"2\"><strong>\u9ad8\u6548\u96c6\u6210<\/strong><br \/>\n\u8be5\u5e73\u53f0\u53ef\u4ee5\u8f7b\u677e\u4e0e\u73b0\u6709\u6280\u672f\u6808\u96c6\u6210\uff0c\u7f29\u77ed\u90e8\u7f72\u65f6\u95f4\u548c\u964d\u4f4e\u6210\u672c\uff0c\u52a0\u5feb AI \u7684\u5e94\u7528\u3002<\/li>\n<li dir=\"auto\" data-line=\"4\"><strong>\u5b9a\u5236\u5316<\/strong><br \/>\nZBrain \u652f\u6301\u5f00\u53d1\u9ad8\u5ea6\u5b9a\u5236\u7684 AI \u5e94\u7528\u7a0b\u5e8f\uff0c\u6ee1\u8db3\u7279\u5b9a\u4e1a\u52a1\u9700\u6c42\uff0c\u4e0e\u7ec4\u7ec7\u76ee\u6807\u4e00\u81f4\u3002<\/li>\n<li dir=\"auto\" data-line=\"6\"><strong>\u8d44\u6e90\u6548\u7387<\/strong><br \/>\n\u5176\u4f4e\u4ee3\u7801\u7279\u6027\u51cf\u5c11\u4e86\u5bf9\u5927\u91cf\u5f00\u53d1\u4eba\u5458\u7684\u9700\u6c42\uff0c\u9002\u5408\u6280\u672f\u56e2\u961f\u89c4\u6a21\u8f83\u5c0f\u7684\u7ec4\u7ec7\u3002<\/li>\n<li dir=\"auto\" data-line=\"8\"><strong>\u5168\u9762\u89e3\u51b3\u65b9\u6848<\/strong><br \/>\n\u4ece\u5f00\u53d1\u5230\u90e8\u7f72\uff0cZBrain \u6db5\u76d6\u4e86 AI \u5e94\u7528\u7a0b\u5e8f\u7684\u6574\u4e2a\u751f\u547d\u5468\u671f\uff0c\u662f\u4e00\u4e2a\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li dir=\"auto\" data-line=\"10\"><strong>\u4e91\u4e2d\u7acb\u90e8\u7f72<\/strong><br \/>\nZBrain \u662f\u4e91\u4e2d\u7acb\u7684\uff0c\u5141\u8bb8\u5e94\u7528\u7a0b\u5e8f\u5728\u5404\u79cd\u4e91\u5e73\u53f0\u4e0a\u90e8\u7f72\uff0c\u63d0\u4f9b\u7075\u6d3b\u6027\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u7ec4\u7ec7\u9700\u6c42\u548c\u57fa\u7840\u8bbe\u65bd\u504f\u597d\u3002<\/li>\n<\/ul>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">ZBrain \u7684\u5148\u8fdb RAG \u7cfb\u7edf\u3001\u591a\u6a21\u6001\u652f\u6301\u548c\u5f3a\u5927\u7684\u77e5\u8bc6\u56fe\u8c31\u96c6\u6210\u4f7f\u5176\u6210\u4e3a\u4e00\u4e2a\u5f3a\u5927\u7684\u5e73\u53f0\uff0c\u5728\u5e7f\u6cdb\u7684\u5e94\u7528\u4e2d\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u3001\u6548\u7387\u548c\u6d1e\u5bdf\u529b\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"el-h2 heading-wrapper\" data-heading=\"**\u9644\u6ce8**\" data-tag-name=\"h2\">\n<div class=\"heading-collapse-indicator collapse-indicator collapse-icon\"><\/div>\n<h2 id=\"**\u9644\u6ce8**\" class=\"heading\" dir=\"auto\" data-heading=\"**\u9644\u6ce8**\"><strong>\u9644\u6ce8<\/strong><\/h2>\n<div class=\"heading-children\">\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7684\u8fdb\u6b65\u5927\u5e45\u63d0\u5347\u4e86\u5176\u80fd\u529b\uff0c\u4f7f\u5176\u514b\u670d\u4e86\u4e4b\u524d\u7684\u9650\u5236\uff0c\u5e76\u5728 AI \u9a71\u52a8\u7684\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u4e2d\u5f00\u8f9f\u4e86\u65b0\u6f5c\u529b\u3002\u901a\u8fc7\u4f7f\u7528\u590d\u6742\u7684\u68c0\u7d22\u673a\u5236\uff0c\u5148\u8fdb\u7684 RAG \u53ef\u4ee5\u8bbf\u95ee\u5927\u91cf\u6570\u636e\uff0c\u786e\u4fdd\u751f\u6210\u7684\u56de\u7b54\u65e2\u51c6\u786e\u53c8\u5bcc\u6709\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u3002\u8fd9\u4e00\u8fdb\u6b65\u4e3a\u66f4\u52a8\u6001\u548c\u4e92\u52a8\u7684 AI \u5e94\u7528\u94fa\u5e73\u4e86\u9053\u8def\uff0c\u4f7f RAG \u6210\u4e3a\u5ba2\u6237\u670d\u52a1\u3001\u7814\u7a76\u3001\u77e5\u8bc6\u7ba1\u7406\u548c\u5185\u5bb9\u521b\u4f5c\u7b49\u9886\u57df\u7684\u91cd\u8981\u5de5\u5177\u3002\u8fd9\u4e9b\u5148\u8fdb\u7684 RAG \u6280\u672f\u7684\u5e94\u7528\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3001\u7b80\u5316\u6d41\u7a0b\u548c\u4ee5\u66f4\u9ad8\u51c6\u786e\u6027\u548c\u6548\u7387\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u673a\u4f1a\u3002<\/p>\n<\/div>\n<div class=\"el-p\" data-tag-name=\"p\">\n<p dir=\"auto\">\u591a\u6a21\u6001 RAG \u548c\u77e5\u8bc6\u56fe\u8c31 RAG \u7684\u5f15\u5165\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u8fd9\u4e00\u6846\u67b6\u7684\u80fd\u529b\uff0c\u63a8\u52a8\u4e86\u5728\u5404\u884c\u4e1a\u7684\u5e7f\u6cdb\u5e94\u7528\u3002\u591a\u6a21\u6001 RAG \u7ed3\u5408\u4e86\u6587\u672c\u3001\u89c6\u89c9\u548c\u5176\u4ed6\u6570\u636e\u5f62\u5f0f\uff0c\u4f7f\u5927\u8bed\u8a00\u6a21\u578b (LLM) 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