{"id":15388,"date":"2025-02-25T16:23:00","date_gmt":"2025-02-25T08:23:00","guid":{"rendered":"https:\/\/idmakers.cn\/?p=15388"},"modified":"2025-02-27T14:28:24","modified_gmt":"2025-02-27T06:28:24","slug":"rag-18","status":"publish","type":"post","link":"https:\/\/idmakers.cn\/index.php\/2025\/02\/25\/rag-18\/","title":{"rendered":"RAG\uff1a\u91cd\u5851\u751f\u6210\u5f0fAI\u7684\u6838\u5fc3\u6280\u672f"},"content":{"rendered":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-nowrap is-layout-flex wp-container-1 wp-block-group has-normal-font-size\"><div class=\"has-text-color has-headings-color wp-block-post-date has-normal-font-size\"><time datetime=\"2025-02-25T16:23:00+08:00\">2025\u5e74 2\u6708 25\u65e5<\/time><\/div>\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"has-text-color has-headings-color wp-block-post-author has-normal-font-size\"><div class=\"wp-block-post-author__avatar\"><img alt='' src='https:\/\/secure.gravatar.com\/avatar\/0633155690c2881eb886aa8442774b27?s=24&#038;d=mm&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/0633155690c2881eb886aa8442774b27?s=48&#038;d=mm&#038;r=g 2x' class='avatar avatar-24 photo' height='24' width='24' loading='lazy' decoding='async'\/><\/div><div class=\"wp-block-post-author__content\"><p class=\"wp-block-post-author__name\">\u601d\u4e3a\u4ea4\u4e92<\/p><\/div><\/div><\/div>\n\n\n<h2 class=\"has-text-align-center has-larger-font-size\"><mark class=\"has-inline-color has-headings-color\" style=\"background-color: rgba(0, 0, 0, 0);\">RAG\uff1a\u91cd\u5851\u751f\u6210\u5f0fAI\u7684\u6838\u5fc3\u6280\u672f<\/mark><\/h2>\n<p style=\"font-size: 18px;\"><span style=\"color: #000000;\"><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09<\/strong><\/span>\u662f\u4e00\u79cd\u7ed3\u5408\u4fe1\u606f\u68c0\u7d22\u548c\u6587\u672c\u751f\u6210\u7684\u5148\u8fdb\u6280\u672f\uff0c\u65e8\u5728\u5229\u7528\u6765\u81ea\u79c1\u6709\u6216\u4e13\u6709\u6570\u636e\u6e90\u7684\u4fe1\u606f\u4ee5\u8865\u5145\u6587\u672c\u751f\u6210\u3002\u8fd9\u79cd\u6280\u672f\u5c06\u68c0\u7d22\u6a21\u578b\u4e0e\u751f\u6210\u6a21\u578b\uff08\u4f8b\u5982\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0cLLM\uff09\u7ed3\u5408\u8d77\u6765\uff0c\u63d0\u5347\u81ea\u8eab\u5904\u7406\u76f8\u5173\u6027\u4e0e\u51c6\u786e\u6027\u7684\u80fd\u529b\u3002RAG \u7684\u76ee\u6807\u662f\u901a\u8fc7\u5f15\u5165\u5916\u90e8\u6570\u636e\u6e90\u7684\u80cc\u666f\u4fe1\u606f\uff0c\u6539\u5584\u7528\u6237\u641c\u7d22\u4f53\u9a8c\u7684\u76f8\u5173\u6027\u548c\u6587\u672c\u751f\u6210\u7684\u51c6\u786e\u6027\uff0c\u800c\u8fd9\u79cd\u63d0\u9ad8\u662f\u901a\u8fc7\u589e\u52a0\u989d\u5916\u4fe1\u606f\u6765\u5b9e\u73b0\u7684\uff0c\u800c\u65e0\u987b\u5bf9\u73b0\u6709\u6a21\u578b\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n<p style=\"font-size: 18px;\">RAG \u7279\u522b\u9002\u7528\u4e8e\u56de\u7b54\u95ee\u9898\u548c\u5185\u5bb9\u751f\u6210\u7b49\u4efb\u52a1\u3002\u5b83\u901a\u8fc7\u5b9e\u65bd\u641c\u7d22\u68c0\u7d22\u65b9\u6cd5\uff08\u5982\u8bed\u4e49\u641c\u7d22\uff09\u6765\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\uff0c\u63d0\u4f9b\u66f4\u4e3a\u76f8\u5173\u7684\u7ed3\u679c\u3002RAG \u5728\u5904\u7406\u7279\u5b9a\u4e13\u4e1a\u9886\u57df\u7684\u4fe1\u606f\u65f6\u5c24\u4e3a\u6709\u6548\uff0c\u56e0\u4e3a\u5176\u80fd\u8bbf\u95ee\u5230\u4f20\u7edf\u6a21\u578b\u672a\u80fd\u6db5\u76d6\u7684\u66f4\u65b0\u4fe1\u606f\u548c\u4e13\u6709\u77e5\u8bc6\u3002<\/p>\n<figure id=\"attachment_15620\" aria-describedby=\"caption-attachment-15620\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15620\" src=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/DeepSeek-1.jpg\" alt=\"AI\u5927\u6a21\u578b\" width=\"800\" height=\"450\" srcset=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/DeepSeek-1.jpg 667w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/DeepSeek-1-300x169.jpg 300w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/02\/DeepSeek-1-534x300.jpg 534w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-15620\" class=\"wp-caption-text\">AI\u5927\u6a21\u578b<\/figcaption><\/figure>\n<p style=\"font-size: 18px;\"><span style=\"color: #000000;\"><strong>\u4fe1\u606f\u68c0\u7d22\uff08IR\uff09<\/strong><\/span>\u88ab\u5b9a\u4e49\u4e3a\u4ece\u77e5\u8bc6\u6e90\u6216\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\uff0c\u8fd9\u53ef\u4ee5\u7c7b\u6bd4\u4e8e\u4f7f\u7528\u641c\u7d22\u5f15\u64ce\u5728\u7f51\u7edc\u4e0a\u67e5\u627e\u4fe1\u606f\u7684\u8fc7\u7a0b\u3002IR \u5229\u7528\u6280\u672f\u9ad8\u6548\u5730\u7d22\u5f15\u548c\u641c\u7d22\u5927\u91cf\u6570\u636e\u96c6\uff0c\u4ece\u800c\u4f7f\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u83b7\u5f97\u7279\u5b9a\u4fe1\u606f\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4e0d\u4ec5\u9002\u7528\u4e8e\u7f51\u7edc\u641c\u7d22\uff0c\u4e5f\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6570\u5b57\u56fe\u4e66\u9986\u3001\u6587\u6863\u7ba1\u7406\u7cfb\u7edf\u4ee5\u53ca\u591a\u4e2a\u4fe1\u606f\u8bbf\u95ee\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<p style=\"font-size: 18px;\">RAG \u7684\u8fd0\u4f5c\u8fc7\u7a0b\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a<span style=\"color: #000000;\"><strong>\u68c0\u7d22<\/strong><\/span>\u4e0e<strong><span style=\"color: #000000;\">\u751f\u6210<\/span><mark class=\"has-inline-color has-headings-color\" style=\"background-color: rgba(0, 0, 0, 0);\">\u3002<\/mark><\/strong>\u9996\u5148\uff0c\u8f93\u5165\u67e5\u8be2\u5f15\u5bfc\u68c0\u7d22\u6a21\u578b\u4ece\u77e5\u8bc6\u5e93\u3001\u6570\u636e\u5e93\u6216\u5916\u90e8\u6765\u6e90\u6293\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u8fd9\u4e9b\u4fe1\u606f\u7ecf\u8fc7\u8f6c\u6362\uff0c\u5f62\u6210\u5728\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u5411\u91cf\uff0c\u5e76\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u68c0\u7d22\u6a21\u578b\u57fa\u4e8e\u4e0e\u8f93\u5165\u67e5\u8be2\u7684\u76f8\u5173\u6027\u5bf9\u4fe1\u606f\u8fdb\u884c\u6392\u5e8f\uff0c\u4ece\u4e2d\u9009\u53d6\u5f97\u5206\u6700\u9ad8\u7684\u6587\u6863\u6216\u6bb5\u843d\u3002\u63a5\u7740\uff0c\u751f\u6210\u6a21\u578b\u5229\u7528\u5df2\u7ecf\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u751f\u6210\u6587\u672c\u56de\u590d\uff0c\u5e76\u53ef\u80fd\u7ecf\u8fc7\u989d\u5916\u7684\u540e\u5904\u7406\uff0c\u4ee5<span style=\"color: #000000;\"><strong>\u786e\u4fdd\u8bed\u6cd5\u4e0e\u8bed\u4e49\u7684\u6b63\u786e\u6027<\/strong><\/span>\u3002<\/p>\n<p style=\"font-size: 18px;\">\u4e0e\u5355\u72ec\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u76f8\u6bd4\uff0cRAG \u5e26\u6765\u4e86\u663e\u8457\u7684\u4f18\u52bf<strong><mark class=\"has-inline-color has-headings-color\" style=\"background-color: rgba(0, 0, 0, 0);\">\u3002<\/mark><\/strong>\u9996\u5148\uff0c\u5b83\u80fd\u786e\u4fdd\u6a21\u578b\u53ef\u4ee5\u8bbf\u95ee\u6700\u65b0\u548c\u6700\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u56e0\u4e3a\u5916\u90e8\u53c2\u8003\u4fe1\u606f\u53ef\u4ee5\u5b9a\u671f\u66f4\u65b0\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u56de\u590d\u7684\u65f6\u6548\u6027\uff0c\u8fd8\u589e\u5f3a\u4e86\u5bf9\u6587\u6863\u6570\u636e\u8bbf\u95ee\u6743\u9650\u7684\u63a7\u5236\uff0c\u5141\u8bb8\u4e0d\u540c\u7528\u6237\u63a5\u6536\u5230\u7684\u5185\u5bb9\u6709\u6240\u5dee\u5f02\u3002\u5176\u6b21\uff0cRAG \u662f\u4e00\u79cd\u66f4\u5177\u6210\u672c\u6548\u76ca\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7531\u4e8e\u8ba1\u7b97\u548c\u5b58\u50a8\u9700\u6c42\u8f83\u4f4e\uff0c\u7528\u6237\u4e0d\u5fc5\u6295\u8d44\u4e8e\u81ea\u4e3b\u7684 LLM\uff0c\u4e14\u65e0\u9700\u8017\u8d39\u8fc7\u591a\u65f6\u95f4\u4e0e\u8d44\u6e90\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u6b64\u5916\uff0cRAG \u80fd\u591f\u5f15\u7528\u5916\u90e8\u6765\u6e90\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u56de\u590d\u7684\u652f\u6301\u6027\u4fe1\u606f\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u5bf9\u6765\u6e90\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ee5\u68c0\u9a8c\u4fe1\u606f\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p style=\"font-size: 18px;\">RAG \u8fd8\u5c55\u73b0\u4e86\u5728\u63d0\u4f9b\u6839\u636e\u7528\u6237\u610f\u56fe\u5b9a\u5236\u7684\u7b54\u6848\u65b9\u9762\u7684\u72ec\u7279\u4f18\u52bf\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u590d\u6742\u67e5\u8be2\u65f6\u66f4\u5177\u9c81\u68d2\u6027<strong><mark class=\"has-inline-color has-headings-color\" style=\"background-color: rgba(0, 0, 0, 0);\">\u3002<\/mark><\/strong>\u540c\u65f6\uff0c\u7531\u4e8e\u4f9d\u8d56\u4e8e\u7ecf\u8fc7\u7b5b\u9009\u7684\u5916\u90e8\u6765\u6e90\uff0cRAG \u6709\u52a9\u4e8e\u51cf\u5c11\u504f\u89c1\u7684\u95ee\u9898\u3002<\/p>\n<p style=\"font-size: 18px;\">\u4e0e\u5fae\u8c03\u6280\u672f\u76f8\u6bd4\uff0c<strong><span style=\"color: #000000;\">RAG \u7684\u4f18\u52bf\u5728\u4e8e\u5176\u7075\u6d3b\u6027\u4e0e\u5e7f\u6cdb\u9002\u7528\u6027<\/span><mark class=\"has-inline-color has-headings-color\" style=\"background-color: rgba(0, 0, 0, 0);\">\u3002<\/mark><\/strong>\u5fae\u8c03\u901a\u5e38\u6d89\u53ca\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u5927\u578b\u6a21\u578b\uff0c\u4ee5\u671f\u589e\u5f3a\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u7136\u800c\u8fd9\u4e00\u8fc7\u7a0b\u901a\u5e38\u7e41\u7410\u5e76\u8017\u65f6\u3002\u76f8\u53cd\uff0cRAG \u7684\u8bbe\u8ba1\u7406\u5ff5\u4f7f\u5176\u80fd\u591f\u5feb\u901f\u6574\u5408\u548c\u5229\u7528\u5916\u90e8\u77e5\u8bc6\uff0c\u63d0\u9ad8\u751f\u6210\u6548\u679c\u7684\u540c\u65f6\u964d\u4f4e\u4e86\u6210\u672c\u548c\u590d\u6742\u5ea6\u3002<\/p>\n<p style=\"font-size: 18px;\">\u5c3d\u7ba1 RAG \u6280\u672f\u63d0\u4f9b\u4e86\u4f17\u591a\u4f18\u52bf\uff0c\u4e5f\u9762\u4e34\u4e00\u4e9b\u6311\u6218<strong><mark class=\"has-inline-color has-headings-color\" style=\"background-color: rgba(0, 0, 0, 0);\">\u3002<\/mark><\/strong>\u9996\u5148\uff0cRAG \u4f9d\u8d56\u4e8e\u5916\u90e8\u77e5\u8bc6\u7684\u51c6\u786e\u6027\uff0c\u82e5\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u9519\u8bef\uff0c\u751f\u6210\u7684\u7ed3\u679c\u4e5f\u4f1a\u968f\u4e4b\u4e0d\u51c6\u786e\u3002\u6b64\u5916\uff0cRAG \u7684\u68c0\u7d22\u8fc7\u7a0b\u53ef\u80fd\u9ad8\u6602\u4e14\u8017\u65f6\uff0c\u5c24\u5176\u662f\u5728\u641c\u7d22\u5927\u578b\u77e5\u8bc6\u5e93\u65f6\u3002\u6574\u5408\u68c0\u7d22\u4e0e\u751f\u6210\u8fc7\u7a0b\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u4e0e\u4f18\u5316\uff0c\u53ef\u80fd\u7ed9\u8bad\u7ec3\u548c\u90e8\u7f72\u5e26\u6765\u6f5c\u5728\u6311\u6218\u3002\u5728\u5904\u7406\u654f\u611f\u6570\u636e\u65f6\uff0c\u5916\u90e8\u6765\u6e90\u68c0\u7d22\u4e5f\u53ef\u80fd\u9762\u4e34\u9690\u79c1\u53ca\u5408\u89c4\u95ee\u9898\u3002\u6700\u540e\uff0cRAG \u5728\u751f\u6210\u5bcc\u6709\u60f3\u8c61\u529b\u6216\u865a\u6784\u6027\u8d28\u7684\u5185\u5bb9\u65b9\u9762\u5b58\u5728\u9650\u5236\uff0c\u56e0\u5176\u57fa\u7840\u662f\u4e8b\u5b9e\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p style=\"font-size: 18px;\">\u9762\u5411\u672a\u6765\uff0cRAG 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