{"id":4736,"date":"2024-09-08T19:26:13","date_gmt":"2024-09-08T11:26:13","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=4736"},"modified":"2024-09-08T19:27:05","modified_gmt":"2024-09-08T11:27:05","slug":"%e6%8f%90%e7%a4%ba-vs-rag-vs-%e5%be%ae%e8%b0%83","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=4736","title":{"rendered":"\u63d0\u793a vs RAG vs \u5fae\u8c03"},"content":{"rendered":"\n<p>\u6bcf\u4e2a AI \u5de5\u7a0b\u5e08\u5728\u6784\u5efa\u57fa\u4e8e LLM\u3002 \u8981\u4e86\u89e3\u6307\u5bfc\u51b3\u7b56\u7684\u56e0\u7d20\uff0c\u6211\u4eec\u9996\u5148\u8981\u4e86\u89e3\u8fd9\u4e9b\u672f\u8bed\u7684\u542b\u4e49\u3002 <strong><\/strong><\/p>\n\n\n\n<p><strong>\u63d0\u793a\u5de5\u7a0b\uff1a<\/strong> \u63d0\u793a\u662f\u60a8\u63d0\u4f9b\u7684\u6587\u672c\u8f93\u5165\uff0cLLM\u8f93\u5165\u751f\u6210\u54cd\u5e94\u3002 \u5b83\u57fa\u672c\u4e0a\u662f\u4e00\u4e2a\u6539\u8fdb\u7684\u8f93\u5165\uff0c\u7528\u4e8e\u6307\u5bfc\u6a21\u578b\u7684\u8f93\u51fa\u3002 \u8f93\u51fa\u5c06\u57fa\u4e8e LLMs\u3002 <strong><\/strong><\/p>\n\n\n\n<p><strong>RAG\uff08\u68c0\u7d22\u589e\u5f3a\u4e00\u4ee3\uff09\uff1a<\/strong> \u5f53\u60a8\u5c06\u63d0\u793a\u5de5\u7a0b\u4e0e\u6570\u636e\u5e93\u67e5\u8be2\u76f8\u7ed3\u5408\u4ee5\u83b7\u5f97\u4e0a\u4e0b\u6587\u4e30\u5bcc\u7684\u7b54\u6848\u65f6\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a RAG\u3002 \u751f\u6210\u7684\u8f93\u51fa\u5c06\u57fa\u4e8e\u6570\u636e\u5e93\u4e2d\u53ef\u7528\u7684\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p><strong>\u5fae\u8c03<\/strong> \u5fae\u8c03\u662f\u6307\u4f7f\u7528\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u6570\u636e\u8c03\u6574 LLM\uff0c\u4ee5\u4e13\u6ce8\u4e8e\u67d0\u4e2a\u9886\u57df\u3002 \u4f8b\u5982\uff0c\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u9488\u5bf9\u533b\u5b66\u6587\u672c\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u66f4\u64c5\u957f\u56de\u7b54\u4e0e\u533b\u7597\u4fdd\u5065\u76f8\u5173\u7684\u95ee\u9898\u3002 \u8fd9\u5c31\u50cf\u4e3a\u5df2\u7ecf\u719f\u7ec3\u7684\u5de5\u4eba\u63d0\u4f9b\u989d\u5916\u7684\u57f9\u8bad\uff0c\u4f7f\u4ed6\u4eec\u6210\u4e3a\u7279\u5b9a\u9886\u57df\u7684\u4e13\u5bb6\u3002 \u56de\u5230\u91cd\u8981\u7684\u95ee\u9898\uff0c\u6211\u4eec\u5982\u4f55\u51b3\u5b9a\u5e94\u8be5\u91c7\u53d6\u4ec0\u4e48\u65b9\u6cd5\uff01 <em>\uff08\u8bf7\u53c2\u9605\u4e0b\u56fe\uff09<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"680\" height=\"564\" src=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/09\/\u56fe\u7247-17.png\" alt=\"\" class=\"wp-image-4737\" srcset=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/09\/\u56fe\u7247-17.png 680w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/09\/\u56fe\u7247-17-300x249.png 300w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2024\/09\/\u56fe\u7247-17-600x498.png 600w\" sizes=\"auto, (max-width: 680px) 100vw, 680px\" \/><\/figure>\n\n\n\n<p>\u6709\u4e24\u4e2a\u91cd\u8981\u7684\u6307\u5bfc\u53c2\u6570\uff0c\u4e00\u662f\u5916\u90e8\u77e5\u8bc6\u7684\u8981\u6c42\uff0c\u4e8c\u662f\u6a21\u578b\u9002\u914d\u7684\u8981\u6c42\u3002<\/p>\n\n\n\n<p>\u867d\u7136 former \u7684\u542b\u4e49\u5f88\u660e\u786e\uff0c\u4f46 model adaption \u610f\u5473\u7740\u6539\u53d8 model \u7684\u884c\u4e3a\uff0c\u5305\u62ec\u8bcd\u6c47\u3001\u5199\u4f5c\u98ce\u683c\u7b49\u3002 \u4f8b\u5982\uff1a\u9884\u8bad\u7ec3\u7684 LLM \u53ef\u80fd\u4f1a\u53d1\u73b0\u603b\u7ed3\u516c\u53f8\u4f1a\u8bae\u7684\u8bb0\u5f55\u5177\u6709\u6311\u6218\u6027\uff0c\u56e0\u4e3a\u4ed6\u4eec\u53ef\u80fd\u5728\u4e24\u8005\u4e4b\u95f4\u4f7f\u7528\u4e00\u4e9b\u5185\u90e8\u8bcd\u6c47\u3002 <em><\/em><\/p>\n\n\n\n<p><em>\u56e0\u6b64\uff0c\u5fae\u8c03\u66f4\u591a\u7684\u662f\u6539\u53d8\u7ed3\u6784\uff08\u884c\u4e3a\uff09\u800c\u4e0d\u662f\u77e5\u8bc6\uff0c\u800c RAG \u5219\u76f8\u53cd\u3002<\/em><em><\/em><\/p>\n\n\n\n<p><em>\u5f53\u4f60\u60f3\u751f\u6210\u57fa\u4e8e\u81ea\u5b9a\u4e49\u77e5\u8bc6\u5e93\u7684\u8f93\u51fa\u65f6\uff0c\u4f60\u4f1a\u4f7f\u7528RAG\uff0c\u800cLLM\u4fdd\u6301\u4e0d\u53d8\u3002<\/em><em><\/em><\/p>\n\n\n\n<p><em>\u5982\u679c\u60a8\u4e0d\u9700\u8981\u5b83\u4eec\u4e2d\u7684\u4efb\u4f55\u4e00\u4e2a\uff0c\u90a3\u4e48 prompt engineering \u662f\u8981\u8d70\u7684\u8def\u3002<\/em><em><\/em><\/p>\n\n\n\n<p><em>\u5982\u679c\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u65e2\u9700\u8981\u81ea\u5b9a\u4e49\u77e5\u8bc6\u53c8\u9700\u8981\u6a21\u578b\u884c\u4e3a\u7684\u6539\u53d8\uff0c\u90a3\u4e48\u6df7\u5408\uff08RAGs + \u5fae\u8c03\uff09\u662f\u9996\u9009\u3002<\/em> <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6bcf\u4e2a AI \u5de5\u7a0b\u5e08\u5728\u6784\u5efa\u57fa\u4e8e LLM\u3002 \u8981\u4e86\u89e3\u6307\u5bfc\u51b3\u7b56\u7684\u56e0\u7d20\uff0c\u6211\u4eec\u9996\u5148\u8981\u4e86\u89e3\u8fd9\u4e9b\u672f\u8bed\u7684\u542b\u4e49\u3002 \u63d0\u793a\u5de5\u7a0b\uff1a \u63d0\u793a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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