{"id":9407,"date":"2025-02-28T20:49:05","date_gmt":"2025-02-28T12:49:05","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=9407"},"modified":"2025-02-28T20:49:08","modified_gmt":"2025-02-28T12:49:08","slug":"rag2-vs-fine-tuning","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/rag2-vs-fine-tuning","title":{"rendered":"RAG 2.0 vs. \u50b3\u7d71\u5fae\u8abf\uff1a\u70ba\u60a8\u7684AI\u61c9\u7528\u9078\u64c7\u6b63\u78ba\u7684\u65b9\u6cd5"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u96a8\u8457\u7d44\u7e54\u8d8a\u4f86\u8d8a\u591a\u5730\u63a1\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLMs\uff09\u65bc\u5404\u7a2e\u61c9\u7528\u5834\u666f\uff0c\u5169\u7a2e\u4e3b\u8981\u65b9\u6cd5\u5df2\u7d93\u6d6e\u73fe\u51fa\u4f86\uff0c\u7528\u65bc\u4f7f\u9019\u4e9b\u6a21\u578b\u9069\u61c9\u7279\u5b9a\u9818\u57df\u548c\u4efb\u52d9\uff1a\u50b3\u7d71\u5fae\u8abf\u548c\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\uff0c\u5f8c\u8005\u6700\u8fd1\u6f14\u8b8a\u6210\u6240\u8b02\u7684RAG 2.0\u3002\u6bcf\u7a2e\u65b9\u6cd5\u90fd\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u512a\u52e2\u548c\u9650\u5236\uff0c\u4f7f\u5b83\u5011\u4e4b\u9593\u7684\u9078\u64c7\u5c0dAI\u5be6\u65bd\u7684\u6210\u529f\u81f3\u95dc\u91cd\u8981\u3002\u672c\u6587\u63d0\u4f9b\u4e86\u4e00\u500b\u5168\u9762\u7684\u6bd4\u8f03\uff0c\u5e6b\u52a9\u60a8\u78ba\u5b9a\u54ea\u7a2e\u65b9\u6cd5\u6700\u9069\u5408\u60a8\u7684\u7279\u5b9a\u9700\u6c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"386\" data-attachment-id=\"9409\" data-permalink=\"https:\/\/ai-stack.ai\/zh-hant\/rag2-vs-fine-tuning\/image-14\" data-orig-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-8.png?fit=1217%2C459&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-orig-size=\"1217,459\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-8.png?fit=300%2C113&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-8.png?fit=1024%2C386&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-8.png?resize=1024%2C386&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-9409\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7406\u89e3\u50b3\u7d71\u5fae\u8abf<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u50b3\u7d71\u5fae\u8abf\u6d89\u53ca\u63a1\u7528\u9810\u8a13\u7df4\u7684\u8a9e\u8a00\u6a21\u578b\uff0c\u7136\u5f8c\u5728\u7279\u5b9a\u9818\u57df\u7684\u6578\u64da\u4e0a\u9032\u884c\u9032\u4e00\u6b65\u8a13\u7df4\uff0c\u4f7f\u5176\u77e5\u8b58\u548c\u80fd\u529b\u9069\u61c9\u7279\u5b9a\u4efb\u52d9\u3002\u9019\u500b\u904e\u7a0b\u672c\u8cea\u4e0a\u662f\u5c07\u6a21\u578b\u73fe\u6709\u7684\u53c3\u6578&#8221;\u5f4e\u66f2&#8221;\u671d\u5411\u65b0\u7684\u77e5\u8b58\u9818\u57df\u6216\u5c08\u696d\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u50b3\u7d71\u5fae\u8abf\u7684\u5de5\u4f5c\u539f\u7406<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8d77\u9ede<\/strong>\uff1a\u5f9e\u9810\u8a13\u7df4\u7684\u57fa\u790e\u6a21\u578b\u958b\u59cb\uff08\u4f8b\u5982\uff0cGPT-3.5\u3001Llama 2\u3001Mistral\uff09<\/li>\n\n\n\n<li><strong>\u6578\u64da\u6e96\u5099<\/strong>\uff1a\u7b56\u5283\u7279\u5b9a\u65bc\u60a8\u7684\u9818\u57df\u6216\u4f7f\u7528\u6848\u4f8b\u7684\u6578\u64da\u96c6<\/li>\n\n\n\n<li><strong>\u8a13\u7df4\u904e\u7a0b<\/strong>\uff1a\u901a\u904e\u984d\u5916\u7684\u8a13\u7df4\u9031\u671f\u66f4\u65b0\u6a21\u578b\u7684\u6b0a\u91cd<\/li>\n\n\n\n<li><strong>\u53c3\u6578\u8abf\u6574<\/strong>\uff1a\u4fee\u6539\u6a21\u578b\u7684\u90e8\u5206\u6216\u5168\u90e8\u53c3\u6578\uff0c\u4ee5\u4f7f\u5176\u8207\u65b0\u6a21\u5f0f\u4fdd\u6301\u4e00\u81f4<\/li>\n\n\n\n<li><strong>\u512a\u5316<\/strong>\uff1a\u5fae\u8abf\u8d85\u53c3\u6578\uff0c\u4ee5\u5be6\u73fe\u7279\u5b9a\u4efb\u52d9\u7684\u6700\u4f73\u6027\u80fd<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5fae\u8abf\u7684\u985e\u578b<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u9762\u5fae\u8abf<\/strong>\uff1a\u8abf\u6574\u6a21\u578b\u4e2d\u7684\u6240\u6709\u53c3\u6578<\/li>\n\n\n\n<li><strong>\u53c3\u6578\u9ad8\u6548\u5fae\u8abf<\/strong>\uff08PEFT\uff09\uff1a\u50c5\u4fee\u6539\u53c3\u6578\u7684\u4e00\u500b\u5b50\u96c6\n<ul class=\"wp-block-list\">\n<li>LoRA\uff08\u4f4e\u79e9\u9069\u61c9\uff09<\/li>\n\n\n\n<li>QLoRA\uff08\u91cf\u5316\u4f4e\u79e9\u9069\u61c9\uff09<\/li>\n\n\n\n<li>\u524d\u7db4\/\u63d0\u793a\u8abf\u6574<\/li>\n\n\n\n<li>\u9069\u914d\u5668\u65b9\u6cd5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>RAG 2.0\u7684\u6f14\u9032<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136\u50b3\u7d71\u7684RAG\u7cfb\u7d71\u901a\u904e\u5c07\u8a9e\u8a00\u6a21\u578b\u9023\u63a5\u5230\u5916\u90e8\u77e5\u8b58\u6e90\u4f86\u6539\u9032\u5b83\u5011\uff0c\u4f46\u5b83\u5011\u5e38\u5e38\u53d7\u5230\u6574\u5408\u6311\u6230\u548c\u6027\u80fd\u9650\u5236\u3002\u7531<a href=\"https:\/\/contextual.ai\/\" data-type=\"link\" data-id=\"https:\/\/contextual.ai\/\" target=\"_blank\" rel=\"noopener\">Contextual AI<\/a>\u63d0\u51fa\u7684<a href=\"https:\/\/ai-stack.ai\/zh-hant\/whats-rag-2-0\" data-type=\"link\" data-id=\"https:\/\/ai-stack.ai\/zh-hant\/whats-rag-2-0\">RAG 2.0<\/a>\u4ee3\u8868\u4e86\u4e00\u500b\u91cd\u5927\u9032\u6b65\uff0c\u5b83\u5c07\u8a9e\u8a00\u6a21\u578b\u548c\u6aa2\u7d22\u5668\u8996\u70ba\u4e00\u500b\u7d71\u4e00\u7684\u7cfb\u7d71\uff0c\u800c\u4e0d\u662f\u7368\u7acb\u7684\u7d44\u4ef6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"1024\" height=\"624\" data-attachment-id=\"9413\" data-permalink=\"https:\/\/ai-stack.ai\/zh-hant\/rag2-vs-fine-tuning\/image-15\" data-orig-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-9.png?fit=1188%2C724&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-orig-size=\"1188,724\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-9.png?fit=300%2C183&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-9.png?fit=1024%2C624&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/02\/image-9.png?resize=1024%2C624&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-9413\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>RAG 2.0\u7684\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7aef\u5230\u7aef\u512a\u5316<\/strong>\uff1a\u8a9e\u8a00\u6a21\u578b\u548c\u6aa2\u7d22\u5668\u7684\u806f\u5408\u8a13\u7df4<\/li>\n\n\n\n<li><strong>\u9818\u57df\u9069\u61c9<\/strong>\uff1a\u91dd\u5c0d\u7279\u5b9a\u77e5\u8b58\u9818\u57df\u7684\u5c08\u9580\u8abf\u6574<\/li>\n\n\n\n<li><strong>\u6e1b\u5c11\u5de5\u7a0b\u958b\u92b7<\/strong>\uff1a\u66f4\u5c11\u7684\u63d0\u793a\u5de5\u7a0b\u548c\u624b\u52d5\u8abf\u8a66<\/li>\n\n\n\n<li><strong>\u932f\u8aa4\u63a7\u5236<\/strong>\uff1a\u66f4\u597d\u5730\u7ba1\u7406\u6574\u500b\u7cfb\u7d71\u7684\u932f\u8aa4\u50b3\u64ad<\/li>\n\n\n\n<li><strong>\u52d5\u614b\u77e5\u8b58\u6574\u5408<\/strong>\uff1a\u7121\u7e2b\u6574\u5408\u66f4\u65b0\u7684\u8cc7\u8a0a<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u65b9\u6cd5\u4e0a\u7684\u95dc\u9375\u5dee\u7570<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u65b9\u9762<\/strong><\/td><td><strong>\u50b3\u7d71\u5fae\u8abf<\/strong><\/td><td><strong>RAG 2.0<\/strong><\/td><\/tr><tr><td><strong>\u77e5\u8b58\u6574\u5408<\/strong><\/td><td>\u70d8\u7119\u5230\u6a21\u578b\u6b0a\u91cd\u4e2d<\/td><td>\u5728\u63a8\u7406\u6642\u52d5\u614b\u6aa2\u7d22<\/td><\/tr><tr><td><strong>\u8a13\u7df4\u6578\u64da<\/strong><\/td><td>\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\u56fa\u5b9a<\/td><td>\u53ef\u4ee5\u5728\u4e0d\u91cd\u65b0\u8a13\u7df4\u7684\u60c5\u6cc1\u4e0b\u66f4\u65b0<\/td><\/tr><tr><td><strong>\u53c3\u6578\u4fee\u6539<\/strong><\/td><td>\u66f4\u6539\u6a21\u578b\u6b0a\u91cd<\/td><td>\u4e3b\u8981\u512a\u5316\u6aa2\u7d22\u6a5f\u5236<\/td><\/tr><tr><td><strong>\u77e5\u8b58\u908a\u754c<\/strong><\/td><td>\u5c40\u9650\u65bc\u8a13\u7df4\u6578\u64da<\/td><td>\u53ef\u901a\u904e\u6587\u6a94\u5eab\u64f4\u5c55<\/td><\/tr><tr><td><strong>\u66f4\u65b0\u6a5f\u5236<\/strong><\/td><td>\u9700\u8981\u91cd\u65b0\u8a13\u7df4<\/td><td>\u77e5\u8b58\u5eab\u53ef\u4ee5\u7368\u7acb\u66f4\u65b0<\/td><\/tr><tr><td><strong>\u63a8\u7406\u8207\u77e5\u8b58<\/strong><\/td><td>\u6df7\u5408\u9019\u5169\u7a2e\u80fd\u529b<\/td><td>\u5c07\u63a8\u7406\uff08\u6a21\u578b\uff09\u8207\u77e5\u8b58\uff08\u6aa2\u7d22\uff09\u5206\u958b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6027\u80fd\u6bd4\u8f03<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6027\u80fd\u6839\u64da\u7279\u5b9a\u7684\u4f7f\u7528\u6848\u4f8b\u6709\u986f\u8457\u5dee\u7570\uff0c\u4f46\u4e00\u4e9b\u4e00\u822c\u6a21\u5f0f\u6d6e\u73fe\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6e96\u78ba\u6027\u548c\u4e8b\u5be6\u6027<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u50b3\u7d71\u5fae\u8abf<\/strong><\/td><td><strong>RAG 2.0<\/strong><\/td><\/tr><tr><td>\u5c0d\u65bc\u5728\u8a13\u7df4\u6578\u64da\u4e2d\u5145\u5206\u8986\u84cb\u7684\u7279\u5b9a\u72f9\u7a84\u9818\u57df\uff0c\u5177\u6709\u8f03\u9ad8\u7684\u6e96\u78ba\u6027<\/td><td>\u4f7f\u7528\u6700\u65b0\u77e5\u8b58\u5eab\u6642\u5177\u6709\u512a\u8d8a\u7684\u4e8b\u5be6\u6027<\/td><\/tr><tr><td>\u53ef\u80fd\u6703\u906d\u53d7\u4e00\u822c\u77e5\u8b58\u7684&#8221;\u707d\u96e3\u6027\u907a\u5fd8&#8221;<\/td><td>\u66f4\u597d\u5730\u8655\u7406\u7f55\u898b\u6216\u5c08\u696d\u8cc7\u8a0a<\/td><\/tr><tr><td>\u4e8b\u5be6\u6027\u50c5\u9650\u65bc\u8a13\u7df4\u671f\u9593\u53ef\u7528\u7684\u8cc7\u8a0a<\/td><td>\u964d\u4f4e\u5e7b\u89ba\u7387\uff08\u7814\u7a76\u986f\u793a\u6bd4\u5fae\u8abf\u6a21\u578b\u6e1b\u5c11\u9ad8\u905460%\u7684\u5e7b\u89ba\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u56de\u61c9\u8cea\u91cf<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u50b3\u7d71\u5fae\u8abf<\/strong><\/td><td><strong>RAG 2.0<\/strong><\/td><\/tr><tr><td>\u66f4\u4e00\u81f4\u7684\u8a9e\u8abf\u548c\u98a8\u683c<\/td><td>\u66f4\u7cbe\u78ba\u5730\u5f15\u7528\u4f86\u6e90<\/td><\/tr><tr><td>\u66f4\u597d\u5730\u5167\u5316\u7279\u5b9a\u9818\u57df\u7684\u63a8\u7406\u6a21\u5f0f<\/td><td>\u77e5\u8b58\u4f86\u6e90\u4e0a\u66f4\u597d\u7684\u900f\u660e\u5ea6<\/td><\/tr><tr><td>\u5728\u5c08\u696d\u9818\u57df\u5e38\u5e38\u7522\u751f\u66f4\u6d41\u66a2\u3001\u66f4\u50cf\u4eba\u985e\u7684\u56de\u61c9<\/td><td>\u5728\u9700\u8981\u7279\u5b9a\u4e8b\u5be6\u56de\u60f3\u7684\u591a\u6b65\u9a5f\u63a8\u7406\u4e0a\u8868\u73fe\u66f4\u512a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u8cc7\u6e90\u9700\u6c42<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u65b9\u6cd5\u7684\u8cc7\u6e90\u9700\u6c42\u6709\u5be6\u8cea\u6027\u5dee\u7570\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u8a08\u7b97\u8cc7\u6e90<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u50b3\u7d71\u5fae\u8abf<\/strong><\/td><td><strong>RAG 2.0<\/strong><\/td><\/tr><tr><td>\u9700\u8981\u5927\u91cfGPU\/TPU\u8cc7\u6e90<\/td><td>\u8f03\u4f4e\u7684\u8a13\u7df4\u8cc7\u6e90\u9700\u6c42<\/td><\/tr><tr><td>\u6839\u64da\u6a21\u578b\u5927\u5c0f\uff0c\u8a13\u7df4\u6642\u9593\u5f9e\u6578\u5c0f\u6642\u5230\u6578\u9031\u4e0d\u7b49<\/td><td>\u66f4\u9ad8\u7684\u63a8\u7406\u6642\u8a08\u7b97\u9700\u6c42<\/td><\/tr><tr><td>\u66f4\u9ad8\u7684\u524d\u671f\u8a08\u7b97\u6210\u672c\uff0c\u4f46\u6f5b\u5728\u7684\u8f03\u4f4e\u63a8\u7406\u6210\u672c<\/td><td>\u9700\u8981\u6301\u7e8c\u7dad\u8b77\u6aa2\u7d22\u57fa\u790e\u8a2d\u65bd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6578\u64da\u9700\u6c42<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u50b3\u7d71\u5fae\u8abf<\/strong><\/td><td><strong>RAG 2.0<\/strong><\/td><\/tr><tr><td>\u9700\u8981\u5927\u91cf\u9ad8\u8cea\u91cf\u7684\u8a13\u7df4\u6578\u64da\uff08\u901a\u5e38\u662f\u6578\u5343\u5230\u6578\u767e\u842c\u500b\u4f8b\u5b50\uff09<\/td><td>\u5c11\u91cf\u9ad8\u8cea\u91cf\u7684\u53c3\u8003\u6750\u6599\u4e5f\u80fd\u6709\u6548\u5de5\u4f5c<\/td><\/tr><tr><td>\u6578\u64da\u5fc5\u9808\u7d93\u904e\u7cbe\u5fc3\u7b56\u5283\u548c\u683c\u5f0f\u5316<\/td><td>\u66f4\u5bb9\u6613\u6574\u5408\u975e\u7d50\u69cb\u5316\u6587\u6a94<\/td><\/tr><tr><td>\u6578\u64da\u4e0d\u5e73\u8861\u53ef\u80fd\u6703\u986f\u8457\u5f71\u97ff\u6027\u80fd<\/td><td>\u9700\u8981\u5c0d\u77e5\u8b58\u4f86\u6e90\u9032\u884c\u9069\u7576\u7684\u7d22\u5f15\u548c\u5d4c\u5165<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u9069\u7528\u5834\u666f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u540c\u7684\u60c5\u6cc1\u9069\u5408\u4e0d\u540c\u7684\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9069\u7528\u5834\u666f\u6bd4\u8f03<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u4f55\u6642\u9078\u64c7\u50b3\u7d71\u5fae\u8abf<\/strong><\/td><td><strong>\u4f55\u6642\u9078\u64c7RAG 2.0<\/strong><\/td><\/tr><tr><td><strong>\u9ad8\u5ea6\u5c08\u696d\u5316\u7684\u9818\u57df<\/strong>\uff0c\u77e5\u8b58\u76f8\u5c0d\u7a69\u5b9a\uff08\u4f8b\u5982\uff0c\u7279\u5b9a\u7684\u79d1\u5b78\u9818\u57df\uff09<\/td><td><strong>\u77e5\u8b58\u9818\u57df\u5feb\u901f\u8b8a\u5316<\/strong>\uff08\u4f8b\u5982\uff0c\u6642\u4e8b\u3001\u4e0d\u65b7\u767c\u5c55\u7684\u6cd5\u898f\uff09<\/td><\/tr><tr><td><strong>\u98a8\u683c\u548c\u8a9e\u8abf\u9069\u61c9<\/strong>\u662f\u4e3b\u8981\u95dc\u6ce8\u9ede<\/td><td><strong>\u9ad8\u5ea6\u4f9d\u8cf4\u4e8b\u5be6\u7684\u61c9\u7528<\/strong>\uff0c\u9700\u8981\u53ef\u9a57\u8b49\u7684\u8cc7\u8a0a<\/td><\/tr><tr><td><strong>\u96e2\u7dda\u90e8\u7f72<\/strong>\u5834\u666f\uff0c\u6c92\u6709\u53ef\u9760\u7684\u7db2\u8def\u9023\u63a5<\/td><td><strong>\u6cd5\u5f8b\u6216\u5408\u898f\u4e0a\u4e0b\u6587<\/strong>\uff0c\u9700\u8981\u6e90\u5f15\u7528<\/td><\/tr><tr><td><strong>\u4e00\u81f4\u3001\u53ef\u9810\u6e2c\u7684\u8f38\u51fa<\/strong>\u6bd4\u4e8b\u5be6\u56de\u60f3\u66f4\u91cd\u8981<\/td><td><strong>\u8de8\u8d8a\u5ee3\u6cdb\u9818\u57df\u7684\u77e5\u8b58\u5bc6\u96c6\u578b\u61c9\u7528<\/strong><\/td><\/tr><tr><td><strong>\u9ad8\u5bb9\u91cf\u3001\u4f4e\u5ef6\u9072\u7684\u61c9\u7528<\/strong>\uff0c\u63a8\u7406\u901f\u5ea6\u81f3\u95dc\u91cd\u8981<\/td><td><strong>\u9700\u8981\u900f\u660e\u63a8\u7406<\/strong>\u548c\u660e\u78ba\u4f86\u6e90\u7684\u7cfb\u7d71<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5be6\u65bd\u8907\u96dc\u6027<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e9b\u65b9\u6cd5\u7684\u5be6\u65bd\u96e3\u5ea6\u5404\u4e0d\u76f8\u540c\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5be6\u65bd\u8907\u96dc\u6027\u6bd4\u8f03<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u5be6\u65bd\u74b0\u7bc0<\/strong><\/td><td><strong>\u50b3\u7d71\u5fae\u8abf<\/strong><\/td><td><strong>RAG 2.0<\/strong><\/td><\/tr><tr><td><strong>\u521d\u59cb\u8a2d\u7f6e<\/strong><\/td><td>\u6839\u64da\u6a21\u578b\u5927\u5c0f\uff0c\u4e2d\u7b49\u5230\u8907\u96dc<\/td><td>\u8907\u96dc\uff0c\u9700\u8981\u591a\u500b\u7d44\u4ef6\u96c6\u6210<\/td><\/tr><tr><td><strong>\u6578\u64da\u6e96\u5099<\/strong><\/td><td>\u975e\u5e38\u52de\u52d5\u5bc6\u96c6\u4e14\u5c0d\u6210\u529f\u81f3\u95dc\u91cd\u8981<\/td><td>\u5c08\u6ce8\u65bc\u77e5\u8b58\u5eab\u8cea\u91cf\u800c\u975e\u8a13\u7df4\u793a\u4f8b<\/td><\/tr><tr><td><strong>\u57fa\u790e\u8a2d\u65bd<\/strong><\/td><td>\u9700\u8981\u5c08\u696d\u7684ML\u5de5\u7a0b\u5c08\u696d\u77e5\u8b58<\/td><td>\u9700\u8981\u6a21\u578b\u8a17\u7ba1\u548c\u6aa2\u7d22\u6a5f\u5236<\/td><\/tr><tr><td><strong>\u90e8\u7f72<\/strong><\/td><td>\u4e00\u65e6\u8a13\u7df4\u5b8c\u6210\uff0c\u76f8\u5c0d\u7c21\u55ae<\/td><td>\u5177\u6709\u591a\u500b\u96c6\u6210\u7cfb\u7d71\uff0c\u66f4\u52a0\u8907\u96dc<\/td><\/tr><tr><td><strong>\u7dad\u8b77<\/strong><\/td><td>\u9700\u8981\u5b8c\u5168\u91cd\u65b0\u8a13\u7df4\u4ee5\u66f4\u65b0\u77e5\u8b58<\/td><td>\u66f4\u5bb9\u6613\u7684\u77e5\u8b58\u66f4\u65b0\uff0c\u4f46\u66f4\u8907\u96dc\u7684\u7cfb\u7d71\u76e3\u63a7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u70baAI\u7b56\u7565\u505a\u597d\u672a\u4f86\u6e96\u5099<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8003\u616eAI\u6280\u8853\u7684\u9577\u671f\u6295\u8cc7\u6642\uff0c\u8a55\u4f30\u6bcf\u7a2e\u65b9\u6cd5\u5982\u4f55\u70ba\u672a\u4f86\u767c\u5c55\u505a\u597d\u6e96\u5099\u662f\u5f88\u91cd\u8981\u7684\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5fae\u8abf\u7684\u672a\u4f86\u5c55\u671b<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c3\u6578\u9ad8\u6548\u5fae\u8abf\u7684\u9032\u6b65\u4f7f\u5176\u66f4\u52a0\u53ef\u53ca<\/li>\n\n\n\n<li>\u5c08\u7528\u786c\u4ef6\u512a\u5316\u7e7c\u7e8c\u964d\u4f4e\u6210\u672c<\/li>\n\n\n\n<li>\u7528\u65bc\u7ba1\u7406\u5fae\u8abf\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\u751f\u614b\u7cfb\u7d71\u4e0d\u65b7\u589e\u9577<\/li>\n\n\n\n<li>\u53ef\u80fd\u4ecd\u7136\u5c0d\u5c08\u696d\u5316\u3001\u72f9\u7a84\u7684\u61c9\u7528\u6709\u50f9\u503c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>RAG 2.0\u7684\u672a\u4f86\u5c55\u671b<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5feb\u901f\u767c\u5c55\u7684\u9818\u57df\uff0c\u6709\u5927\u91cf\u7814\u7a76\u6295\u8cc7<\/li>\n\n\n\n<li>\u8d8a\u4f86\u8d8a\u8907\u96dc\u7684\u6aa2\u7d22\u6a5f\u5236<\/li>\n\n\n\n<li>\u8207\u591a\u6a21\u614b\u77e5\u8b58\u6e90\u7684\u96c6\u6210\u4e0d\u65b7\u589e\u9577<\/li>\n\n\n\n<li>\u70ba\u77e5\u8b58\u63a8\u7406\u7684\u9032\u6b65\u505a\u597d\u5b9a\u4f4d<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u505a\u51fa\u6b63\u78ba\u9078\u64c7<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u8a31\u591a\u7d44\u7e54\uff0c\u6700\u4f73\u65b9\u6cd5\u53ef\u80fd\u6d89\u53ca\u6df7\u5408\u7b56\u7565\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6df7\u5408\u5be6\u65bd\u7b56\u7565<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u968e\u6bb5\u6027\u65b9\u6cd5<\/strong>\uff1a\u5f9eRAG 2.0\u958b\u59cb\uff0c\u540c\u6642\u6536\u96c6\u6578\u64da\u70ba\u6700\u7d42\u5fae\u8abf\u505a\u6e96\u5099<\/li>\n\n\n\n<li><strong>\u57fa\u65bc\u4efb\u52d9\u7684\u5206\u5272<\/strong>\uff1a\u70ba\u7a69\u5b9a\u3001\u5c08\u696d\u5316\u7684\u4efb\u52d9\u4f7f\u7528\u5fae\u8abf\uff0c\u70ba\u77e5\u8b58\u5bc6\u96c6\u578b\u61c9\u7528\u4f7f\u7528RAG 2.0<\/li>\n\n\n\n<li><strong>\u6574\u5408\u65b9\u6cd5<\/strong>\uff1a\u5c07\u5fae\u8abf\u6a21\u578b\u8207RAG\u529f\u80fd\u7d50\u5408\uff0c\u4ee5\u7372\u5f97\u6700\u5927\u6027\u80fd<\/li>\n\n\n\n<li><strong>\u6f38\u9032\u5f0f\u589e\u5f37<\/strong>\uff1a\u5f9e\u66f4\u7c21\u55ae\u7684RAG\u7cfb\u7d71\u958b\u59cb\uff0c\u540c\u6642\u5411\u5b8c\u6574\u7684RAG 2.0\u5be6\u65bd\u5efa\u8a2d<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6c7a\u7b56\u6846\u67b6<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6c7a\u5b9a\u65b9\u6cd5\u6642\uff0c\u8acb\u8003\u616e\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u77e5\u8b58\u7279\u6027<\/strong>\uff1a\u60a8\u7684\u9818\u57df\u77e5\u8b58\u6709\u591a\u7a69\u5b9a\u6216\u52d5\u614b\uff1f<\/li>\n\n\n\n<li><strong>\u8cc7\u6e90\u9650\u5236<\/strong>\uff1a\u60a8\u7684\u8a08\u7b97\u548c\u5c08\u696d\u77e5\u8b58\u9650\u5236\u662f\u4ec0\u9ebc\uff1f<\/li>\n\n\n\n<li><strong>\u66f4\u65b0\u983b\u7387<\/strong>\uff1a\u60a8\u9700\u8981\u591a\u4e45\u5237\u65b0\u4e00\u6b21\u6a21\u578b\u7684\u77e5\u8b58\uff1f<\/li>\n\n\n\n<li><strong>\u53ef\u9a57\u8b49\u6027\u9700\u6c42<\/strong>\uff1a\u80fd\u5920\u5c07\u4fe1\u606f\u8ffd\u6eaf\u5230\u4f86\u6e90\u6709\u591a\u91cd\u8981\uff1f<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u512a\u5148\u7d1a<\/strong>\uff1a\u5c0d\u65bc\u60a8\u7684\u7279\u5b9a\u61c9\u7528\uff0c\u54ea\u4e9b\u6307\u6a19\u6700\u91cd\u8981\uff1f<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7d50\u8ad6<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728RAG 2.0\u548c\u50b3\u7d71\u5fae\u8abf\u4e4b\u9593\u7684\u9078\u64c7\u4ee3\u8868\u4e86\u4e00\u500b\u57fa\u672c\u7684\u7b56\u7565\u6c7a\u7b56\uff0c\u4e0d\u50c5\u5f71\u97ff\u6027\u80fd\uff0c\u9084\u5f71\u97ff\u8cc7\u6e90\u5206\u914d\u3001\u7dad\u8b77\u9700\u6c42\u548c\u672a\u4f86\u7684\u9748\u6d3b\u6027\u3002\u96d6\u7136\u50b3\u7d71\u5fae\u8abf\u70ba\u7a69\u5b9a\u9818\u57df\u63d0\u4f9b\u4e86\u77e5\u8b58\u548c\u63a8\u7406\u7684\u66f4\u6df1\u5ea6\u6574\u5408\uff0c\u4f46RAG 2.0\u63d0\u4f9b\u4e86\u512a\u8d8a\u7684\u77e5\u8b58\u52d5\u614b\u6027\u3001\u4e8b\u5be6\u6027\u548c\u900f\u660e\u5ea6\u3002<\/p>\n\n\n\n<p 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