\u4e92\u52d5\u5f0f\u5831\u544a\uff1aRAG vs. SearchAgent-X<\/title>\n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/chart.js\"><\/script>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Noto+Sans+TC:wght@400;500;700&display=swap\" rel=\"stylesheet\">\n \n \n \n \n \n\n <style>\n body {\n font-family: 'Noto Sans TC', sans-serif;\n background-color: #FDFBF8;\n color: #4A4A4A;\n }\n .warm-bg { background-color: #FDFBF8; }\n .light-accent-bg { background-color: #F4EFEA; }\n .main-accent-bg { background-color: #E8A87C; }\n .main-accent-text { color: #E8A87C; }\n .dark-accent-text { color: #4A5568; }\n .dark-accent-bg { background-color: #4A5568; }\n .subtle-border { border-color: #E2E8F0; }\n\n .nav-link {\n transition: all 0.3s ease;\n position: relative;\n }\n .nav-link:after {\n content: '';\n position: absolute;\n width: 0;\n height: 2px;\n bottom: -4px;\n left: 50%;\n transform: translateX(-50%);\n background-color: #E8A87C;\n transition: width 0.3s ease;\n }\n .nav-link:hover:after, .nav-link.active:after {\n width: 100%;\n }\n \n .flow-step {\n opacity: 0.2;\n transition: all 0.5s ease-in-out;\n transform: translateY(10px);\n }\n .flow-step.active {\n opacity: 1;\n transform: translateY(0);\n }\n .flow-arrow {\n opacity: 0;\n transition: opacity 0.5s ease-in-out 0.3s;\n }\n .flow-arrow.active {\n opacity: 0.5;\n }\n .flow-box {\n box-shadow: 0 4px 6px -1px rgba(0,0,0,0.1), 0 2px 4px -2px rgba(0,0,0,0.1);\n }\n .chart-container {\n position: relative; \n width: 100%; \n max-width: 600px; \n margin-left: auto; \n margin-right: auto; \n height: 350px;\n max-height: 400px;\n }\n @media (max-width: 768px) {\n .chart-container {\n height: 300px;\n }\n }\n <\/style>\n<\/head>\n<body class=\"warm-bg\">\n\n <header id=\"header\" class=\"bg-white\/80 backdrop-blur-md sticky top-0 z-50 shadow-sm\">\n <nav class=\"container mx-auto px-6 py-3 flex justify-between items-center\">\n <h1 class=\"text-xl md:text-2xl font-bold dark-accent-text\">RAG vs. SearchAgent-X<\/h1>\n <div class=\"hidden md:flex space-x-8\">\n <a href=\"#comparison\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u6838\u5fc3\u6bd4\u8f03<\/a>\n <a href=\"#workflow\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u5de5\u4f5c\u6d41\u7a0b<\/a>\n <a href=\"#optimization\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u7cfb\u7d71\u512a\u5316<\/a>\n <a href=\"#use-cases\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u61c9\u7528\u5834\u666f<\/a>\n <\/div>\n <button id=\"mobile-menu-button\" class=\"md:hidden p-2 rounded-md text-gray-600 focus:outline-none focus:ring-2 focus:ring-inset focus:ring-E8A87C\">\n <svg class=\"h-6 w-6\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M4 6h16M4 12h16m-7 6h7\"><\/path><\/svg>\n <\/button>\n <\/nav>\n <div id=\"mobile-menu\" class=\"hidden md:hidden px-6 pt-2 pb-4 space-y-2\">\n <a href=\"#comparison\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u6838\u5fc3\u6bd4\u8f03<\/a>\n <a href=\"#workflow\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u5de5\u4f5c\u6d41\u7a0b<\/a>\n <a href=\"#optimization\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u7cfb\u7d71\u512a\u5316<\/a>\n <a href=\"#use-cases\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u61c9\u7528\u5834\u666f<\/a>\n <\/div>\n <\/header>\n\n <main class=\"container mx-auto px-6 py-12\">\n \n <section id=\"intro\" class=\"text-center mb-24\">\n <h2 class=\"text-3xl md:text-4xl font-bold dark-accent-text mb-4\">\u5f9e\u975c\u614b\u589e\u5f37\u5230\u52d5\u614b\u4ee3\u7406<\/h2>\n <p class=\"max-w-3xl mx-auto text-lg text-gray-600\">\n \u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6311\u6230\u5728\u65bc\u5982\u4f55\u9023\u63a5\u5916\u90e8\u4e16\u754c\u7684\u52d5\u614b\u77e5\u8b58\u3002\u672c\u5831\u544a\u5c07\u5e36\u60a8\u63a2\u7d22\u5169\u7a2e\u95dc\u9375\u6280\u8853\u7684\u6f14\u9032\uff1a\u5f9e\u958b\u5275\u6027\u7684<strong class=\"main-accent-text\">\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09<\/strong>\uff0c\u5230\u70ba\u4e86\u89e3\u6c7a\u8907\u96dc\u63a8\u7406\u4efb\u52d9\u800c\u751f\u7684<strong class=\"main-accent-text\">LLM\u641c\u5c0b\u4ee3\u7406<\/strong>\uff0c\u4ee5\u53ca\u4f7f\u5176\u80fd\u5920\u898f\u6a21\u5316\u90e8\u7f72\u7684\u95dc\u9375\u6846\u67b6 <strong class=\"main-accent-text\">SearchAgent-X<\/strong>\u3002\n <\/p>\n <\/section>\n\n <section id=\"comparison\" class=\"mb-24 scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u5169\u7a2e\u7bc4\u5f0f\uff1a\u6838\u5fc3\u6bd4\u8f03<\/h2>\n <p class=\"text-gray-600\">RAG \u65e8\u5728\u589e\u5f37\u7b54\u6848\u7684\u300c\u4e8b\u5be6\u6027\u300d\uff0c\u800c SearchAgent-X \u65e8\u5728\u512a\u5316\u4ee3\u7406\u7684\u300c\u57f7\u884c\u6548\u7387\u300d\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-2 gap-8\">\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-2xl font-bold mb-4\">\u50b3\u7d71 RAG<\/h3>\n <p class=\"text-gray-600 mb-6\">\u4e00\u500b\u7dda\u6027\u7684\u300c\u5148\u6aa2\u7d22\u3001\u5f8c\u751f\u6210\u300d\u7ba1\u7dda\uff0c\u5c07 LLM \u8996\u70ba\u88ab\u52d5\u7684<strong class=\"main-accent-text\">\u8cc7\u8a0a\u7d9c\u5408\u8005<\/strong>\u3002<\/p>\n <ul class=\"space-y-4 text-gray-700\">\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u6838\u5fc3\u7bc4\u5f0f\uff1a<\/strong>\u975c\u614b\u589e\u5f37\u3002\u5728\u751f\u6210\u524d\uff0c\u7528\u6aa2\u7d22\u5230\u7684\u77e5\u8b58\u589e\u5f37\u63d0\u793a\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>LLM \u89d2\u8272\uff1a<\/strong>\u88ab\u52d5\u751f\u6210\u5668\u3002\u5f9e\u7d66\u5b9a\u7684\u4e0a\u4e0b\u6587\u4e2d\u5408\u6210\u6700\u7d42\u7b54\u6848\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u4e3b\u8981\u76ee\u6a19\uff1a<\/strong>\u63d0\u5347\u56de\u61c9\u54c1\u8cea\uff08\u4e8b\u5be6\u6027\u3001\u76f8\u95dc\u6027\uff09\uff0c\u89e3\u6c7a\u5e7b\u89ba\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u8655\u7406\u8907\u96dc\u67e5\u8a62\uff1a<\/strong>\u56fa\u6709\u5f31\u9ede\u3002\u7121\u72c0\u614b\u3001\u975e\u8fed\u4ee3\u7684\u67b6\u69cb\u96e3\u4ee5\u8655\u7406\u591a\u6b65\u63a8\u7406\u3002<\/div><\/li>\n <\/ul>\n <\/div>\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-2xl font-bold mb-4\">SearchAgent-X \u6846\u67b6<\/h3>\n <p class=\"text-gray-600 mb-6\">\u4e00\u500b\u52d5\u614b\u7684\u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\u8ff4\u5708\uff0c\u5c07 LLM \u8996\u70ba\u4e3b\u52d5\u7684<strong class=\"main-accent-text\">\u6d41\u7a0b\u63a7\u5236\u5668<\/strong>\u3002<\/p>\n <ul class=\"space-y-4 text-gray-700\">\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u6838\u5fc3\u7bc4\u5f0f\uff1a<\/strong>\u52d5\u614b\u4ee3\u7406\u3002LLM \u4e3b\u52d5\u898f\u5283\u4e26\u57f7\u884c\u4e00\u7cfb\u5217\u63a8\u7406\u8207\u6aa2\u7d22\u6b65\u9a5f\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>LLM \u89d2\u8272\uff1a<\/strong>\u4e3b\u52d5\u63a7\u5236\u5668\uff08\u5927\u8166\uff09\u3002\u6307\u5c0e\u6574\u500b\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6c7a\u5b9a\u4f55\u6642\u3001\u641c\u5c0b\u4ec0\u9ebc\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u4e3b\u8981\u76ee\u6a19\uff1a<\/strong>\u63d0\u5347\u7cfb\u7d71\u6027\u80fd\uff08\u541e\u5410\u91cf\u3001\u5ef6\u9072\uff09\uff0c\u89e3\u6c7a\u4ee3\u7406\u7684\u6548\u7387\u74f6\u9838\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u8655\u7406\u8907\u96dc\u67e5\u8a62\uff1a<\/strong>\u539f\u751f\u80fd\u529b\u3002\u5176\u8fed\u4ee3\u8ff4\u5708\u5c08\u70ba\u554f\u984c\u5206\u89e3\u800c\u8a2d\u8a08\u3002<\/div><\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"workflow\" class=\"mb-24 scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u4e92\u52d5\u5f0f\u5de5\u4f5c\u6d41\u7a0b\u89e3\u6790<\/h2>\n <p class=\"text-gray-600\">\u9ede\u64ca\u300c\u958b\u59cb\u6f14\u793a\u300d\u6309\u9215\uff0c\u9010\u6b65\u89c0\u5bdf\u5169\u7a2e\u67b6\u69cb\u5982\u4f55\u8655\u7406\u67e5\u8a62\u3002<\/p>\n <\/div>\n\n <div class=\"grid md:grid-cols-2 gap-8\">\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-2 text-center\">RAG\uff1a\u7dda\u6027\u6d41\u7a0b<\/h3>\n <div id=\"rag-flow\" class=\"relative flex flex-col items-center justify-around p-4 h-[400px]\">\n <div id=\"rag-step-1\" class=\"flow-step text-center flow-box bg-blue-100 p-4 rounded-lg w-4\/5\"><strong>1. \u67e5\u8a62<\/strong><p class=\"text-sm\">\u4f7f\u7528\u8005\u63d0\u51fa\u554f\u984c<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-8\">\u2193<\/div>\n <div id=\"rag-step-2\" class=\"flow-step text-center flow-box bg-green-100 p-4 rounded-lg w-4\/5\"><strong>2. \u6aa2\u7d22<\/strong><p class=\"text-sm\">\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\u5c0b\u627e`Top-K`\u76f8\u95dc\u5340\u584a<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-8\">\u2193<\/div>\n <div id=\"rag-step-3\" class=\"flow-step text-center flow-box bg-purple-100 p-4 rounded-lg w-4\/5\"><strong>3. \u751f\u6210<\/strong><p class=\"text-sm\">LLM \u6839\u64da\u67e5\u8a62+\u5340\u584a\u751f\u6210\u7b54\u6848<\/p><\/div>\n <\/div>\n <div class=\"text-center mt-4\">\n <button id=\"rag-start-btn\" class=\"bg-blue-500 hover:bg-blue-600 text-white font-bold py-2 px-4 rounded-lg transition-colors\">\u958b\u59cb\u6f14\u793a<\/button>\n <\/div>\n <\/div>\n\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-2 text-center\">\u641c\u5c0b\u4ee3\u7406\uff1a\u5faa\u74b0\u6d41\u7a0b<\/h3>\n <div id=\"agent-flow\" class=\"relative flex flex-col items-center justify-around p-4 h-[400px]\">\n <div id=\"agent-step-1\" class=\"flow-step text-center flow-box bg-orange-100 p-3 rounded-lg w-4\/5\"><strong>1. \u67e5\u8a62 & \u63a8\u7406<\/strong><p class=\"text-sm\">“\u8ab0\u5275\u9020\u4e86’Curious’\u9999\u6c34?”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6 -rotate-90 self-start ml-2\"><\/div>\n <div id=\"agent-step-2\" class=\"flow-step text-center flow-box bg-yellow-100 p-3 rounded-lg w-4\/5 self-end\"><strong>2. \u641c\u5c0b<\/strong><p class=\"text-sm\">\u8fd4\u56de “Britney Spears”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6 rotate-90 self-end mr-2\"><\/div>\n <div id=\"agent-step-3\" class=\"flow-step text-center flow-box bg-orange-100 p-3 rounded-lg w-4\/5\"><strong>3. \u6574\u5408 & \u63a8\u7406<\/strong><p class=\"text-sm\">“Britney Spears\u5728\u54ea\u51fa\u751f?”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6 -rotate-90 self-start ml-2\"><\/div>\n <div id=\"agent-step-4\" class=\"flow-step text-center flow-box bg-yellow-100 p-3 rounded-lg w-4\/5 self-end\"><strong>4. \u641c\u5c0b<\/strong><p class=\"text-sm\">\u8fd4\u56de “McComb, Mississippi”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6\">\u2193<\/div>\n <div id=\"agent-step-5\" class=\"flow-step text-center flow-box bg-teal-100 p-3 rounded-lg w-4\/5\"><strong>5. \u7d9c\u5408\u7b54\u6848<\/strong><\/div>\n <\/div>\n <div class=\"text-center mt-4\">\n <button id=\"agent-start-btn\" class=\"bg-orange-500 hover:bg-orange-600 text-white font-bold py-2 px-4 rounded-lg transition-colors\">\u958b\u59cb\u6f14\u793a<\/button>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"optimization\" class=\"mb-24 scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u89e3\u6c7a\u6548\u7387\u74f6\u9838\uff1aSearchAgent-X \u7684\u5275\u65b0<\/h2>\n <p class=\"text-gray-600\">\u4ee3\u7406\u6a21\u5f0f\u96d6\u7136\u5f37\u5927\uff0c\u4f46\u57f7\u884c\u7de9\u6162\u3002SearchAgent-X \u900f\u904e\u7cfb\u7d71\u7d1a\u512a\u5316\u89e3\u6c7a\u4e86\u9019\u4e9b\u554f\u984c\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-2 gap-8 items-start\">\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-4\">\u74f6\u9838\uff1aKV \u5feb\u53d6\u6296\u52d5<\/h3>\n <p class=\"text-gray-700 mb-4\">\u5728\u591a\u7528\u6236\u74b0\u5883\u4e2d\uff0c\u9577\u8acb\u6c42\uff08A\uff09\u7684\u5feb\u53d6\u5bb9\u6613\u88ab\u65b0\u4f86\u7684\u77ed\u8acb\u6c42\uff08B\uff09\u64e0\u6389\uff0c\u5c0e\u81f4\u6602\u8cb4\u7684\u91cd\u65b0\u8a08\u7b97\u3002<\/p>\n <div id=\"kv-problem\" class=\"h-32 bg-gray-100 rounded-lg p-2 flex items-center justify-around transition-all duration-500\">\n <div id=\"kv-A\" class=\"bg-red-300 p-2 rounded w-20 h-16 text-center text-sm font-bold flex items-center justify-center\">\u8acb\u6c42 A<br>(\u9577\u6b77\u53f2)<\/div>\n <div id=\"kv-B\" class=\"bg-blue-300 p-2 rounded w-16 h-12 text-center text-sm font-bold flex items-center justify-center\">\u8acb\u6c42 B<br>(\u65b0)<\/div>\n <\/div>\n <h3 class=\"text-xl font-bold my-4\">\u89e3\u6c7a\u65b9\u6848\uff1a\u512a\u5148\u7d1a\u611f\u77e5\u6392\u7a0b<\/h3>\n <p class=\"text-gray-700 mb-4\">\u52d5\u614b\u8abf\u6574\u4f47\u5217\uff0c\u512a\u5148\u8655\u7406\u6709\u9577\u6b77\u53f2\u7684\u8acb\u6c42\uff0c\u6700\u5927\u5316\u5feb\u53d6\u91cd\u7528\u3002<\/p>\n <div id=\"kv-solution\" class=\"h-32 bg-gray-100 rounded-lg p-2 flex items-center justify-around transition-all duration-500\">\n <div id=\"kv-A-s\" class=\"bg-green-300 p-2 rounded w-20 h-16 text-center text-sm font-bold flex items-center justify-center\">\u8acb\u6c42 A<br>(\u512a\u5148)<\/div>\n <div id=\"kv-B-s\" class=\"bg-blue-300 p-2 rounded w-16 h-12 text-center text-sm font-bold flex items-center justify-center opacity-50\">\u8acb\u6c42 B<br>(\u7b49\u5f85)<\/div>\n <\/div>\n <\/div>\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-4\">\u5f71\u97ff\uff1aKV \u5feb\u53d6\u547d\u4e2d\u7387\u5927\u5e45\u63d0\u5347<\/h3>\n <p class=\"text-gray-700 mb-6\">\u667a\u6167\u6392\u7a0b\u5c07 KV \u5feb\u53d6\u547d\u4e2d\u7387\u5f9e\u5e7e\u4e4e\u70ba\u96f6\u63d0\u5347\u81f3 65%\uff0c\u986f\u8457\u63d0\u9ad8\u7cfb\u7d71\u541e\u5410\u91cf\u3002<\/p>\n <div class=\"chart-container\">\n <canvas id=\"kvCacheChart\"><\/canvas>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"use-cases\" class=\"scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u4f55\u6642\u4f7f\u7528\u54ea\u7a2e\u6280\u8853\uff1f<\/h2>\n <p class=\"text-gray-600\">\u5c07\u554f\u984c\u7684\u8907\u96dc\u6027\u8207\u67b6\u69cb\u7684\u8907\u96dc\u6027\u76f8\u5339\u914d\u662f\u95dc\u9375\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-2 gap-8\">\n <div class=\"light-accent-bg p-8 rounded-xl\">\n <h3 class=\"text-2xl font-bold mb-4\">\u4f7f\u7528\u50b3\u7d71 RAG \u7684\u5834\u666f \u2705<\/h3>\n <p class=\"text-gray-600 mb-6\">\u9069\u7528\u65bc\u77e5\u8b58\u5bc6\u96c6\u4f46\u63a8\u7406\u8def\u5f91\u76f4\u63a5\u7684\u4efb\u52d9\u3002<\/p>\n <ul class=\"space-y-3 text-gray-700 list-disc list-inside\">\n <li><strong>\u55ae\u6b65\u554f\u7b54\uff1a<\/strong>\u5982\u300c\u6cd5\u570b\u7684\u9996\u90fd\u662f\u4ec0\u9ebc\uff1f\u300d<\/li>\n <li><strong>\u7c21\u55ae\u5ba2\u6236\u652f\u63f4\uff1a<\/strong>\u6839\u64da FAQ \u6587\u4ef6\u5eab\u56de\u7b54\u5e38\u898b\u554f\u984c\u3002<\/li>\n <li><strong>\u6587\u4ef6\u6458\u8981\uff1a<\/strong>\u7e3d\u7d50\u55ae\u4e00\u6216\u5c11\u91cf\u9ad8\u5ea6\u76f8\u95dc\u7684\u6587\u4ef6\u3002<\/li>\n <li><strong>\u5167\u90e8\u77e5\u8b58\u67e5\u8a62\uff1a<\/strong>\u5feb\u901f\u67e5\u627e\u516c\u53f8\u5167\u90e8\u6587\u4ef6\u6216\u653f\u7b56\u3002<\/li>\n <\/ul>\n <\/div>\n <div class=\"main-accent-bg bg-opacity-30 p-8 rounded-xl\">\n <h3 class=\"text-2xl font-bold mb-4\">\u4f7f\u7528\u4ee3\u7406\u6846\u67b6\u7684\u5834\u666f \ud83d\ude80<\/h3>\n <p class=\"text-gray-600 mb-6\">\u9069\u7528\u65bc\u9700\u8981\u5206\u89e3\u554f\u984c\u3001\u52d5\u614b\u898f\u5283\u548c\u7d9c\u5408\u591a\u6e90\u8cc7\u8a0a\u7684\u8907\u96dc\u4efb\u52d9\u3002<\/p>\n <ul class=\"space-y-3 text-gray-700 list-disc list-inside\">\n <li><strong>\u8907\u96dc\u7814\u7a76\u5206\u6790\uff1a<\/strong>\u7d9c\u5408\u591a\u7bc7\u8ad6\u6587\u3001\u8ca1\u5831\u56de\u7b54\u8907\u96dc\u554f\u984c\u3002<\/li>\n <li><strong>\u81ea\u52d5\u5316\u79d1\u5b78\u767c\u73fe\uff1a<\/strong>\u8f14\u52a9\u7814\u7a76\u4eba\u54e1\u63d0\u51fa\u4e26\u9a57\u8b49\u5047\u8a2d\u3002<\/li>\n <li><strong>\u9032\u968e\u8ca1\u52d9\u5206\u6790\uff1a<\/strong>\u751f\u6210\u5168\u9762\u7684\u6295\u8cc7\u5099\u5fd8\u9304\u3002<\/li>\n <li><strong>\u52d5\u614b\u6545\u969c\u6392\u9664\uff1a<\/strong>\u5f15\u5c0e\u4f7f\u7528\u8005\u5b8c\u6210\u8907\u96dc\u7684\u9664\u932f\u6d41\u7a0b\u3002<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/section>\n <\/main>\n\n <footer class=\"bg-white mt-24\">\n <div class=\"container mx-auto px-6 py-6 text-center text-gray-500\">\n <p>\u6b64\u4e92\u52d5\u5f0f\u5831\u544a\u57fa\u65bc\u300a\u5f9e\u975c\u614b\u589e\u5f37\u5230\u52d5\u614b\u4ee3\u7406\uff1aRAG \u8207 SearchAgent-X \u6846\u67b6\u7684\u6df1\u5ea6\u6bd4\u8f03\u5206\u6790\u300b\u5831\u544a\u751f\u6210\u3002<\/p>\n <\/div>\n <\/footer>\n\n<script>\ndocument.addEventListener('DOMContentLoaded', () => {\n\n const mobileMenuButton = document.getElementById('mobile-menu-button');\n const mobileMenu = document.getElementById('mobile-menu');\n mobileMenuButton.addEventListener('click', () => {\n mobileMenu.classList.toggle('hidden');\n });\n\n const navLinks = document.querySelectorAll('.nav-link');\n const sections = document.querySelectorAll('main section');\n\n const observerOptions = {\n root: null,\n rootMargin: '0px',\n threshold: 0.4\n };\n\n const observer = new IntersectionObserver((entries, observer) => {\n entries.forEach(entry => {\n if (entry.isIntersecting) {\n navLinks.forEach(link => {\n link.classList.remove('active');\n if (link.getAttribute('href').substring(1) === entry.target.id) {\n link.classList.add('active');\n }\n });\n }\n });\n }, observerOptions);\n\n sections.forEach(section => {\n observer.observe(section);\n });\n\n function animateFlow(flowId, startBtnId) {\n const flowContainer = document.getElementById(flowId);\n const startBtn = document.getElementById(startBtnId);\n const steps = flowContainer.querySelectorAll('.flow-step');\n const arrows = flowContainer.querySelectorAll('.flow-arrow');\n\n let currentStep = 0;\n let intervalId = null;\n\n function reset() {\n steps.forEach(s => s.classList.remove('active'));\n arrows.forEach(a => a.classList.remove('active'));\n currentStep = 0;\n if(intervalId) clearInterval(intervalId);\n startBtn.textContent = '\u958b\u59cb\u6f14\u793a';\n startBtn.disabled = false;\n }\n\n function runStep() {\n if (currentStep < steps.length) {\n steps[currentStep].classList.add('active');\n if (currentStep > 0) {\n arrows[currentStep - 1].classList.add('active');\n } else if (arrows.length === steps.length) { \/\/ For agent flow start arrow\n arrows[steps.length - 1].classList.add('active');\n }\n currentStep++;\n } else {\n clearInterval(intervalId);\n setTimeout(reset, 3000);\n }\n }\n \n startBtn.addEventListener('click', () => {\n if(startBtn.textContent === '\u6f14\u793a\u4e2d...' || startBtn.disabled){\n return;\n }\n reset();\n startBtn.textContent = '\u6f14\u793a\u4e2d...';\n startBtn.disabled = true;\n setTimeout(() => {\n runStep(); \n intervalId = setInterval(runStep, 1000);\n }, 100);\n });\n }\n\n animateFlow('rag-flow', 'rag-start-btn');\n animateFlow('agent-flow', 'agent-start-btn');\n\n const ctx = document.getElementById('kvCacheChart').getContext('2d');\n const kvCacheChart = new Chart(ctx, {\n type: 'bar',\n data: {\n labels: ['\u6a19\u6e96 FCFS \u6392\u7a0b', 'SearchAgent-X \u667a\u6167\u6392\u7a0b'],\n datasets: [{\n label: 'KV 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\u524d\u8a00\uff1a\u77e5\u8b58\u5bc6\u96c6\u578b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u4e0d\u65b7\u6f14\u9032<\/h2>\n\n\n\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u7684\u6838\u5fc3\u6311\u6230\u4e4b\u4e00\uff0c\u5728\u65bc\u5982\u4f55\u5c07\u5176\u751f\u6210\u80fd\u529b\u6839\u690d\u65bc\u5916\u90e8\u7684\u3001\u52d5\u614b\u66f4\u65b0\u7684\u77e5\u8b58\u5eab\u3002\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09\u4f5c\u70ba\u4e00\u9805\u958b\u5275\u6027\u7684\u89e3\u6c7a\u65b9\u6848\u61c9\u904b\u800c\u751f\uff0c\u6709\u6548\u61c9\u5c0d\u4e86 LLM \u56fa\u6709\u7684\u4e8b\u5be6\u4e0d\u4e00\u81f4\u6027\u8207\u77e5\u8b58\u904e\u6642\u7b49\u6838\u5fc3\u9650\u5236 <sup><\/sup>\u3002\u7136\u800c\uff0c\u96a8\u8457\u61c9\u7528\u5834\u666f\u65e5\u76ca\u8907\u96dc\uff0c\u7279\u5225\u662f\u9700\u8981\u591a\u6b65\u63a8\u7406\uff08multi-hop reasoning\uff09\u7684\u4efb\u52d9\uff0c\u50b3\u7d71 RAG \u67b6\u69cb\u7684\u5c40\u9650\u6027\u9010\u6f38\u986f\u73fe\u3002\u9019\u4fc3\u4f7f\u6211\u5011\u5fc5\u9808\u9032\u884c\u4e00\u6b21\u5178\u7bc4\u8f49\u79fb\uff0c\u5f9e\u975c\u614b\u7684\u8cc7\u6599\u6aa2\u7d22\uff0c\u9081\u5411\u7531\u52d5\u614b\u63a8\u7406\u9a45\u52d5\u7684\u8cc7\u8a0a\u5c0b\u6c42\u6a21\u5f0f\u3002\u57fa\u65bc LLM \u7684\u641c\u5c0b\u4ee3\u7406\uff08search agents\uff09\u6b63\u662f\u6b64\u4e00\u8f49\u8b8a\u7684\u9ad4\u73fe\uff0c\u800c SearchAgent-X \u5247\u662f\u4e00\u500b\u95dc\u9375\u6846\u67b6\uff0c\u65e8\u5728\u89e3\u6c7a\u6b64\u65b0\u578b\u614b\u4ee3\u7406\u6a21\u5f0f\u6240\u9762\u81e8\u7684\u6548\u7387\u74f6\u9838\uff0c\u4f7f\u5176\u5f97\u4ee5\u898f\u6a21\u5316\u90e8\u7f72\u3002 <\/p>\n\n\n\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5118\u7ba1\u5c55\u73fe\u51fa\u9a5a\u4eba\u7684\u8a9e\u8a00\u80fd\u529b\uff0c\u4f46\u5176\u77e5\u8b58\u53d7\u9650\u65bc\u8a13\u7df4\u8cc7\u6599\uff0c\u672c\u8cea\u4e0a\u662f\u975c\u614b\u7684\u3002\u9019\u5c0e\u81f4\u4e86\u6a21\u578b\u53ef\u80fd\u7522\u751f\u300c\u5e7b\u89ba\u300d\uff08hallucinations\uff09\u3001\u63d0\u4f9b\u904e\u6642\u7684\u8cc7\u8a0a\uff0c\u4e26\u4e14\u5176\u56de\u7b54\u904e\u7a0b\u7f3a\u4e4f\u900f\u660e\u5ea6\uff0c\u96e3\u4ee5\u8ffd\u6eaf\u4f86\u6e90\u9032\u884c\u9a57\u8b49 <sup><\/sup>\u3002\u70ba\u4e86\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\uff0cRAG \u6846\u67b6\u88ab\u63d0\u51fa\uff0c\u5b83\u5c07 LLM \u8207\u5916\u90e8\u77e5\u8b58\u5eab\u76f8\u7d50\u5408\uff0c\u5728\u63a8\u8ad6\u968e\u6bb5\u63d0\u4f9b\u4e8b\u5be6\u4f9d\u64da\uff0c\u5f9e\u800c\u986f\u8457\u63d0\u5347\u4e86\u751f\u6210\u5167\u5bb9\u7684\u6e96\u78ba\u6027\u3001\u53ef\u4fe1\u5ea6\u8207\u9818\u57df\u7279\u5b9a\u6027 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u7576\u9762\u5c0d\u9700\u8981\u6574\u5408\u4f86\u81ea\u591a\u500b\u4e0d\u540c\u4f86\u6e90\u7684\u8cc7\u8a0a\u624d\u80fd\u89e3\u7b54\u7684\u8907\u96dc\u554f\u984c\u6642\uff0c\u50b3\u7d71 RAG \u7684\u80fd\u529b\u4fbf\u986f\u5f97\u6349\u895f\u898b\u8098 <sup><\/sup>\u3002\u9019\u985e\u591a\u6b65\u63a8\u7406\u4efb\u52d9\u66b4\u9732\u4e86 RAG \u7684\u6839\u672c\u6027\u67b6\u69cb\u9650\u5236\uff0c\u6210\u70ba\u4e86\u77e5\u8b58\u5bc6\u96c6\u578b\u4eba\u5de5\u667a\u6167\u767c\u5c55\u7684\u4e0b\u4e00\u500b\u4e3b\u8981\u969c\u7919\u3002\u70ba\u6b64\uff0c\u4e00\u7a2e\u65b0\u7684\u65b9\u6cd5\u61c9\u904b\u800c\u751f\uff1a\u57fa\u65bc LLM \u7684\u641c\u5c0b\u4ee3\u7406\u3002\u9019\u4e9b\u7cfb\u7d71\u4e0d\u518d\u9075\u5faa\u50f5\u5316\u7684\u300c\u5148\u6aa2\u7d22\u3001\u5f8c\u751f\u6210\u300d\u7ba1\u7dda\uff0c\u800c\u662f\u63a1\u7528\u4e00\u7a2e\u52d5\u614b\u3001\u8fed\u4ee3\u7684\u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\uff08interleaved reasoning and retrieval\uff09\u6d41\u7a0b <sup><\/sup>\u3002\u9019\u4f7f\u5f97\u6a21\u578b\u80fd\u5920\u81ea\u4e3b\u5206\u89e3\u554f\u984c\u3001\u9069\u61c9\u6027\u5730\u5c0b\u627e\u8cc7\u8a0a\uff0c\u4e26\u9010\u6b65\u5efa\u69cb\u7b54\u6848\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u5f37\u5927\u7684\u4ee3\u7406\u6a21\u5f0f\u4e5f\u5e36\u4f86\u4e86\u65b0\u7684\u6311\u6230\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u7cfb\u7d71\u6548\u7387\u3001\u5ef6\u9072\u548c\u8cc7\u6e90\u5229\u7528\u7387\u4e0a <sup><\/sup>\u3002\u8ce6\u4e88\u4ee3\u7406\u5f37\u5927\u80fd\u529b\u7684\u9748\u6d3b\u6027\uff0c\u540c\u6642\u4e5f\u4f7f\u5176\u5728\u8a08\u7b97\u4e0a\u8b8a\u5f97\u6602\u8cb4\u4e14\u7de9\u6162\u3002\u9019\u7a2e\u5f9e RAG \u5230\u641c\u5c0b\u4ee3\u7406\u7684\u6f14\u8b8a\uff0c\u4e0d\u50c5\u662f\u6280\u8853\u4e0a\u7684\u5347\u7d1a\uff0c\u66f4\u53cd\u6620\u4e86\u4eba\u5de5\u667a\u6167\u7cfb\u7d71\u5167\u90e8\u300c\u63a7\u5236\u6838\u5fc3\u300d\u7684\u8f49\u79fb\u3002\u5728\u50b3\u7d71 RAG \u4e2d\uff0cLLM \u5728\u6aa2\u7d22\u904e\u7a0b\u4e2d\u76f8\u5c0d\u88ab\u52d5\uff0c\u5176\u89d2\u8272\u662f\u300c\u88ab\u589e\u5f37\u7684\u751f\u6210\u5668\u300d\u3002\u800c\u5728\u4ee3\u7406\u7cfb\u7d71\u4e2d\uff0cLLM \u8f49\u8b8a\u70ba\u6838\u5fc3\u7684\u300c\u63a7\u5236\u5668\u300d\u6216\u300c\u5927\u8166\u300d<sup><\/sup>\uff0c\u5b83\u4e3b\u52d5\u6c7a\u5b9a\u4f55\u6642\u6aa2\u7d22\u3001\u6aa2\u7d22\u4ec0\u9ebc\uff0c\u4ee5\u53ca\u5982\u4f55\u5c07\u7d50\u679c\u6574\u5408\u5230\u6301\u7e8c\u7684\u63a8\u7406\u904e\u7a0b\u4e2d <sup><\/sup>\u3002\u6aa2\u7d22\u6a5f\u5236\u4e5f\u5f9e\u4e00\u500b\u7c21\u55ae\u7684\u524d\u8655\u7406\u5668\uff0c\u6f14\u8b8a\u70ba\u4ee3\u7406\u53ef\u96a8\u9700\u547c\u53eb\u7684\u300c\u5de5\u5177\u300d<sup><\/sup>\u3002\u9019\u7a2e\u6839\u672c\u6027\u7684\u89d2\u8272\u8f49\u8b8a\uff0c\u8981\u6c42\u7cfb\u7d71\u67b6\u69cb\u5f9e\u7dda\u6027\u7ba1\u7dda\u8f49\u8b8a\u70ba\u80fd\u5920\u8655\u7406\u975e\u540c\u6b65\u5de5\u5177\u547c\u53eb\u548c\u7ba1\u7406\u9577\u671f\u63a8\u7406\u72c0\u614b\u7684\u53cd\u61c9\u5f0f\u8ff4\u5708\uff0c\u800c\u9019\u6b63\u662f SearchAgent-X \u6240\u8981\u89e3\u6c7a\u7684\u7cfb\u7d71\u74b0\u5883\u3002 <\/p>\n\n\n\n<p>\u672c\u5831\u544a\u5c07\u5c0d\u50b3\u7d71 RAG \u67b6\u69cb\u8207 SearchAgent-X \u6846\u67b6\u9032\u884c\u6df1\u5ea6\u6bd4\u8f03\u5206\u6790\u3002\u6211\u5011\u5c07\u8ad6\u8b49\uff0cSearchAgent-X \u4e26\u975e\u50c5\u50c5\u662f\u4e00\u9805\u6f38\u9032\u5f0f\u6539\u9032\uff0c\u800c\u662f\u4e00\u500b\u7cfb\u7d71\u7d1a\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u65e8\u5728\u89e3\u6c7a\u5148\u9032\u4ee3\u7406\u6a21\u5f0f\u7684\u6839\u672c\u6548\u7387\u74f6\u9838\uff0c\u5f9e\u800c\u70ba\u5927\u898f\u6a21\u90e8\u7f72\u8907\u96dc\u3001\u63a8\u7406\u9a45\u52d5\u7684 AI \u61c9\u7528\u9081\u51fa\u4e86\u95dc\u9375\u4e00\u6b65\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u7bc0 \u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u57fa\u790e\u56de\u9867<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u5c0d\u50b3\u7d71 RAG \u67b6\u69cb\u53ca\u5176\u6a19\u6e96\u5de5\u4f5c\u6d41\u7a0b\u9032\u884c\u8a73\u7d30\u7684\u6280\u8853\u89e3\u69cb\uff0c\u70ba\u5f8c\u7e8c\u5206\u6790\u5176\u5c40\u9650\u6027\u5efa\u7acb\u4e00\u500b\u6e05\u6670\u7684\u57fa\u6e96\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u67b6\u69cb\u539f\u5247\uff1a\u4e09\u5927\u6838\u5fc3\u6a21\u7d44<\/h3>\n\n\n\n<p>\u4e00\u500b\u5178\u578b\u7684 RAG \u7cfb\u7d71\u7531\u4e09\u500b\u4e3b\u8981\u90e8\u5206\u7d44\u6210 <sup><\/sup>\uff1a <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67e5\u8a62\u7de8\u78bc\u5668 (Query Encoder):<\/strong> \u6b64\u6a21\u7d44\u8ca0\u8cac\u5c07\u4f7f\u7528\u8005\u7684\u8f38\u5165\u67e5\u8a62\u8f49\u63db\u70ba\u4e00\u7a2e\u9069\u5408\u5728\u77e5\u8b58\u5eab\u4e2d\u9032\u884c\u641c\u5c0b\u7684\u8868\u793a\u5f62\u5f0f\uff0c\u901a\u5e38\u662f\u4e00\u500b\u7a20\u5bc6\u5411\u91cf\u5d4c\u5165\uff08dense vector embedding\uff09\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6aa2\u7d22\u5668 (Retriever):<\/strong> \u9019\u662f\u8cc7\u8a0a\u5c0b\u6c42\u904e\u7a0b\u7684\u6838\u5fc3\u3002\u7d66\u5b9a\u7de8\u78bc\u5f8c\u7684\u67e5\u8a62\uff0c\u6aa2\u7d22\u5668\u6703\u5728\u4e00\u500b\u5df2\u7d22\u5f15\u7684\u8a9e\u6599\u5eab\uff08\u4f8b\u5982\u5411\u91cf\u8cc7\u6599\u5eab\uff09\u4e2d\u9032\u884c\u641c\u5c0b\uff0c\u4e26\u53d6\u56de\u4e00\u7cfb\u5217\u76f8\u95dc\u7684\u6587\u4ef6\u6216\u300c\u5340\u584a\u300d\uff08chunks\uff09\u3002\u5e38\u898b\u7684\u6aa2\u7d22\u65b9\u6cd5\u5305\u62ec\u57fa\u65bc\u95dc\u9375\u5b57\u7684\u7a00\u758f\u6aa2\u7d22\uff08\u5982 BM25\uff09\u548c\u57fa\u65bc\u8a9e\u7fa9\u7684\u7a20\u5bc6\u6aa2\u7d22\uff08\u5982 DPR\uff09\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u751f\u6210\u5668 (Generator):<\/strong> \u9019\u662f\u4e00\u500b\u9810\u8a13\u7df4\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08\u5982 GPT\u3001T5\uff09\uff0c\u5b83\u6703\u63a5\u6536\u539f\u59cb\u67e5\u8a62\u4ee5\u53ca\u6aa2\u7d22\u5230\u7684\u6587\u4ef6\u4f5c\u70ba\u4e0a\u4e0b\u6587\u3002\u63a5\u8457\uff0c\u5b83\u6703\u7d9c\u5408\u9019\u4e9b\u8cc7\u8a0a\uff0c\u751f\u6210\u6700\u7d42\u7684\u3001\u6709\u4e8b\u5be6\u6839\u64da\u7684\u56de\u61c9 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u6a19\u6e96\u5de5\u4f5c\u6d41\u7a0b\uff1a\u4e00\u500b\u5169\u968e\u6bb5\u904e\u7a0b<\/h3>\n\n\n\n<p>RAG \u7684\u904b\u4f5c\u6d41\u7a0b\u53ef\u5206\u70ba\u5169\u500b\u4e3b\u8981\u968e\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u968e\u6bb5\u4e00\uff1a\u7d22\u5f15\uff08\u96e2\u7dda\u6e96\u5099\uff09:<\/strong> \u9019\u662f\u5728\u56de\u7b54\u67e5\u8a62\u524d\u81f3\u95dc\u91cd\u8981\u7684\u9810\u8655\u7406\u6b65\u9a5f\uff0c\u76ee\u7684\u662f\u4f7f\u5916\u90e8\u77e5\u8b58\u5eab\u8b8a\u5f97\u53ef\u4f9b\u641c\u5c0b\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u8cc7\u6599\u64f7\u53d6\u8207\u6e05\u7406\uff1a<\/strong> \u5f9e\u5404\u7a2e\u4f86\u6e90\uff08\u5982 PDF\u3001HTML\u3001\u8cc7\u6599\u5eab\uff09\u6536\u96c6\u539f\u59cb\u8cc7\u6599\uff0c\u4e26\u5c07\u5176\u8f49\u63db\u70ba\u7d71\u4e00\u7684\u7d14\u6587\u5b57\u683c\u5f0f \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5340\u584a\u5316 (Chunking)\uff1a<\/strong> \u5c07\u6e05\u7406\u5f8c\u7684\u6587\u672c\u5206\u5272\u6210\u66f4\u5c0f\u3001\u6613\u65bc\u8655\u7406\u7684\u5340\u584a\uff0c\u4ee5\u9069\u61c9 LLM \u7684\u4e0a\u4e0b\u6587\u8996\u7a97\u9650\u5236\u4e26\u63d0\u9ad8\u6aa2\u7d22\u7684\u7cbe\u78ba\u5ea6 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5d4c\u5165\u8207\u7d22\u5f15\uff1a<\/strong> \u6bcf\u500b\u5340\u584a\u90fd\u901a\u904e\u4e00\u500b\u5d4c\u5165\u6a21\u578b\u8f49\u63db\u70ba\u6578\u503c\u5411\u91cf\u8868\u793a\u3002\u9019\u4e9b\u5411\u91cf\u96a8\u5f8c\u88ab\u5132\u5b58\u5728\u5c08\u9580\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\uff0c\u5efa\u7acb\u4e00\u500b\u7d22\u5f15\uff0c\u4ee5\u4fbf\u9032\u884c\u9ad8\u6548\u7684\u8a9e\u7fa9\u76f8\u4f3c\u5ea6\u641c\u5c0b \u3002 \u00a0<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u968e\u6bb5\u4e8c\uff1a\u63a8\u8ad6\uff08\u7dda\u4e0a\u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\uff09:<\/strong> \u9019\u662f\u5373\u6642\u56de\u7b54\u4f7f\u7528\u8005\u67e5\u8a62\u7684\u904e\u7a0b\u3002\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u8005\u7684\u67e5\u8a62\u6703\u901a\u904e\u8207\u7d22\u5f15\u968e\u6bb5\u76f8\u540c\u7684\u6a21\u578b\u9032\u884c\u7de8\u78bc\uff0c\u8f49\u63db\u70ba\u4e00\u500b\u5411\u91cf \u3002 \u00a0<\/li>\n\n\n\n<li>\u7cfb\u7d71\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\u67e5\u8a62\uff0c\u627e\u51fa\u8207\u67e5\u8a62\u5411\u91cf\u6700\u76f8\u4f3c\u7684 <code>Top-K<\/code> \u500b\u5340\u584a \u3002 \u00a0<\/li>\n\n\n\n<li>\u9019 <code>Top-K<\/code> \u500b\u5340\u584a\u6703\u8207\u539f\u59cb\u67e5\u8a62\u62fc\u63a5\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u500b\u589e\u5f37\u7684\u63d0\u793a\uff08augmented prompt\uff09\u3002 \u00a0<\/li>\n\n\n\n<li>\u9019\u500b\u589e\u5f37\u7684\u63d0\u793a\u88ab\u9001\u5165\u751f\u6210\u5668 LLM\uff0c\u7531\u5176\u751f\u6210\u4e00\u500b\u57fa\u65bc\u6240\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7684\u6700\u7d42\u7b54\u6848 \u3002 \u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 RAG \u6a21\u5f0f\u7684\u6838\u5fc3\u8ca2\u737b\u8207\u512a\u52e2<\/h3>\n\n\n\n<p>RAG \u6846\u67b6\u5e36\u4f86\u4e86\u591a\u9805\u986f\u8457\u7684\u597d\u8655\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7de9\u89e3\u5e7b\u89ba\uff1a<\/strong> \u900f\u904e\u5c07 LLM \u7684\u751f\u6210\u904e\u7a0b\u6839\u690d\u65bc\u53ef\u9a57\u8b49\u7684\u5916\u90e8\u4e8b\u5be6\uff0cRAG \u986f\u8457\u964d\u4f4e\u4e86\u6a21\u578b\u7522\u751f\u4e0d\u6b63\u78ba\u6216\u634f\u9020\u8cc7\u8a0a\u7684\u50be\u5411 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5be6\u73fe\u77e5\u8b58\u66f4\u65b0\uff1a<\/strong> RAG \u63d0\u4f9b\u4e86\u4e00\u7a2e\u7d93\u6fdf\u9ad8\u6548\u7684\u65b9\u5f0f\u4f86\u4fdd\u6301 LLM \u77e5\u8b58\u7684\u6642\u6548\u6027\u3002\u7121\u9700\u9032\u884c\u6602\u8cb4\u7684\u6a21\u578b\u91cd\u65b0\u8a13\u7df4\uff0c\u53ea\u9700\u66f4\u65b0\u5916\u90e8\u77e5\u8b58\u5eab\u5373\u53ef \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u589e\u5f37\u900f\u660e\u5ea6\u8207\u4fe1\u4efb\uff1a<\/strong> RAG \u7cfb\u7d71\u53ef\u4ee5\u5f15\u7528\u5176\u8cc7\u8a0a\u4f86\u6e90\uff0c\u8b93\u4f7f\u7528\u8005\u80fd\u5920\u9a57\u8b49\u8cc7\u8a0a\u4e26\u7406\u89e3\u6a21\u578b\u662f\u5982\u4f55\u5f97\u51fa\u7b54\u6848\u7684 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u4fc3\u9032\u9818\u57df\u5c08\u696d\u5316\uff1a<\/strong> \u5b83\u5141\u8a31\u5728\u7121\u9700\u5fae\u8abf\u7684\u60c5\u6cc1\u4e0b\uff0c\u5c07\u901a\u7528\u7684\u57fa\u790e\u6a21\u578b\u7d93\u6fdf\u5730\u61c9\u7528\u65bc\u7279\u5b9a\u9818\u57df\uff08\u5982\u6cd5\u5f8b\u3001\u91ab\u7642\u6216\u4f01\u696d\u5167\u90e8\u77e5\u8b58\uff09\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u5f9e\u6839\u672c\u4e0a\u770b\uff0c\u50b3\u7d71 RAG \u67b6\u69cb\u662f\u4e00\u500b\u300c\u7121\u72c0\u614b\u3001\u55ae\u56de\u5408\u300d\u7684\u7cfb\u7d71\u3002\u5176\u6a19\u6e96\u5de5\u4f5c\u6d41\u7a0b <sup><\/sup> \u7368\u7acb\u8655\u7406\u6bcf\u500b\u67e5\u8a62\uff0c\u63a5\u6536\u67e5\u8a62\u3001\u6aa2\u7d22\u6587\u4ef6\u3001\u751f\u6210\u7b54\u6848\uff0c\u7136\u5f8c\u6d41\u7a0b\u7d50\u675f\u3002\u5b83\u6c92\u6709\u5167\u5efa\u7684\u6a5f\u5236\u4f86\u8a18\u61b6\u904e\u53bb\u7684\u4e92\u52d5\uff0c\u4e5f\u7121\u6cd5\u5728\u540c\u4e00\u500b\u67e5\u8a62\u4e2d\u57fa\u65bc\u4e0a\u4e00\u6b65\u7684\u6aa2\u7d22\u7d50\u679c\u9032\u884c\u758a\u52a0\u3002\u6240\u6709\u4e0a\u4e0b\u6587\u90fd\u5fc5\u9808\u5728\u55ae\u6b21\u7684\u6aa2\u7d22\u4e2d\u7372\u53d6\u3002\u9019\u7a2e\u67b6\u69cb\u9078\u64c7\u4f7f\u5176\u5728\u8655\u7406\u55ae\u6b65\u554f\u984c\u6642\u7c21\u55ae\u800c\u6709\u6548\uff0c\u4f46\u4e5f\u6b63\u662f\u9019\u7a2e\u7121\u72c0\u614b\u6027\uff0c\u4f7f\u5176\u5728\u9762\u5c0d\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u8907\u96dc\u554f\u984c\u6642\u986f\u5f97\u8106\u5f31\uff0c\u56e0\u70ba\u591a\u6b65\u554f\u984c\u672c\u8cea\u4e0a\u9700\u8981\u4e00\u500b\u6709\u72c0\u614b\u7684\u904e\u7a0b\uff0c\u5176\u4e2d\u7b2c\u4e00\u6b65\u7684\u7d50\u679c\u6703\u6210\u70ba\u7b2c\u4e8c\u6b65\u7684\u8f38\u5165\u3002\u9019\u4e5f\u6b63\u662f\u4e0b\u4e00\u7bc0\u5c07\u8a0e\u8ad6\u7684\u300c\u591a\u6b65\u63a8\u7406\u969c\u7919\u300d\u7684\u6839\u6e90\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u7bc0 \u50b3\u7d71 RAG \u6a21\u5f0f\u7684\u95dc\u9375\u5c40\u9650\u6027<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u6df1\u5165\u63a2\u8a0e\u6a19\u6e96 RAG \u7684\u5931\u6557\u6a21\u5f0f\uff0c\u70ba\u7406\u89e3\u70ba\u4f55\u9700\u8981\u50cf\u641c\u5c0b\u4ee3\u7406\u9019\u6a23\u66f4\u5148\u9032\u7684\u7cfb\u7d71\u63d0\u4f9b\u95dc\u9375\u80cc\u666f\u3002\u91cd\u9ede\u5c07\u653e\u5728\u591a\u6b65\u63a8\u7406\u554f\u984c\u4e0a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u591a\u6b65\u63a8\u7406\u969c\u7919\uff1aRAG \u7684\u4e3b\u8981\u5931\u6557\u6a21\u5f0f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6311\u6230\u7684\u5b9a\u7fa9\uff1a<\/strong> \u591a\u6b65\u67e5\u8a62\u9700\u8981\u5c0d\u591a\u500b\u8b49\u64da\u7247\u6bb5\u9032\u884c\u63a8\u7406\u624d\u80fd\u5f97\u51fa\u6700\u7d42\u7b54\u6848\uff0c\u800c\u9019\u4e9b\u8b49\u64da\u5f80\u5f80\u5206\u6563\u5728\u4e0d\u540c\u7684\u6587\u4ef6\u4e2d \u3002\u4f8b\u5982\uff1a\u300c\u4e3b\u6f14\u96fb\u5f71\u300a\u5927\u767d\u9bca\u300b\u5c0e\u6f14\u540c\u9109\u7684\u6f14\u54e1\uff0c\u5176\u54ea\u90e8\u96fb\u5f71\u66fe\u7372\u5967\u65af\u5361\u734e\uff1f\u300d \u00a0<\/li>\n\n\n\n<li><strong>\u8a9e\u7fa9\u76f8\u4f3c\u5ea6\u7684\u5931\u6557\uff1a<\/strong> \u6a19\u6e96 RAG \u4f9d\u8cf4\u65bc\u5c0b\u627e\u8207\u4f7f\u7528\u8005\u300c\u5b8c\u6574\u300d\u67e5\u8a62\u8a9e\u7fa9\u76f8\u4f3c\u7684\u5340\u584a\u3002\u5728\u591a\u6b65\u67e5\u8a62\u4e2d\uff0c\u53ef\u80fd\u6c92\u6709\u4efb\u4f55\u55ae\u4e00\u6587\u4ef6\u5305\u542b\u6240\u6709\u5fc5\u8981\u8cc7\u8a0a\uff0c\u6216\u8207\u6574\u500b\u554f\u984c\u7684\u8a9e\u7fa9\u90fd\u63a5\u8fd1 \u3002\u7cfb\u7d71\u53ef\u80fd\u6703\u627e\u5230\u95dc\u65bc\u300a\u5927\u767d\u9bca\u300b\u7684\u6587\u4ef6\uff0c\u6216\u95dc\u65bc\u67d0\u4e9b\u6f14\u54e1\u7684\u6587\u4ef6\uff0c\u4f46\u537b\u7121\u6cd5\u6aa2\u7d22\u5230\u9023\u63a5\u9019\u4e9b\u8cc7\u8a0a\u7684\u95dc\u9375\u6a4b\u6a11\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u932f\u8aa4\u50b3\u64ad\uff1a<\/strong> \u5373\u4f7f RAG \u7cfb\u7d71\u5617\u8a66\u63a1\u7528\u8fed\u4ee3\u65b9\u6cd5\uff0c\u7b2c\u4e00\u6b65\u63a8\u7406\u6216\u6aa2\u7d22\u4e2d\u7684\u932f\u8aa4\u4e5f\u53ef\u80fd\u88ab\u50b3\u64ad\u548c\u653e\u5927\uff0c\u5f15\u767c\u300c\u8774\u8776\u6548\u61c9\u300d\uff0c\u6700\u7d42\u5c0e\u81f4\u6574\u500b\u904e\u7a0b\u812b\u8ecc \u3002\u521d\u59cb\u6aa2\u7d22\u5f80\u5f80\u4e0d\u5b8c\u7f8e\uff0c\u53ef\u80fd\u6703\u8fd4\u56de\u8a5e\u5f59\u4e0a\u76f8\u4f3c\u4f46\u908f\u8f2f\u4e0a\u4e0d\u76f8\u95dc\u7684\u6bb5\u843d \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u8b49\u64da\uff1a<\/strong> \u7814\u7a76\u986f\u793a\uff0c\u5373\u4f7f\u4f7f\u7528\u5148\u9032\u7684\u641c\u5c0b\u5f15\u64ce\uff0c\u4ecd\u6709\u5f88\u5927\u6bd4\u4f8b\u7684\u6aa2\u7d22\u6bb5\u843d\u4e0d\u76f4\u63a5\u5305\u542b\u7b54\u6848\uff0c\u73fe\u6709\u7684 RAG \u65b9\u6cd5\u5728\u591a\u6b65\u63a8\u7406\u57fa\u6e96\u6e2c\u8a66\u4e2d\u8868\u73fe\u4e0d\u4f73 \u3002\u9019\u88ab\u8a8d\u70ba\u662f\u63a8\u9032 RAG \u6280\u8853\u767c\u5c55\u7684\u95dc\u9375\u74f6\u9838 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u50f5\u5316\u7ba1\u7dda\u7684\u4f4e\u6548\u7387<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6aa2\u7d22\u566a\u97f3\u8207\u5197\u9918\uff1a<\/strong> \u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\u7684\u6a21\u578b\u53ef\u80fd\u6703\u53d6\u56de\u4e0d\u76f8\u95dc\u6216\u5197\u9918\u7684\u5340\u584a\uff0c\u9019\u6703\u5e72\u64fe\u751f\u6210\u5668 LLM\uff0c\u964d\u4f4e\u8f38\u51fa\u54c1\u8cea \u3002LLM \u6c92\u6709\u80fd\u529b\u8aaa\u300c\u9019\u4e0d\u662f\u6211\u9700\u8981\u7684\uff0c\u8acb\u518d\u8a66\u4e00\u6b21\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5ef6\u9072\u8207\u53ef\u64f4\u5c55\u6027\uff1a<\/strong> \u7ba1\u7dda\u7684\u9806\u5e8f\u6027\u5f15\u5165\u4e86\u5ef6\u9072\u3002\u751f\u6210\u6b65\u9a5f\u5fc5\u9808\u7b49\u5230\u6aa2\u7d22\u6b65\u9a5f\u5b8c\u5168\u7d50\u675f\u5f8c\u624d\u80fd\u958b\u59cb\u3002\u5c0d\u65bc\u5927\u898f\u6a21\u3001\u5373\u6642\u7684\u61c9\u7528\u7a0b\u5f0f\u4f86\u8aaa\uff0c\u9019\u53ef\u80fd\u662f\u4e00\u500b\u91cd\u5927\u7684\u74f6\u9838 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u8cc7\u6e90\u5229\u7528\u4e0d\u4f73\uff1a<\/strong> \u50f5\u5316\u7684\u7ba1\u7dda\u4e0d\u5141\u8a31\u52d5\u614b\u7684\u8cc7\u6e90\u5206\u914d\u3002\u6aa2\u7d22\u548c\u751f\u6210\u7d44\u4ef6\u7dca\u5bc6\u8026\u5408\uff0c\u963b\u7919\u4e86\u66f4\u8907\u96dc\u7684\u6392\u7a0b\u6216\u5e73\u884c\u5316\u7b56\u7565\u7684\u5be6\u65bd\uff0c\u800c\u9019\u4e9b\u7b56\u7565\u672c\u53ef\u4ee5\u63d0\u9ad8\u541e\u5410\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u6b21\u8981\u6311\u6230<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8cc7\u6599\u54c1\u8cea\u8207\u5340\u584a\u5316\uff1a<\/strong> RAG \u7684\u6027\u80fd\u5c0d\u539f\u59cb\u8cc7\u6599\u7684\u54c1\u8cea\u548c\u5340\u584a\u5316\u7b56\u7565\u9ad8\u5ea6\u654f\u611f\u3002\u7d50\u69cb\u4e0d\u826f\u7684\u8cc7\u6599\u3001\u4e0d\u4e00\u81f4\u7684\u683c\u5f0f\uff08\u5c24\u5176\u662f\u5728\u8907\u96dc\u7684 PDF \u4e2d\uff09\u6216\u6b21\u512a\u7684\u5340\u584a\u5927\u5c0f\uff0c\u90fd\u6703\u56b4\u91cd\u964d\u4f4e\u6aa2\u7d22\u7684\u6e96\u78ba\u6027 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6aa2\u7d22\u8207\u751f\u6210\u4e0d\u5339\u914d\uff1a<\/strong> \u6aa2\u7d22\u5668\u8a8d\u70ba\u76f8\u95dc\u7684\u5167\u5bb9\uff08\u57fa\u65bc\u5411\u91cf\u76f8\u4f3c\u5ea6\uff09\u8207\u751f\u6210\u5668\u5be6\u969b\u9700\u8981\u7528\u4f86\u5f62\u6210\u9ad8\u54c1\u8cea\u56de\u61c9\u7684\u5167\u5bb9\u4e4b\u9593\u53ef\u80fd\u5b58\u5728\u504f\u5dee \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7121\u6cd5\u8655\u7406\u8907\u96dc\u64cd\u4f5c\uff1a<\/strong> \u4f7f\u7528\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u50b3\u7d71 RAG \u4e26\u975e\u70ba\u805a\u5408\u64cd\u4f5c\uff08\u4f8b\u5982\uff0c\u300c\u53bb\u5e74\u6240\u6709\u767c\u7968\u7684\u7e3d\u91d1\u984d\u662f\u591a\u5c11\uff1f\u300d\uff09\u6216\u7d50\u69cb\u5316\u67e5\u8a62\u800c\u8a2d\u8a08\uff0c\u9019\u4e9b\u64cd\u4f5c\u66f4\u9069\u5408\u7531 SQL \u6216\u5176\u4ed6\u67e5\u8a62\u8a9e\u8a00\u8655\u7406 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>RAG \u7684\u6838\u5fc3\u5c40\u9650\u4e26\u975e\u5176\u7d44\u4ef6\u6709\u7f3a\u9677\uff0c\u800c\u662f\u5176\u300c\u54f2\u5b78\u300d\u6709\u7f3a\u9677\u3002\u5b83\u5c07\u77e5\u8b58\u6aa2\u7d22\u8996\u70ba\u4e00\u500b\u300c\u524d\u8655\u7406\u6b65\u9a5f\u300d\uff0c\u800c\u975e\u300c\u63a8\u7406\u904e\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u300d\u3002RAG \u7684\u54f2\u5b78\u662f\uff1a\u300c\u9996\u5148\uff0c\u7372\u53d6\u4f60\u53ef\u80fd\u9700\u8981\u7684\u6240\u6709\u4e8b\u5be6\uff1b\u7136\u5f8c\uff0c\u601d\u8003\u7b54\u6848\u3002\u300d\u9019\u9ad4\u73fe\u5728\u5176\u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\u7684\u67b6\u69cb\u4e2d <sup><\/sup>\u3002\u7136\u800c\uff0c\u4eba\u985e\u7684\u63a8\u7406\u904e\u7a0b\uff0c\u7279\u5225\u662f\u5c0d\u65bc\u8907\u96dc\u554f\u984c\uff0c\u4e26\u975e\u5982\u6b64\u904b\u4f5c\u3002\u6211\u5011\u6703\u601d\u8003\uff0c\u610f\u8b58\u5230\u77e5\u8b58\u7f3a\u53e3\uff0c\u5c0b\u627e\u7279\u5b9a\u8cc7\u8a0a\uff0c\u6574\u5408\u5b83\uff0c\u7136\u5f8c\u7e7c\u7e8c\u601d\u8003\u3002\u9019\u662f\u4e00\u500b\u8fed\u4ee3\u3001\u52d5\u614b\u7684\u8ff4\u5708\u3002\u591a\u6b65\u63a8\u7406\u554f\u984c <sup><\/sup> \u6b63\u662f\u9019\u7a2e\u54f2\u5b78\u932f\u914d\u6700\u660e\u986f\u7684\u75c7\u72c0\u3002\u5728\u6210\u529f\u5b8c\u6210\u7b2c\u4e00\u6b65\u4e4b\u524d\uff0c\u4f60\u7121\u6cd5\u77e5\u9053\u7b2c\u4e8c\u6b65\u9700\u8981\u4ec0\u9ebc\u8cc7\u8a0a\u3002\u56e0\u6b64\uff0c\u8981\u89e3\u6c7a\u591a\u6b65\u63a8\u7406\u554f\u984c\uff0c\u7cfb\u7d71\u7684\u67b6\u69cb\u5fc5\u9808\u6a21\u4eff\u4eba\u985e\u7684\u63a8\u7406\u904e\u7a0b\uff0c\u800c\u9019\u6b63\u662f\u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\u7684\u76ee\u6a19\u3002\u9019\u4e5f\u89e3\u91cb\u4e86\u70ba\u4f55\u5c0d RAG \u7684\u7c21\u55ae\u4fee\u88dc\uff08\u5982\u66f4\u597d\u7684\u91cd\u6392\u5668\u6216\u5340\u584a\u5316\u7b56\u7565\uff09\u53ea\u80fd\u5e36\u4f86\u6f38\u9032\u5f0f\u7684\u6539\u9032\u3002\u8981\u7a81\u7834\u591a\u6b65\u63a8\u7406\u7684\u969c\u7919\uff0c\u9700\u8981\u9032\u884c\u6839\u672c\u6027\u7684\u67b6\u69cb\u548c\u54f2\u5b78\u8f49\u8b8a\uff0c\u9019\u76f4\u63a5\u5c0e\u5411\u4e86\u4ee3\u7406\u6a21\u5f0f\u7684\u51fa\u73fe\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u7bc0 LLM \u641c\u5c0b\u4ee3\u7406\u7684\u8208\u8d77<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u4ecb\u7d39\u4ee3\u7406\u6a21\u5f0f\uff0c\u5c07\u5176\u8996\u70ba\u5c0d\u50b3\u7d71 RAG \u5c40\u9650\u6027\u7684\u76f4\u63a5\u67b6\u69cb\u6027\u548c\u54f2\u5b78\u6027\u56de\u61c9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u5b9a\u7fa9\u4ee3\u7406\u65b9\u6cd5\uff1a\u8d85\u8d8a\u7c21\u55ae\u589e\u5f37<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u7d44\u4ef6\uff1a<\/strong> LLM \u4ee3\u7406\u7684\u5b9a\u7fa9\u5728\u65bc\u5176\u67b6\u69cb\uff0c\u901a\u5e38\u5305\u62ec\u4e00\u500b\u4e2d\u592e\u7684 LLM\u300c\u5927\u8166\u300d\u3001\u4e00\u500b\u898f\u5283\u6a21\u7d44\u3001\u8a18\u61b6\u9ad4\uff08\u77ed\u671f\u548c\u9577\u671f\uff09\u4ee5\u53ca\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u7684\u80fd\u529b \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5f9e\u88ab\u52d5\u751f\u6210\u5668\u5230\u4e3b\u52d5\u63a7\u5236\u5668\uff1a<\/strong> \u8207 RAG \u4e0d\u540c\uff0c\u4ee3\u7406\u7cfb\u7d71\u4e2d\u7684 LLM \u626e\u6f14\u8457\u4e3b\u8981\u63a7\u5236\u5668\u7684\u89d2\u8272\u3002\u5b83\u80fd\u81ea\u4e3b\u5730\u5c07\u8907\u96dc\u4efb\u52d9\u5206\u89e3\u70ba\u66f4\u5c0f\u3001\u53ef\u7ba1\u7406\u7684\u6b65\u9a5f\uff0c\u5236\u5b9a\u8a08\u5283\u4e26\u57f7\u884c \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u539f\u5247<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u5275\u65b0\uff1a<\/strong> \u9019\u662f\u8207 RAG \u6700\u6839\u672c\u7684\u64cd\u4f5c\u5dee\u7570\u3002\u5728\u6574\u500b\u751f\u6210\u904e\u7a0b\u4e2d\uff0c\u4ee3\u7406\u53ef\u4ee5\u52d5\u614b\u5730\u3001\u9069\u61c9\u6027\u5730\u5728\u63a8\u7406\uff08\u751f\u6210\u601d\u8003\u904e\u7a0b\u6216\u90e8\u5206\u7b54\u6848\uff09\u548c\u6aa2\u7d22\uff08\u4f7f\u7528\u641c\u5c0b\u5de5\u5177\uff09\u4e4b\u9593\u4ea4\u66ff\u9032\u884c \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5982\u4f55\u89e3\u6c7a\u591a\u6b65\u554f\u984c\uff1a<\/strong> \u6211\u5011\u5c07\u900f\u904e\u4e00\u500b\u5177\u9ad4\u4f8b\u5b50\u4f86\u95e1\u8ff0\uff0c\u4f8b\u5982 SearchAgent-X \u8ad6\u6587\u4e2d\u4f86\u81ea Musique \u8cc7\u6599\u96c6\u7684\u4f8b\u5b50 \u3002\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u67e5\u8a62\uff1a<\/strong> \u300c\u300eCurious\u300f\u662f\u4e00\u6b3e\u7531\u51fa\u751f\u5728\u54ea\u500b\u57ce\u5e02\u548c\u5dde\u7684\u6b4c\u624b\u63a8\u51fa\u7684\u5973\u6027\u9999\u6c34\uff1f\u300d<\/li>\n\n\n\n<li><strong>\u6b65\u9a5f\u4e00\uff08\u63a8\u7406\u8207\u641c\u5c0b\uff09\uff1a<\/strong> \u4ee3\u7406\u63a8\u7406\uff1a\u300c\u6211\u9700\u8981\u627e\u51fa\u662f\u8ab0\u5275\u9020\u4e86\u300eCurious\u300f\u9999\u6c34\u3002\u300d\u7136\u5f8c\u5b83\u5236\u5b9a\u4e26\u57f7\u884c\u4e00\u6b21\u641c\u5c0b\uff1a<code><search>Curious fragrance creator<\/search><\/code>\u3002<\/li>\n\n\n\n<li><strong>\u6b65\u9a5f\u4e8c\uff08\u6574\u5408\u3001\u63a8\u7406\u8207\u641c\u5c0b\uff09\uff1a<\/strong> \u641c\u5c0b\u8fd4\u56de\u300cBritney Spears\u300d\u3002\u4ee3\u7406\u6574\u5408\u9019\u500b\u65b0\u4e8b\u5be6\u4e26\u7e7c\u7e8c\u63a8\u7406\uff1a\u300c\u73fe\u5728\u6211\u77e5\u9053\u6b4c\u624b\u662f Britney Spears\u3002\u6211\u9700\u8981\u627e\u5230\u5979\u7684\u51fa\u751f\u5730\u3002\u300d\u5b83\u5236\u5b9a\u4e00\u6b21\u65b0\u7684\u641c\u5c0b\uff1a<code><search>Britney Spears birthplace<\/search><\/code>\u3002<\/li>\n\n\n\n<li><strong>\u6b65\u9a5f\u4e09\uff08\u6574\u5408\u8207\u7d9c\u5408\uff09\uff1a<\/strong> \u641c\u5c0b\u8fd4\u56de\u300cMcComb, Mississippi\u300d\u3002\u4ee3\u7406\u73fe\u5728\u64c1\u6709\u4e86\u6240\u6709\u8cc7\u8a0a\u7247\u6bb5\uff0c\u4e26\u7d9c\u5408\u51fa\u6700\u7d42\u7b54\u6848 \u3002 \u00a0<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u9019\u7a2e\u8fed\u4ee3\u5f0f\u7684\u300c\u601d\u8003-\u641c\u5c0b-\u518d\u601d\u8003\u300d\u5faa\u74b0 \uff0c\u900f\u904e\u8b93\u7cfb\u7d71\u9010\u6b65\u5efa\u7acb\u8b49\u64da\u93c8\uff0c\u76f4\u63a5\u89e3\u6c7a\u4e86\u591a\u6b65\u63a8\u7406\u7684\u969c\u7919\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u66f4\u5ee3\u6cdb\u7684\u4ee3\u7406\u751f\u614b\u7cfb\uff1a\u4e00\u500b\u8da8\u540c\u7684\u8da8\u52e2<\/h3>\n\n\n\n<p>\u9019\u7a2e\u8f49\u8b8a\u4e26\u975e\u5b64\u7acb\u73fe\u8c61\u3002\u5176\u4ed6\u76f8\u95dc\u65b9\u6cd5\u4e5f\u8d85\u8d8a\u4e86\u7c21\u55ae\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\uff0c\u7d0d\u5165\u4e86\u66f4\u8907\u96dc\u7684\u63a8\u7406\uff0c\u986f\u793a\u51fa\u4e00\u500b\u66f4\u5ee3\u6cdb\u7684\u8da8\u52e2\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GraphRAG\uff1a<\/strong> \u5229\u7528\u77e5\u8b58\u5716\u8b5c\u4f86\u7406\u89e3\u548c\u904d\u6b77\u8cc7\u6599\u4e2d\u5be6\u9ad4\u4e4b\u9593\u7684\u95dc\u4fc2\uff0c\u9019\u5c0d\u65bc\u8655\u7406\u76f8\u4e92\u95dc\u806f\u7684\u8cc7\u8a0a\u6bd4\u6a19\u6e96\u5411\u91cf\u641c\u5c0b\u66f4\u6709\u6548 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>HopRAG\uff1a<\/strong> \u5728\u7d22\u5f15\u671f\u9593\u660e\u78ba\u5730\u5728\u6587\u672c\u6bb5\u843d\u4e4b\u9593\u5efa\u7acb\u908f\u8f2f\u9023\u63a5\u5716\uff0c\u5141\u8a31\u6aa2\u7d22\u5668\u5728\u9593\u63a5\u76f8\u95dc\u7684\u6bb5\u843d\u4e4b\u9593\u300c\u8df3\u8e8d\u300d\uff0c\u4ee5\u627e\u5230\u771f\u6b63\u7684\u8b49\u64da \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u4e9b\u65b9\u6cd5\u8207\u641c\u5c0b\u4ee3\u7406\u4e00\u6a23\uff0c\u90fd\u6307\u5411\u540c\u4e00\u500b\u7d50\u8ad6\uff1a\u89e3\u6c7a\u8907\u96dc\u67e5\u8a62\u9700\u8981\u4e00\u7a2e\u66f4\u7d50\u69cb\u5316\u548c\u52d5\u614b\u7684\u77e5\u8b58\u6aa2\u7d22\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4ee3\u7406\u6a21\u5f0f\u5f15\u5165\u4e86\u4e00\u500b\u65b0\u7684\u62bd\u8c61\u5c64\u6b21\uff1aLLM \u7684\u300c\u601d\u8003\u904e\u7a0b\u300d\u6210\u70ba\u7cfb\u7d71\u8f38\u51fa\u7684\u300c\u4e00\u7b49\u516c\u6c11\u300d\u3002\u50b3\u7d71 RAG \u7cfb\u7d71\u7684\u8f38\u51fa\u50c5\u662f\u6700\u7d42\u7b54\u6848\uff0c\u5176\u300c\u63a8\u7406\u300d\u662f\u96b1\u542b\u7684\uff0c\u767c\u751f\u5728\u751f\u6210\u5668\u7684\u9ed1\u7bb1\u4e4b\u5167\u3002\u800c\u4ee3\u7406\u7cfb\u7d71\u5247\u5e38\u5e38\u5c07\u5176\u63a8\u7406\u904e\u7a0b\u5916\u90e8\u5316\u3002\u50cf ReAct\uff08Reason+Act\uff09\u9019\u6a23\u7684\u6846\u67b6\uff0c\u4ee5\u53ca SearchAgent-X \u6240\u63cf\u8ff0\u7684\u6d41\u7a0b <sup><\/sup>\uff0c\u90fd\u5c55\u793a\u4e86\u6a21\u578b\u751f\u6210\u660e\u78ba\u7684\u300c\u601d\u8003\u300d\u6216\u300c\u63a8\u7406\u6b65\u9a5f\u300d\u4f86\u6307\u5c0e\u5176\u884c\u52d5\u3002R-Search \u8ad6\u6587\u751a\u81f3\u7528 <\/p>\n\n\n\n<p><code><think><\/code> \u6a19\u7c64\u5c07\u6b64\u904e\u7a0b\u5f62\u5f0f\u5316 <sup><\/sup>\u3002\u9019\u7a2e\u5916\u90e8\u5316\u7684\u63a8\u7406\u4e0d\u50c5\u662f\u70ba\u4e86\u5c55\u793a\uff0c\u5b83\u66f4\u662f\u9a45\u52d5\u898f\u5283\u548c\u5de5\u5177\u4f7f\u7528\u8ff4\u5708\u7684\u6a5f\u5236\u3002\u4ee3\u7406\u300c\u601d\u8003\u300d\u4e0b\u4e00\u6b65\u9700\u8981\u505a\u4ec0\u9ebc\uff0c\u800c\u9019\u500b\u601d\u8003\u6703\u8f49\u5316\u70ba\u4e00\u500b\u884c\u52d5\uff08\u4f8b\u5982\u4e00\u6b21\u641c\u5c0b\u67e5\u8a62\uff09\u3002\u9019\u5c0d\u7cfb\u7d71\u7684\u53ef\u9664\u932f\u6027\u3001\u900f\u660e\u5ea6\u548c\u53ef\u9760\u6027\u5e36\u4f86\u4e86\u5de8\u5927\u597d\u8655\u3002\u5de5\u7a0b\u5e2b\u73fe\u5728\u53ef\u4ee5\u6aa2\u67e5\u4ee3\u7406\u7684\u9010\u6b65\u63a8\u7406\u93c8\uff0c\u4ee5\u7406\u89e3\u5176\u5931\u6557\u7684\u539f\u56e0\uff0c\u9019\u662f\u5728\u50b3\u7d71 RAG \u4e2d\u7121\u6cd5\u5be6\u73fe\u7684\u5167\u7701\u7a0b\u5ea6\u3002\u9019\u4e5f\u70ba\u66f4\u8907\u96dc\u7684\u81ea\u6211\u4fee\u6b63\u548c\u7cbe\u7149\u6a5f\u5236\u6253\u958b\u4e86\u5927\u9580 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u7bc0 SearchAgent-X \u7684\u6df1\u5ea6\u67b6\u69cb\u5206\u6790<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u89e3\u69cb SearchAgent-X\uff0c\u95e1\u660e\u5176\u4f5c\u70ba\u4e00\u500b\u300c\u63a8\u8ad6\u6846\u67b6\u300d\u7684\u7279\u5b9a\u89d2\u8272\uff0c\u65e8\u5728\u89e3\u6c7a\u7531\u5f37\u5927\u4f46\u7de9\u6162\u7684\u4ee3\u7406\u6a21\u5f0f\u6240\u5e36\u4f86\u7684\u300c\u6548\u7387\u74f6\u9838\u300d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u7cfb\u7d71\u5c64\u7d1a\u76ee\u6a19\uff1a\u5f9e\u300c\u80fd\u5426\u904b\u4f5c\uff1f\u300d\u5230\u300c\u80fd\u5426\u5feb\u901f\u904b\u4f5c\uff1f\u300d<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u554f\u984c\u9673\u8ff0\uff1a<\/strong> \u641c\u5c0b\u4ee3\u7406\u7684\u4ea4\u932f\u5f0f\u6a21\u5f0f\u96d6\u7136\u5f37\u5927\uff0c\u537b\u5f15\u5165\u4e86\u5de8\u5927\u7684\u6548\u7387\u74f6\u9838\u3002\u904e\u65bc\u7cbe\u78ba\u548c\u904e\u65bc\u7c97\u7565\u7684\u6aa2\u7d22\u90fd\u6703\u964d\u4f4e\u6548\u7387\uff0c\u800c\u975e\u540c\u6b65\u7684\u904e\u7a0b\u7279\u6027\u6703\u5c0e\u81f4\u7cfb\u7d71\u505c\u9813\u548c\u7d1a\u806f\u5ef6\u9072 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X \u7684\u76ee\u6a19\uff1a<\/strong> SearchAgent-X \u672c\u8eab\u4e26\u975e\u4e00\u500b\u4ee3\u7406\u6a21\u578b\uff0c\u800c\u662f\u4e00\u500b\u9ad8\u6548\u7684\u300c\u63a8\u8ad6\u7cfb\u7d71\u300d\uff0c\u5c08\u9580\u7528\u65bc\u512a\u5316\u641c\u5c0b\u4ee3\u7406\u5de5\u4f5c\u8ca0\u8f09\u7684\u7aef\u5230\u7aef\u541e\u5410\u91cf\u548c\u5ef6\u9072 \u3002\u5176\u76ee\u7684\u662f\u4f7f\u4ee3\u7406\u6a21\u5f0f\u5728\u73fe\u5be6\u4e16\u754c\u4e2d\u7684\u90e8\u7f72\u8b8a\u5f97\u5207\u5be6\u53ef\u884c\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u67b6\u69cb\u85cd\u5716\uff1a\u4e00\u500b\u7dca\u5bc6\u6574\u5408\u7684\u975e\u540c\u6b65\u7cfb\u7d71<\/h3>\n\n\n\n<p>SearchAgent-X \u7684\u67b6\u69cb\u88ab\u8a2d\u8a08\u70ba\u5728\u6b0a\u6756\u751f\u6210\u5c64\u7d1a\u8655\u7406\u8acb\u6c42 <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u975e\u540c\u6b65\u64cd\u4f5c\uff1a<\/strong> \u6aa2\u7d22\u548c\u751f\u6210\u4ee5\u975e\u540c\u6b65\u65b9\u5f0f\u904b\u4f5c\uff0c\u4ee5\u6700\u5927\u5316\u541e\u5410\u91cf \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6b0a\u6756\u5c64\u7d1a\u63a7\u5236\uff1a<\/strong> \u7cfb\u7d71\u76e3\u63a7 LLM \u7684\u8f38\u51fa\uff0c\u5c0b\u627e\u50cf <code><search><\/code> \u9019\u6a23\u7684\u7279\u6b8a\u6a19\u7c64\u4f86\u89f8\u767c\u6aa2\u7d22\uff0c\u6216\u50cf <code><answer><\/code> \u9019\u6a23\u7684\u6a19\u7c64\u4f86\u5b8c\u6210\u8acb\u6c42\u3002\u9019\u70ba\u4ea4\u932f\u5f0f\u904e\u7a0b\u63d0\u4f9b\u4e86\u7d30\u7c92\u5ea6\u7684\u63a7\u5236 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/strong> \u4e00\u500b\u8acb\u6c42\u7531 LLM \u8655\u7406\u3002\u5982\u679c\u751f\u6210\u4e86 <code><search><\/code> \u6a19\u7c64\uff0c\u8a72\u8acb\u6c42\u7684\u751f\u6210\u5c07\u66ab\u505c\uff0c\u4e26\u555f\u52d5\u4e00\u500b\u975e\u540c\u6b65\u7684\u6aa2\u7d22\u4efb\u52d9\u3002\u6aa2\u7d22\u5b8c\u6210\u5f8c\uff0c\u7d50\u679c\u6703\u8207\u73fe\u6709\u4e0a\u4e0b\u6587\u62fc\u63a5\uff0c\u8acb\u6c42\u88ab\u91cd\u65b0\u6392\u5165 LLM \u7684\u4f47\u5217\u3002\u9019\u500b\u5faa\u74b0\u6703\u91cd\u8907\uff0c\u76f4\u5230\u751f\u6210 <code><answer><\/code> \u6a19\u7c64\u70ba\u6b62 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u5275\u65b0\u4e00\uff1a\u512a\u5148\u7d1a\u611f\u77e5\u6392\u7a0b\uff08\u89e3\u6c7a KV \u5feb\u53d6\u6296\u52d5\u554f\u984c\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u74f6\u9838\uff1a<\/strong> \u5728\u591a\u4f7f\u7528\u8005\u74b0\u5883\u4e2d\uff0c\u6a19\u6e96\u7684\u5148\u5230\u5148\u670d\u52d9\uff08First-Come-First-Serve, FCFS\uff09\u6392\u7a0b\u5c0d\u65bc\u4ee3\u7406\u5de5\u4f5c\u8ca0\u8f09\u6548\u7387\u4f4e\u4e0b\u3002\u4e00\u500b\u5df2\u5b8c\u6210\u591a\u8f2a\u63a8\u7406\/\u6aa2\u7d22\u7684\u8acb\u6c42\uff0c\u5176\u4e0a\u4e0b\u6587\u5f88\u9577\uff0c\u64c1\u6709\u4e00\u500b\u9f90\u5927\u800c\u6709\u50f9\u503c\u7684 KV \u5feb\u53d6\u3002\u5982\u679c\u5b83\u5728\u7b49\u5f85\u4e0b\u4e00\u6b21\u6aa2\u7d22\u6642\u88ab\u4e00\u500b\u65b0\u7684\u3001\u8f03\u77ed\u7684\u8acb\u6c42\u6436\u4f54\uff0c\u5176 KV \u5feb\u53d6\u53ef\u80fd\u6703\u88ab\u9010\u51fa\uff0c\u5f9e\u800c\u8feb\u4f7f\u5176\u5728\u6062\u5fa9\u6642\u5c0d\u6574\u500b\u6b77\u53f2\u8a18\u9304\u9032\u884c\u6602\u8cb4\u7684\u91cd\u65b0\u8a08\u7b97 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u89e3\u6c7a\u65b9\u6848\uff1a<\/strong> SearchAgent-X \u5be6\u73fe\u4e86\u4e00\u500b\u52d5\u614b\u7684\u3001\u611f\u77e5\u512a\u5148\u7d1a\u7684\u6392\u7a0b\u5668\u3002\u5b83\u5728\u6bcf\u500b\u751f\u6210\u6b65\u9a5f\u4e4b\u524d\u91cd\u65b0\u6392\u5e8f\u7b49\u5f85\u8acb\u6c42\u7684\u4f47\u5217\uff0c\u4ee5\u6700\u5927\u5316 KV \u5feb\u53d6\u7684\u91cd\u7528\u3002\u512a\u5148\u7d1a\u6703\u7d66\u4e88\u90a3\u4e9b\uff1a\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u5df2\u5b8c\u6210\u66f4\u591a\u6aa2\u7d22\u6b65\u9a5f\u7684\u8acb\u6c42\uff08\u6b77\u53f2\u66f4\u9577\uff0c\u5f9e\u5feb\u53d6\u4e2d\u7372\u76ca\u66f4\u591a\uff09\u3002<\/li>\n\n\n\n<li>\u7576\u524d\u4e0a\u4e0b\u6587\u9577\u5ea6\u66f4\u9577\u7684\u8acb\u6c42\u3002<\/li>\n\n\n\n<li>\u6574\u9ad4\u7b49\u5f85\u6642\u9593\u66f4\u9577\u7684\u8acb\u6c42\uff08\u4ee5\u78ba\u4fdd\u516c\u5e73\u6027\uff09\u3002 \u00a0<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u5f71\u97ff\uff1a<\/strong> \u9019\u7a2e\u667a\u6167\u6392\u7a0b\u986f\u8457\u63d0\u9ad8\u4e86 KV \u5feb\u53d6\u7684\u5229\u7528\u7387\uff08\u5728\u5be6\u9a57\u4e2d\u5f9e 0.07 \u63d0\u5347\u81f3 0.65\uff09\uff0c\u4e26\u5927\u5e45\u63d0\u5347\u4e86\u7cfb\u7d71\u541e\u5410\u91cf \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u5275\u65b0\u4e8c\uff1a\u7121\u505c\u9813\u6aa2\u7d22\uff08\u89e3\u6c7a\u6aa2\u7d22\u505c\u9813\u554f\u984c\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u74f6\u9838\uff1a<\/strong> \u7531\u65bc\u6aa2\u7d22\u7684\u975e\u540c\u6b65\u7279\u6027\uff0c\u4e00\u500b\u8acb\u6c42\u53ef\u80fd\u5728\u5176\u641c\u5c0b\u4efb\u52d9\u5b8c\u6210\u6642\uff0c\u6070\u597d\u932f\u904e\u4e86 LLM \u958b\u59cb\u65b0\u4e00\u6279\u751f\u6210\u7684\u6642\u6a5f\u3002\u9019\u7a2e\u300c\u6aa2\u7d22\u505c\u9813\u300d\u8feb\u4f7f\u8a72\u8acb\u6c42\u7b49\u5f85\u6574\u500b\u4e0b\u4e00\u6279\u6b21\u5b8c\u6210\uff0c\u5f15\u5165\u4e86\u986f\u8457\u7684\u5ef6\u9072\uff0c\u4e26\u589e\u52a0\u4e86\u5176 KV \u5feb\u53d6\u88ab\u9010\u51fa\u7684\u98a8\u96aa \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u89e3\u6c7a\u65b9\u6848\uff1a<\/strong> SearchAgent-X \u63a1\u7528\u4e86\u4e00\u7a2e\u9069\u61c9\u6027\u7684\u7121\u505c\u9813\u6aa2\u7d22\u6a5f\u5236\u3002\u5b83\u5141\u8a31\u6b63\u5728\u9032\u884c\u7684\u8fd1\u4f3c\u6700\u8fd1\u9130\uff08Approximate Nearest Neighbor, ANN\uff09\u641c\u5c0b\u5728\u6eff\u8db3\u5169\u500b\u689d\u4ef6\u6642\u63d0\u524d\u7d42\u6b62\uff1a\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u7d50\u679c\u7684\u6210\u719f\u5ea6\uff1a<\/strong> \u7cfb\u7d71\u76e3\u63a7\u641c\u5c0b\u904e\u7a0b\uff0c\u4e26\u6aa2\u6e2c\u5230\u641c\u5c0b\u5df2\u9054\u5230\u56de\u5831\u905e\u6e1b\u7684\u9ede\uff08\u4e00\u500b\u300c\u62d0\u9ede\u300d\uff0c\u5373\u9032\u4e00\u6b65\u641c\u5c0b\u5c0d\u54c1\u8cea\u63d0\u5347\u751a\u5fae\uff09\u3002<\/li>\n\n\n\n<li><strong>LLM \u5f15\u64ce\u7684\u5c31\u7dd2\u72c0\u614b\uff1a<\/strong> LLM \u5df2\u6e96\u5099\u597d\u958b\u59cb\u65b0\u4e00\u6279\u7684\u751f\u6210\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u5f71\u97ff\uff1a<\/strong> \u900f\u904e\u53ca\u6642\u63d0\u4f9b\u300c\u8db3\u5920\u597d\u300d\u7684\u7d50\u679c\uff0c\u8a72\u6a5f\u5236\u9632\u6b62\u4e86 LLM \u7684\u9592\u7f6e\uff0c\u4e26\u907f\u514d\u4e86\u4e0d\u5fc5\u8981\u7684\u7ba1\u7dda\u505c\u9813\u3002\u5b83\u5c0d\u9f4a\u4e86\u975e\u540c\u6b65\u7684\u6aa2\u7d22\u548c\u751f\u6210\u904e\u7a0b\uff0c\u5728\u4e0d\u72a7\u7272\u751f\u6210\u56de\u61c9\u54c1\u8cea\u7684\u60c5\u6cc1\u4e0b\uff0c\u986f\u8457\u964d\u4f4e\u4e86\u7aef\u5230\u7aef\u5ef6\u9072 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>SearchAgent-X \u4ee3\u8868\u4e86\u4ee3\u7406\u6a21\u5f0f\u7684\u300c\u5de5\u696d\u5316\u300d\u3002\u5b83\u5c07\u7126\u9ede\u5f9e\u7406\u8ad6\u4e0a\u7684\u53ef\u884c\u6027\u8f49\u79fb\u5230\u5be6\u969b\u7684\u3001\u53ef\u64cd\u4f5c\u7684\u6027\u80fd\u4e0a\u3002\u65e9\u671f\u95dc\u65bc\u4ee3\u7406\u7684\u7814\u7a76\uff08\u5982 ReAct\u3001AutoGPT\uff09\u4e3b\u8981\u96c6\u4e2d\u5728\u8b49\u660e\u81ea\u4e3b\u3001\u63a8\u7406\u9a45\u52d5\u7684\u5de5\u5177\u4f7f\u7528\u6982\u5ff5\u662f\u53ef\u884c\u7684\uff0c\u5176\u4e3b\u8981\u6307\u6a19\u662f\u4efb\u52d9\u6210\u529f\u7387\u3002\u800c SearchAgent-X \u5247\u5c07\u6b64\u80fd\u529b\u8996\u70ba\u65e2\u5b9a\u4e8b\u5be6\uff0c\u4e26\u63d0\u51fa\u4e86\u4e00\u500b\u4e0d\u540c\u7684\u554f\u984c\uff1a\u300c\u6211\u5011\u5982\u4f55\u70ba\u6210\u5343\u4e0a\u842c\u7684\u4e26\u884c\u4f7f\u7528\u8005\u904b\u884c\u9019\u500b\u7cfb\u7d71\uff0c\u800c\u4e0d\u6703\u4f7f\u5176\u8b8a\u5f97\u904e\u65bc\u7de9\u6162\u548c\u6602\u8cb4\uff1f\u300d\u5176\u6838\u5fc3\u5275\u65b0\u2014\u2014\u6392\u7a0b\u548c\u907f\u514d\u505c\u9813\u2014\u2014\u4e26\u975e\u65e8\u5728\u6539\u9032\u4ee3\u7406\u7684\u300c\u908f\u8f2f\u300d\uff0c\u800c\u662f\u512a\u5316\u8a72\u908f\u8f2f\u5728\u786c\u9ad4\u4e0a\u7684\u300c\u57f7\u884c\u300d\u3002\u5b83\u6240\u5831\u544a\u7684\u6307\u6a19\u662f\u541e\u5410\u91cf\u548c\u5ef6\u9072 <sup><\/sup>\u3002\u9019\u662f\u4e00\u500b\u6280\u8853\u6210\u719f\u7684\u6a19\u8a8c\u3002\u6311\u6230\u6b63\u5f9e AI\/ML \u9818\u57df\uff08\u6a21\u578b\u80fd\u529b\uff09\u8f49\u5411\u7cfb\u7d71\u5de5\u7a0b\u9818\u57df\uff08\u6027\u80fd\u512a\u5316\uff09\u3002\u9019\u662f\u4efb\u4f55\u6280\u8853\u5f9e\u7814\u7a76\u5be6\u9a57\u5ba4\u8d70\u5411\u751f\u7522\u90e8\u7f72\u7684\u5fc5\u8981\u6b65\u9a5f\u3002SearchAgent-X \u6b63\u5728\u70ba\u300c\u4ee3\u7406\u5373\u670d\u52d9\u300d\uff08Agent-as-a-Service\uff09\u5e73\u53f0\u69cb\u5efa\u6240\u9700\u7684\u57fa\u790e\u8a2d\u65bd\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u516d\u7bc0 \u6bd4\u8f03\u5206\u6790\uff1aRAG vs. SearchAgent-X<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u63d0\u4f9b\u4e00\u500b\u9010\u9ede\u7684\u76f4\u63a5\u6bd4\u8f03\uff0c\u4ee5\u5177\u8c61\u5316\u5831\u544a\u4e2d\u8a0e\u8ad6\u7684\u5340\u5225\uff0c\u4e26\u4ee5\u4e00\u500b\u6838\u5fc3\u7684\u6458\u8981\u8868\u683c\u4f5c\u70ba\u652f\u6490\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u6838\u5fc3\u7bc4\u5f0f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u975c\u614b\u589e\u5f37\u3002\u4e00\u500b\u7dda\u6027\u7684\u3001\u5169\u968e\u6bb5\u7684\u7ba1\u7dda\uff0c\u5728\u751f\u6210\u300c\u4e4b\u524d\u300d\u7528\u6aa2\u7d22\u5230\u7684\u77e5\u8b58\u589e\u5f37\u63d0\u793a \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u52d5\u614b\u4ee3\u7406\u3002\u4e00\u500b\u5faa\u74b0\u7684\u3001\u591a\u6b65\u9a5f\u7684\u904e\u7a0b\uff0c\u5176\u4e2d LLM \u5728\u4e00\u500b\u8ff4\u5708\u4e2d\u4e3b\u52d5\u6307\u5c0e\u63a8\u7406\u548c\u6aa2\u7d22 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u9806\u5e8f\u6027\u7684\u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\u3002\u8cc7\u8a0a\u5c0b\u6c42\u662f\u4e00\u500b\u7368\u7acb\u7684\u521d\u6b65\u6b65\u9a5f \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\u3002\u63a8\u7406\u548c\u8cc7\u8a0a\u5c0b\u6c42\u7dca\u5bc6\u4ea4\u7e54\uff0c\u4e26\u5728\u6574\u500b\u4efb\u52d9\u57f7\u884c\u904e\u7a0b\u4e2d\u53cd\u8986\u767c\u751f \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u67b6\u69cb\u7126\u9ede<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u4ee5\u6a21\u578b\u70ba\u4e2d\u5fc3\u3002\u7126\u9ede\u5728\u65bc\u589e\u5f37\u6a19\u6e96 LLM \u751f\u6210\u5668\u7684\u300c\u8f38\u5165\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u4ee5\u7cfb\u7d71\u70ba\u4e2d\u5fc3\u3002\u7126\u9ede\u5728\u65bc\u5275\u5efa\u4e00\u500b\u9ad8\u6548\u80fd\u7684\u300c\u63a8\u8ad6\u7cfb\u7d71\u300d\uff0c\u4ee5\u6709\u6548\u5730\u57f7\u884c\u4ee3\u7406\u7684\u8907\u96dc\u5de5\u4f5c\u6d41\u7a0b \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.4 \u8655\u7406\u8907\u96dc\u67e5\u8a62\uff08\u591a\u6b65\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u4e00\u500b\u56fa\u6709\u7684\u5f31\u9ede\u3002\u5176\u67b6\u69cb\u4e26\u975e\u70ba\u6709\u72c0\u614b\u7684\u3001\u591a\u6b65\u9a5f\u7684\u8b49\u64da\u6536\u96c6\u800c\u8a2d\u8a08\uff0c\u5c0e\u81f4\u6027\u80fd\u4e0d\u4f73 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u4e00\u7a2e\u539f\u751f\u80fd\u529b\u3002\u5176\u4ea4\u932f\u5f0f\u5de5\u4f5c\u6d41\u7a0b\u662f\u5c08\u9580\u70ba\u5206\u89e3\u8907\u96dc\u554f\u984c\u4e26\u9010\u6b65\u89e3\u6c7a\u800c\u8a2d\u8a08\u7684 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.5 \u4e3b\u8981\u512a\u5316\u76ee\u6a19<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u63d0\u5347\u56de\u61c9\u54c1\u8cea\uff08\u4e8b\u5be6\u6027\u3001\u76f8\u95dc\u6027\u3001\u6e1b\u5c11\u5e7b\u89ba\uff09\u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u5728\u7dad\u6301\u9ad8\u54c1\u8cea\u56de\u61c9\u7684\u540c\u6642\uff0c\u63d0\u5347\u7cfb\u7d71\u6027\u80fd\uff08\u541e\u5410\u91cf\u3001\u5ef6\u9072\uff09\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.6 \u89e3\u6c7a\u7684\u95dc\u9375\u74f6\u9838<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff08\u53ca\u5176\u9032\u968e\u8b8a\u9ad4\uff09\uff1a<\/strong> \u65e8\u5728\u89e3\u6c7a\u6aa2\u7d22\u54c1\u8cea\u554f\u984c\uff08\u7cbe\u78ba\u7387\/\u53ec\u56de\u7387\uff09\u548c\u751f\u6210\u5fe0\u5be6\u5ea6\u554f\u984c \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u65e8\u5728\u89e3\u6c7a\u7531\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u7279\u5225\u5f15\u767c\u7684\u7cfb\u7d71\u7d1a\u6548\u7387\u554f\u984c\uff0c\u5982 KV \u5feb\u53d6\u6296\u52d5\u548c\u7ba1\u7dda\u505c\u9813 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.7 \u6458\u8981\u8868<\/h3>\n\n\n\n<p><strong>\u8868\u4e00\uff1a\u50b3\u7d71 RAG \u8207 SearchAgent-X \u6846\u67b6\u7684\u67b6\u69cb\u8207\u64cd\u4f5c\u6bd4\u8f03<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u7279\u5fb5\u7dad\u5ea6<\/td><td>\u50b3\u7d71\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (RAG)<\/td><td>SearchAgent-X \u6846\u67b6<\/td><\/tr><\/thead><tbody><tr><td><strong>\u6838\u5fc3\u7bc4\u5f0f<\/strong><\/td><td>\u975c\u614b\u589e\u5f37\uff1a\u5728\u751f\u6210\u524d\u56de\u61c9\u4ee5\u6aa2\u7d22\u5230\u7684\u77e5\u8b58\u589e\u5f37\u63d0\u793a\u3002<\/td><td>\u52d5\u614b\u4ee3\u7406\uff1a\u4e00\u500b LLM \u4ee3\u7406\u4e3b\u52d5\u898f\u5283\u4e26\u57f7\u884c\u4e00\u7cfb\u5217\u63a8\u7406\u8207\u6aa2\u7d22\u6b65\u9a5f\u3002<\/td><\/tr><tr><td><strong>\u4e3b\u8981\u76ee\u6a19<\/strong><\/td><td>\u70ba\u55ae\u4e00\u67e5\u8a62\u751f\u6210\u4e00\u500b\u6709\u4e8b\u5be6\u6839\u64da\u7684\u7b54\u6848\u3002<\/td><td>\u9ad8\u6548\u5730\u57f7\u884c\u9700\u8981\u52d5\u614b\u8cc7\u8a0a\u5c0b\u6c42\u7684\u8907\u96dc\u3001\u591a\u6b65\u9a5f\u4efb\u52d9\u3002<\/td><\/tr><tr><td><strong>\u5de5\u4f5c\u6d41\u7a0b<\/strong><\/td><td>\u9806\u5e8f\u6027\u8207\u7dda\u6027\uff1a<code>\u6aa2\u7d22 -> \u751f\u6210<\/code>\u3002<\/td><td>\u5faa\u74b0\u6027\u8207\u4ea4\u932f\u5f0f\uff1a<code>\u63a8\u7406 -> \u641c\u5c0b -> \u6574\u5408 -> \u63a8\u7406 ->... -> \u56de\u7b54<\/code>\u3002<\/td><\/tr><tr><td><strong>\u67b6\u69cb\u7126\u9ede<\/strong><\/td><td>\u4ee5\u6a21\u578b\u70ba\u4e2d\u5fc3\uff1a\u5c07\u6aa2\u7d22\u5668\u548c\u751f\u6210\u5668\u8996\u70ba\u7368\u7acb\u7684\u6a21\u7d44\u3002<\/td><td>\u4ee5\u7cfb\u7d71\u70ba\u4e2d\u5fc3\uff1a\u5c08\u6ce8\u65bc\u512a\u5316\u6574\u500b\u63a8\u8ad6\u7cfb\u7d71\uff08\u6392\u7a0b\u3001\u8cc7\u6e90\u7ba1\u7406\uff09\u3002<\/td><\/tr><tr><td><strong>LLM \u89d2\u8272<\/strong><\/td><td>\u88ab\u52d5\u751f\u6210\u5668\uff1a\u5f9e\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u4e2d\u7d9c\u5408\u51fa\u6700\u7d42\u7b54\u6848\u3002<\/td><td>\u4e3b\u52d5\u63a7\u5236\u5668\uff08\u300c\u5927\u8166\u300d\uff09\uff1a\u6307\u5c0e\u6574\u500b\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6c7a\u5b9a\u4f55\u6642\u4ee5\u53ca\u641c\u5c0b\u4ec0\u9ebc\u3002<\/td><\/tr><tr><td><strong>\u8655\u7406\u8907\u96dc\uff08\u591a\u6b65\uff09\u67e5\u8a62<\/strong><\/td><td>\u56fa\u6709\u9650\u5236\uff1a\u56e0\u67b6\u69cb\u7121\u72c0\u614b\u4e14\u975e\u8fed\u4ee3\u800c\u8868\u73fe\u4e0d\u4f73\u3002<\/td><td>\u539f\u751f\u80fd\u529b\uff1a\u4ea4\u932f\u5f0f\u5de5\u4f5c\u6d41\u7a0b\u5c08\u70ba\u554f\u984c\u5206\u89e3\u800c\u8a2d\u8a08\u3002<\/td><\/tr><tr><td><strong>\u95dc\u9375\u512a\u5316\u7126\u9ede<\/strong><\/td><td>\u6aa2\u7d22\u54c1\u8cea\uff08\u7cbe\u78ba\u7387\/\u53ec\u56de\u7387\uff09\u3001\u4e8b\u5be6\u4f9d\u64da\u3002<\/td><td>\u7cfb\u7d71\u6027\u80fd\uff08\u541e\u5410\u91cf\u3001\u5ef6\u9072\uff09\u3001KV \u5feb\u53d6\u5229\u7528\u7387\u3002<\/td><\/tr><tr><td><strong>\u89e3\u6c7a\u7684\u95dc\u9375\u74f6\u9838<\/strong><\/td><td>\u5e7b\u89ba\u3001\u77e5\u8b58\u904e\u6642\u3001\u7f3a\u4e4f\u53ef\u8ffd\u6eaf\u6027\u3002<\/td><td>\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u5f15\u767c\u7684 KV \u5feb\u53d6\u6296\u52d5\u3001\u6aa2\u7d22\u505c\u9813\u3001\u7d1a\u806f\u5ef6\u9072\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u532f\u51fa\u5230\u8a66\u7b97\u8868<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e03\u7bc0 \u61c9\u7528\u6848\u4f8b\u8207\u6230\u7565\u610f\u6db5<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u5f9e\u6280\u8853\u5206\u6790\u8f49\u5411\u6230\u7565\u61c9\u7528\uff0c\u70ba\u8b80\u8005\u63d0\u4f9b\u4f55\u6642\u4f7f\u7528\u6bcf\u7a2e\u65b9\u6cd5\u7684\u5efa\u8b70\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u50b3\u7d71 RAG \u7684\u6700\u4f73\u61c9\u7528\u9818\u57df<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f55\u6642\u4f7f\u7528 RAG\uff1a<\/strong> \u5c0d\u65bc\u90a3\u4e9b\u77e5\u8b58\u5bc6\u96c6\u4f46\u4e0d\u9700\u8981\u8907\u96dc\u591a\u6b65\u63a8\u7406\u7684\u4efb\u52d9\uff0cRAG \u4ecd\u7136\u662f\u4e00\u7a2e\u9ad8\u6548\u4e14\u5177\u6210\u672c\u6548\u76ca\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/li>\n\n\n\n<li><strong>\u5177\u9ad4\u61c9\u7528\u6848\u4f8b\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u65bc\u4e8b\u5be6\u7684\u554f\u7b54\uff1a<\/strong> \u56de\u7b54\u76f4\u63a5\u554f\u984c\uff0c\u5982\u300c\u6cd5\u570b\u7684\u9996\u90fd\u662f\u4ec0\u9ebc\uff1f\u300d\u6216\u300c\u9019\u7a2e\u85e5\u7269\u6709\u4ec0\u9ebc\u526f\u4f5c\u7528\uff1f\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7c21\u55ae\u7684\u5ba2\u6236\u652f\u63f4\u804a\u5929\u6a5f\u5668\u4eba\uff1a<\/strong> \u6839\u64da\u5e38\u898b\u554f\u984c\u3001\u7522\u54c1\u624b\u518a\u6216\u653f\u7b56\u7684\u77e5\u8b58\u5eab\uff0c\u8655\u7406\u5e38\u898b\u7684\u5ba2\u6236\u67e5\u8a62 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5167\u5bb9\u6458\u8981\uff1a<\/strong> \u6458\u8981\u55ae\u4e00\u6587\u4ef6\u6216\u4e00\u5c0f\u7d44\u9ad8\u5ea6\u76f8\u95dc\u7684\u6587\u4ef6\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8b58\u5f15\u64ce\uff1a<\/strong> \u70ba\u54e1\u5de5\u63d0\u4f9b\u5feb\u901f\u5b58\u53d6\u5167\u90e8\u7dad\u57fa\u6216\u6587\u4ef6\u5eab\u8cc7\u8a0a\u7684\u9014\u5f91 \u3002 \u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u9700\u8981\u50cf SearchAgent-X \u9019\u6a23\u4ee3\u7406\u6846\u67b6\u7684\u554f\u984c\u7a7a\u9593<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f55\u6642\u4f7f\u7528\u4ee3\u7406\uff1a<\/strong> \u5c0d\u65bc\u9700\u8981\u554f\u984c\u5206\u89e3\u3001\u52d5\u614b\u898f\u5283\u4ee5\u53ca\u7d9c\u5408\u4f86\u81ea\u591a\u500b\u53ef\u80fd\u4e0d\u76f8\u95dc\u4f86\u6e90\u8cc7\u8a0a\u7684\u8907\u96dc\u4efb\u52d9\uff0c\u4ee3\u7406\u7cfb\u7d71\u662f\u5fc5\u9700\u7684\u3002SearchAgent-X \u5247\u662f\u4f7f\u9019\u4e9b\u90e8\u7f72\u8b8a\u5f97\u9ad8\u6548\u7684\u6846\u67b6\u3002<\/li>\n\n\n\n<li><strong>\u5177\u9ad4\u61c9\u7528\u6848\u4f8b\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u8907\u96dc\u7814\u7a76\u8207\u5206\u6790\uff1a<\/strong> \u7d9c\u5408\u4f86\u81ea\u773e\u591a\u5b78\u8853\u8ad6\u6587\u3001\u8ca1\u52d9\u5831\u544a\u6216\u5e02\u5834\u5206\u6790\u7684\u8cc7\u8a0a\uff0c\u4ee5\u56de\u7b54\u4e00\u500b\u8907\u96dc\u554f\u984c \u3002\u4f8b\u5982\uff0c\u300c\u95dc\u65bc\u5347\u606f\u5c0d\u79d1\u6280\u696d\u5f71\u97ff\u7684\u5171\u8b58\u662f\u4ec0\u9ebc\uff1f\u8acb\u5f15\u7528\u4e0d\u540c\u91d1\u878d\u6a5f\u69cb\u7684\u8ad6\u9ede\u3002\u300d \u00a0<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u5316\u79d1\u5b78\u767c\u73fe\uff1a<\/strong> \u900f\u904e\u63d0\u51fa\u5047\u8a2d\u3001\u5728\u6587\u737b\u4e2d\u641c\u5c0b\u652f\u6301\u6216\u53cd\u99c1\u7684\u8b49\u64da\uff0c\u4e26\u7e3d\u7d50\u767c\u73fe\u4f86\u5354\u52a9\u7814\u7a76\u4eba\u54e1 \u3002 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{"id":870,"date":"2025-07-27T01:00:00","date_gmt":"2025-07-27T01:00:00","guid":{"rendered":"https:\/\/ouyangminwei.com\/?p=870"},"modified":"2025-07-18T09:13:24","modified_gmt":"2025-07-18T09:13:24","slug":"searchagent-x-vs-rag","status":"publish","type":"post","link":"https:\/\/ouyangminwei.com\/index.php\/2025\/07\/27\/searchagent-x-vs-rag\/","title":{"rendered":"SearchAgent-X \u8207 RAG \u6bd4\u8f03"},"content":{"rendered":"\n\n\n\n \n \n \u4e92\u52d5\u5f0f\u5831\u544a\uff1aRAG vs. SearchAgent-X<\/title>\n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/chart.js\"><\/script>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Noto+Sans+TC:wght@400;500;700&display=swap\" rel=\"stylesheet\">\n \n \n \n \n \n\n <style>\n body {\n font-family: 'Noto Sans TC', sans-serif;\n background-color: #FDFBF8;\n color: #4A4A4A;\n }\n .warm-bg { background-color: #FDFBF8; }\n .light-accent-bg { background-color: #F4EFEA; }\n .main-accent-bg { background-color: #E8A87C; }\n .main-accent-text { color: #E8A87C; }\n .dark-accent-text { color: #4A5568; }\n .dark-accent-bg { background-color: #4A5568; }\n .subtle-border { border-color: #E2E8F0; }\n\n .nav-link {\n transition: all 0.3s ease;\n position: relative;\n }\n .nav-link:after {\n content: '';\n position: absolute;\n width: 0;\n height: 2px;\n bottom: -4px;\n left: 50%;\n transform: translateX(-50%);\n background-color: #E8A87C;\n transition: width 0.3s ease;\n }\n .nav-link:hover:after, .nav-link.active:after {\n width: 100%;\n }\n \n .flow-step {\n opacity: 0.2;\n transition: all 0.5s ease-in-out;\n transform: translateY(10px);\n }\n .flow-step.active {\n opacity: 1;\n transform: translateY(0);\n }\n .flow-arrow {\n opacity: 0;\n transition: opacity 0.5s ease-in-out 0.3s;\n }\n .flow-arrow.active {\n opacity: 0.5;\n }\n .flow-box {\n box-shadow: 0 4px 6px -1px rgba(0,0,0,0.1), 0 2px 4px -2px rgba(0,0,0,0.1);\n }\n .chart-container {\n position: relative; \n width: 100%; \n max-width: 600px; \n margin-left: auto; \n margin-right: auto; \n height: 350px;\n max-height: 400px;\n }\n @media (max-width: 768px) {\n .chart-container {\n height: 300px;\n }\n }\n <\/style>\n<\/head>\n<body class=\"warm-bg\">\n\n <header id=\"header\" class=\"bg-white\/80 backdrop-blur-md sticky top-0 z-50 shadow-sm\">\n <nav class=\"container mx-auto px-6 py-3 flex justify-between items-center\">\n <h1 class=\"text-xl md:text-2xl font-bold dark-accent-text\">RAG vs. SearchAgent-X<\/h1>\n <div class=\"hidden md:flex space-x-8\">\n <a href=\"#comparison\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u6838\u5fc3\u6bd4\u8f03<\/a>\n <a href=\"#workflow\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u5de5\u4f5c\u6d41\u7a0b<\/a>\n <a href=\"#optimization\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u7cfb\u7d71\u512a\u5316<\/a>\n <a href=\"#use-cases\" class=\"nav-link text-gray-600 hover:main-accent-text\">\u61c9\u7528\u5834\u666f<\/a>\n <\/div>\n <button id=\"mobile-menu-button\" class=\"md:hidden p-2 rounded-md text-gray-600 focus:outline-none focus:ring-2 focus:ring-inset focus:ring-E8A87C\">\n <svg class=\"h-6 w-6\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M4 6h16M4 12h16m-7 6h7\"><\/path><\/svg>\n <\/button>\n <\/nav>\n <div id=\"mobile-menu\" class=\"hidden md:hidden px-6 pt-2 pb-4 space-y-2\">\n <a href=\"#comparison\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u6838\u5fc3\u6bd4\u8f03<\/a>\n <a href=\"#workflow\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u5de5\u4f5c\u6d41\u7a0b<\/a>\n <a href=\"#optimization\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u7cfb\u7d71\u512a\u5316<\/a>\n <a href=\"#use-cases\" class=\"block nav-link text-gray-600 hover:main-accent-text\">\u61c9\u7528\u5834\u666f<\/a>\n <\/div>\n <\/header>\n\n <main class=\"container mx-auto px-6 py-12\">\n \n <section id=\"intro\" class=\"text-center mb-24\">\n <h2 class=\"text-3xl md:text-4xl font-bold dark-accent-text mb-4\">\u5f9e\u975c\u614b\u589e\u5f37\u5230\u52d5\u614b\u4ee3\u7406<\/h2>\n <p class=\"max-w-3xl mx-auto text-lg text-gray-600\">\n \u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6311\u6230\u5728\u65bc\u5982\u4f55\u9023\u63a5\u5916\u90e8\u4e16\u754c\u7684\u52d5\u614b\u77e5\u8b58\u3002\u672c\u5831\u544a\u5c07\u5e36\u60a8\u63a2\u7d22\u5169\u7a2e\u95dc\u9375\u6280\u8853\u7684\u6f14\u9032\uff1a\u5f9e\u958b\u5275\u6027\u7684<strong class=\"main-accent-text\">\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09<\/strong>\uff0c\u5230\u70ba\u4e86\u89e3\u6c7a\u8907\u96dc\u63a8\u7406\u4efb\u52d9\u800c\u751f\u7684<strong class=\"main-accent-text\">LLM\u641c\u5c0b\u4ee3\u7406<\/strong>\uff0c\u4ee5\u53ca\u4f7f\u5176\u80fd\u5920\u898f\u6a21\u5316\u90e8\u7f72\u7684\u95dc\u9375\u6846\u67b6 <strong class=\"main-accent-text\">SearchAgent-X<\/strong>\u3002\n <\/p>\n <\/section>\n\n <section id=\"comparison\" class=\"mb-24 scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u5169\u7a2e\u7bc4\u5f0f\uff1a\u6838\u5fc3\u6bd4\u8f03<\/h2>\n <p class=\"text-gray-600\">RAG \u65e8\u5728\u589e\u5f37\u7b54\u6848\u7684\u300c\u4e8b\u5be6\u6027\u300d\uff0c\u800c SearchAgent-X \u65e8\u5728\u512a\u5316\u4ee3\u7406\u7684\u300c\u57f7\u884c\u6548\u7387\u300d\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-2 gap-8\">\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-2xl font-bold mb-4\">\u50b3\u7d71 RAG<\/h3>\n <p class=\"text-gray-600 mb-6\">\u4e00\u500b\u7dda\u6027\u7684\u300c\u5148\u6aa2\u7d22\u3001\u5f8c\u751f\u6210\u300d\u7ba1\u7dda\uff0c\u5c07 LLM \u8996\u70ba\u88ab\u52d5\u7684<strong class=\"main-accent-text\">\u8cc7\u8a0a\u7d9c\u5408\u8005<\/strong>\u3002<\/p>\n <ul class=\"space-y-4 text-gray-700\">\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u6838\u5fc3\u7bc4\u5f0f\uff1a<\/strong>\u975c\u614b\u589e\u5f37\u3002\u5728\u751f\u6210\u524d\uff0c\u7528\u6aa2\u7d22\u5230\u7684\u77e5\u8b58\u589e\u5f37\u63d0\u793a\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>LLM \u89d2\u8272\uff1a<\/strong>\u88ab\u52d5\u751f\u6210\u5668\u3002\u5f9e\u7d66\u5b9a\u7684\u4e0a\u4e0b\u6587\u4e2d\u5408\u6210\u6700\u7d42\u7b54\u6848\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u4e3b\u8981\u76ee\u6a19\uff1a<\/strong>\u63d0\u5347\u56de\u61c9\u54c1\u8cea\uff08\u4e8b\u5be6\u6027\u3001\u76f8\u95dc\u6027\uff09\uff0c\u89e3\u6c7a\u5e7b\u89ba\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u8655\u7406\u8907\u96dc\u67e5\u8a62\uff1a<\/strong>\u56fa\u6709\u5f31\u9ede\u3002\u7121\u72c0\u614b\u3001\u975e\u8fed\u4ee3\u7684\u67b6\u69cb\u96e3\u4ee5\u8655\u7406\u591a\u6b65\u63a8\u7406\u3002<\/div><\/li>\n <\/ul>\n <\/div>\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-2xl font-bold mb-4\">SearchAgent-X \u6846\u67b6<\/h3>\n <p class=\"text-gray-600 mb-6\">\u4e00\u500b\u52d5\u614b\u7684\u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\u8ff4\u5708\uff0c\u5c07 LLM \u8996\u70ba\u4e3b\u52d5\u7684<strong class=\"main-accent-text\">\u6d41\u7a0b\u63a7\u5236\u5668<\/strong>\u3002<\/p>\n <ul class=\"space-y-4 text-gray-700\">\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u6838\u5fc3\u7bc4\u5f0f\uff1a<\/strong>\u52d5\u614b\u4ee3\u7406\u3002LLM \u4e3b\u52d5\u898f\u5283\u4e26\u57f7\u884c\u4e00\u7cfb\u5217\u63a8\u7406\u8207\u6aa2\u7d22\u6b65\u9a5f\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>LLM \u89d2\u8272\uff1a<\/strong>\u4e3b\u52d5\u63a7\u5236\u5668\uff08\u5927\u8166\uff09\u3002\u6307\u5c0e\u6574\u500b\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6c7a\u5b9a\u4f55\u6642\u3001\u641c\u5c0b\u4ec0\u9ebc\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u4e3b\u8981\u76ee\u6a19\uff1a<\/strong>\u63d0\u5347\u7cfb\u7d71\u6027\u80fd\uff08\u541e\u5410\u91cf\u3001\u5ef6\u9072\uff09\uff0c\u89e3\u6c7a\u4ee3\u7406\u7684\u6548\u7387\u74f6\u9838\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"main-accent-text font-bold mr-3\">\u2794<\/span><div><strong>\u8655\u7406\u8907\u96dc\u67e5\u8a62\uff1a<\/strong>\u539f\u751f\u80fd\u529b\u3002\u5176\u8fed\u4ee3\u8ff4\u5708\u5c08\u70ba\u554f\u984c\u5206\u89e3\u800c\u8a2d\u8a08\u3002<\/div><\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"workflow\" class=\"mb-24 scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u4e92\u52d5\u5f0f\u5de5\u4f5c\u6d41\u7a0b\u89e3\u6790<\/h2>\n <p class=\"text-gray-600\">\u9ede\u64ca\u300c\u958b\u59cb\u6f14\u793a\u300d\u6309\u9215\uff0c\u9010\u6b65\u89c0\u5bdf\u5169\u7a2e\u67b6\u69cb\u5982\u4f55\u8655\u7406\u67e5\u8a62\u3002<\/p>\n <\/div>\n\n <div class=\"grid md:grid-cols-2 gap-8\">\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-2 text-center\">RAG\uff1a\u7dda\u6027\u6d41\u7a0b<\/h3>\n <div id=\"rag-flow\" class=\"relative flex flex-col items-center justify-around p-4 h-[400px]\">\n <div id=\"rag-step-1\" class=\"flow-step text-center flow-box bg-blue-100 p-4 rounded-lg w-4\/5\"><strong>1. \u67e5\u8a62<\/strong><p class=\"text-sm\">\u4f7f\u7528\u8005\u63d0\u51fa\u554f\u984c<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-8\">\u2193<\/div>\n <div id=\"rag-step-2\" class=\"flow-step text-center flow-box bg-green-100 p-4 rounded-lg w-4\/5\"><strong>2. \u6aa2\u7d22<\/strong><p class=\"text-sm\">\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\u5c0b\u627e`Top-K`\u76f8\u95dc\u5340\u584a<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-8\">\u2193<\/div>\n <div id=\"rag-step-3\" class=\"flow-step text-center flow-box bg-purple-100 p-4 rounded-lg w-4\/5\"><strong>3. \u751f\u6210<\/strong><p class=\"text-sm\">LLM \u6839\u64da\u67e5\u8a62+\u5340\u584a\u751f\u6210\u7b54\u6848<\/p><\/div>\n <\/div>\n <div class=\"text-center mt-4\">\n <button id=\"rag-start-btn\" class=\"bg-blue-500 hover:bg-blue-600 text-white font-bold py-2 px-4 rounded-lg transition-colors\">\u958b\u59cb\u6f14\u793a<\/button>\n <\/div>\n <\/div>\n\n <div class=\"bg-white p-6 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-2 text-center\">\u641c\u5c0b\u4ee3\u7406\uff1a\u5faa\u74b0\u6d41\u7a0b<\/h3>\n <div id=\"agent-flow\" class=\"relative flex flex-col items-center justify-around p-4 h-[400px]\">\n <div id=\"agent-step-1\" class=\"flow-step text-center flow-box bg-orange-100 p-3 rounded-lg w-4\/5\"><strong>1. \u67e5\u8a62 & \u63a8\u7406<\/strong><p class=\"text-sm\">“\u8ab0\u5275\u9020\u4e86’Curious’\u9999\u6c34?”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6 -rotate-90 self-start ml-2\"><\/div>\n <div id=\"agent-step-2\" class=\"flow-step text-center flow-box bg-yellow-100 p-3 rounded-lg w-4\/5 self-end\"><strong>2. \u641c\u5c0b<\/strong><p class=\"text-sm\">\u8fd4\u56de “Britney Spears”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6 rotate-90 self-end mr-2\"><\/div>\n <div id=\"agent-step-3\" class=\"flow-step text-center flow-box bg-orange-100 p-3 rounded-lg w-4\/5\"><strong>3. \u6574\u5408 & \u63a8\u7406<\/strong><p class=\"text-sm\">“Britney Spears\u5728\u54ea\u51fa\u751f?”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6 -rotate-90 self-start ml-2\"><\/div>\n <div id=\"agent-step-4\" class=\"flow-step text-center flow-box bg-yellow-100 p-3 rounded-lg w-4\/5 self-end\"><strong>4. \u641c\u5c0b<\/strong><p class=\"text-sm\">\u8fd4\u56de “McComb, Mississippi”<\/p><\/div>\n <div class=\"flow-arrow text-3xl text-gray-400 h-6\">\u2193<\/div>\n <div id=\"agent-step-5\" class=\"flow-step text-center flow-box bg-teal-100 p-3 rounded-lg w-4\/5\"><strong>5. \u7d9c\u5408\u7b54\u6848<\/strong><\/div>\n <\/div>\n <div class=\"text-center mt-4\">\n <button id=\"agent-start-btn\" class=\"bg-orange-500 hover:bg-orange-600 text-white font-bold py-2 px-4 rounded-lg transition-colors\">\u958b\u59cb\u6f14\u793a<\/button>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"optimization\" class=\"mb-24 scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u89e3\u6c7a\u6548\u7387\u74f6\u9838\uff1aSearchAgent-X \u7684\u5275\u65b0<\/h2>\n <p class=\"text-gray-600\">\u4ee3\u7406\u6a21\u5f0f\u96d6\u7136\u5f37\u5927\uff0c\u4f46\u57f7\u884c\u7de9\u6162\u3002SearchAgent-X \u900f\u904e\u7cfb\u7d71\u7d1a\u512a\u5316\u89e3\u6c7a\u4e86\u9019\u4e9b\u554f\u984c\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-2 gap-8 items-start\">\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-4\">\u74f6\u9838\uff1aKV \u5feb\u53d6\u6296\u52d5<\/h3>\n <p class=\"text-gray-700 mb-4\">\u5728\u591a\u7528\u6236\u74b0\u5883\u4e2d\uff0c\u9577\u8acb\u6c42\uff08A\uff09\u7684\u5feb\u53d6\u5bb9\u6613\u88ab\u65b0\u4f86\u7684\u77ed\u8acb\u6c42\uff08B\uff09\u64e0\u6389\uff0c\u5c0e\u81f4\u6602\u8cb4\u7684\u91cd\u65b0\u8a08\u7b97\u3002<\/p>\n <div id=\"kv-problem\" class=\"h-32 bg-gray-100 rounded-lg p-2 flex items-center justify-around transition-all duration-500\">\n <div id=\"kv-A\" class=\"bg-red-300 p-2 rounded w-20 h-16 text-center text-sm font-bold flex items-center justify-center\">\u8acb\u6c42 A<br>(\u9577\u6b77\u53f2)<\/div>\n <div id=\"kv-B\" class=\"bg-blue-300 p-2 rounded w-16 h-12 text-center text-sm font-bold flex items-center justify-center\">\u8acb\u6c42 B<br>(\u65b0)<\/div>\n <\/div>\n <h3 class=\"text-xl font-bold my-4\">\u89e3\u6c7a\u65b9\u6848\uff1a\u512a\u5148\u7d1a\u611f\u77e5\u6392\u7a0b<\/h3>\n <p class=\"text-gray-700 mb-4\">\u52d5\u614b\u8abf\u6574\u4f47\u5217\uff0c\u512a\u5148\u8655\u7406\u6709\u9577\u6b77\u53f2\u7684\u8acb\u6c42\uff0c\u6700\u5927\u5316\u5feb\u53d6\u91cd\u7528\u3002<\/p>\n <div id=\"kv-solution\" class=\"h-32 bg-gray-100 rounded-lg p-2 flex items-center justify-around transition-all duration-500\">\n <div id=\"kv-A-s\" class=\"bg-green-300 p-2 rounded w-20 h-16 text-center text-sm font-bold flex items-center justify-center\">\u8acb\u6c42 A<br>(\u512a\u5148)<\/div>\n <div id=\"kv-B-s\" class=\"bg-blue-300 p-2 rounded w-16 h-12 text-center text-sm font-bold flex items-center justify-center opacity-50\">\u8acb\u6c42 B<br>(\u7b49\u5f85)<\/div>\n <\/div>\n <\/div>\n <div class=\"bg-white p-8 rounded-xl shadow-lg border border-gray-200\">\n <h3 class=\"text-xl font-bold mb-4\">\u5f71\u97ff\uff1aKV \u5feb\u53d6\u547d\u4e2d\u7387\u5927\u5e45\u63d0\u5347<\/h3>\n <p class=\"text-gray-700 mb-6\">\u667a\u6167\u6392\u7a0b\u5c07 KV \u5feb\u53d6\u547d\u4e2d\u7387\u5f9e\u5e7e\u4e4e\u70ba\u96f6\u63d0\u5347\u81f3 65%\uff0c\u986f\u8457\u63d0\u9ad8\u7cfb\u7d71\u541e\u5410\u91cf\u3002<\/p>\n <div class=\"chart-container\">\n <canvas id=\"kvCacheChart\"><\/canvas>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n <section id=\"use-cases\" class=\"scroll-mt-20\">\n <div class=\"text-center mb-12\">\n <h2 class=\"text-3xl font-bold mb-2\">\u4f55\u6642\u4f7f\u7528\u54ea\u7a2e\u6280\u8853\uff1f<\/h2>\n <p class=\"text-gray-600\">\u5c07\u554f\u984c\u7684\u8907\u96dc\u6027\u8207\u67b6\u69cb\u7684\u8907\u96dc\u6027\u76f8\u5339\u914d\u662f\u95dc\u9375\u3002<\/p>\n <\/div>\n <div class=\"grid md:grid-cols-2 gap-8\">\n <div class=\"light-accent-bg p-8 rounded-xl\">\n <h3 class=\"text-2xl font-bold mb-4\">\u4f7f\u7528\u50b3\u7d71 RAG \u7684\u5834\u666f \u2705<\/h3>\n <p class=\"text-gray-600 mb-6\">\u9069\u7528\u65bc\u77e5\u8b58\u5bc6\u96c6\u4f46\u63a8\u7406\u8def\u5f91\u76f4\u63a5\u7684\u4efb\u52d9\u3002<\/p>\n <ul class=\"space-y-3 text-gray-700 list-disc list-inside\">\n <li><strong>\u55ae\u6b65\u554f\u7b54\uff1a<\/strong>\u5982\u300c\u6cd5\u570b\u7684\u9996\u90fd\u662f\u4ec0\u9ebc\uff1f\u300d<\/li>\n <li><strong>\u7c21\u55ae\u5ba2\u6236\u652f\u63f4\uff1a<\/strong>\u6839\u64da FAQ \u6587\u4ef6\u5eab\u56de\u7b54\u5e38\u898b\u554f\u984c\u3002<\/li>\n <li><strong>\u6587\u4ef6\u6458\u8981\uff1a<\/strong>\u7e3d\u7d50\u55ae\u4e00\u6216\u5c11\u91cf\u9ad8\u5ea6\u76f8\u95dc\u7684\u6587\u4ef6\u3002<\/li>\n <li><strong>\u5167\u90e8\u77e5\u8b58\u67e5\u8a62\uff1a<\/strong>\u5feb\u901f\u67e5\u627e\u516c\u53f8\u5167\u90e8\u6587\u4ef6\u6216\u653f\u7b56\u3002<\/li>\n <\/ul>\n <\/div>\n <div class=\"main-accent-bg bg-opacity-30 p-8 rounded-xl\">\n <h3 class=\"text-2xl font-bold mb-4\">\u4f7f\u7528\u4ee3\u7406\u6846\u67b6\u7684\u5834\u666f \ud83d\ude80<\/h3>\n <p class=\"text-gray-600 mb-6\">\u9069\u7528\u65bc\u9700\u8981\u5206\u89e3\u554f\u984c\u3001\u52d5\u614b\u898f\u5283\u548c\u7d9c\u5408\u591a\u6e90\u8cc7\u8a0a\u7684\u8907\u96dc\u4efb\u52d9\u3002<\/p>\n <ul class=\"space-y-3 text-gray-700 list-disc list-inside\">\n <li><strong>\u8907\u96dc\u7814\u7a76\u5206\u6790\uff1a<\/strong>\u7d9c\u5408\u591a\u7bc7\u8ad6\u6587\u3001\u8ca1\u5831\u56de\u7b54\u8907\u96dc\u554f\u984c\u3002<\/li>\n <li><strong>\u81ea\u52d5\u5316\u79d1\u5b78\u767c\u73fe\uff1a<\/strong>\u8f14\u52a9\u7814\u7a76\u4eba\u54e1\u63d0\u51fa\u4e26\u9a57\u8b49\u5047\u8a2d\u3002<\/li>\n <li><strong>\u9032\u968e\u8ca1\u52d9\u5206\u6790\uff1a<\/strong>\u751f\u6210\u5168\u9762\u7684\u6295\u8cc7\u5099\u5fd8\u9304\u3002<\/li>\n <li><strong>\u52d5\u614b\u6545\u969c\u6392\u9664\uff1a<\/strong>\u5f15\u5c0e\u4f7f\u7528\u8005\u5b8c\u6210\u8907\u96dc\u7684\u9664\u932f\u6d41\u7a0b\u3002<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/section>\n <\/main>\n\n <footer class=\"bg-white mt-24\">\n <div class=\"container mx-auto px-6 py-6 text-center text-gray-500\">\n <p>\u6b64\u4e92\u52d5\u5f0f\u5831\u544a\u57fa\u65bc\u300a\u5f9e\u975c\u614b\u589e\u5f37\u5230\u52d5\u614b\u4ee3\u7406\uff1aRAG \u8207 SearchAgent-X \u6846\u67b6\u7684\u6df1\u5ea6\u6bd4\u8f03\u5206\u6790\u300b\u5831\u544a\u751f\u6210\u3002<\/p>\n <\/div>\n <\/footer>\n\n<script>\ndocument.addEventListener('DOMContentLoaded', () => {\n\n const mobileMenuButton = document.getElementById('mobile-menu-button');\n const mobileMenu = document.getElementById('mobile-menu');\n mobileMenuButton.addEventListener('click', () => {\n mobileMenu.classList.toggle('hidden');\n });\n\n const navLinks = document.querySelectorAll('.nav-link');\n const sections = document.querySelectorAll('main section');\n\n const observerOptions = {\n root: null,\n rootMargin: '0px',\n threshold: 0.4\n };\n\n const observer = new IntersectionObserver((entries, observer) => {\n entries.forEach(entry => {\n if (entry.isIntersecting) {\n navLinks.forEach(link => {\n link.classList.remove('active');\n if (link.getAttribute('href').substring(1) === entry.target.id) {\n link.classList.add('active');\n }\n });\n }\n });\n }, observerOptions);\n\n sections.forEach(section => {\n observer.observe(section);\n });\n\n function animateFlow(flowId, startBtnId) {\n const flowContainer = document.getElementById(flowId);\n const startBtn = document.getElementById(startBtnId);\n const steps = flowContainer.querySelectorAll('.flow-step');\n const arrows = flowContainer.querySelectorAll('.flow-arrow');\n\n let currentStep = 0;\n let intervalId = null;\n\n function reset() {\n steps.forEach(s => s.classList.remove('active'));\n arrows.forEach(a => a.classList.remove('active'));\n currentStep = 0;\n if(intervalId) clearInterval(intervalId);\n startBtn.textContent = '\u958b\u59cb\u6f14\u793a';\n startBtn.disabled = false;\n }\n\n function runStep() {\n if (currentStep < steps.length) {\n steps[currentStep].classList.add('active');\n if (currentStep > 0) {\n arrows[currentStep - 1].classList.add('active');\n } else if (arrows.length === steps.length) { \/\/ For agent flow start arrow\n arrows[steps.length - 1].classList.add('active');\n }\n currentStep++;\n } else {\n clearInterval(intervalId);\n setTimeout(reset, 3000);\n }\n }\n \n startBtn.addEventListener('click', () => {\n if(startBtn.textContent === '\u6f14\u793a\u4e2d...' || startBtn.disabled){\n return;\n }\n reset();\n startBtn.textContent = '\u6f14\u793a\u4e2d...';\n startBtn.disabled = true;\n setTimeout(() => {\n runStep(); \n intervalId = setInterval(runStep, 1000);\n }, 100);\n });\n }\n\n animateFlow('rag-flow', 'rag-start-btn');\n animateFlow('agent-flow', 'agent-start-btn');\n\n const ctx = document.getElementById('kvCacheChart').getContext('2d');\n const kvCacheChart = new Chart(ctx, {\n type: 'bar',\n data: {\n labels: ['\u6a19\u6e96 FCFS \u6392\u7a0b', 'SearchAgent-X \u667a\u6167\u6392\u7a0b'],\n datasets: [{\n label: 'KV \u5feb\u53d6\u547d\u4e2d\u7387',\n data: [0.07, 0.65],\n backgroundColor: [\n 'rgba(239, 68, 68, 0.6)',\n 'rgba(5, 150, 105, 0.6)'\n ],\n borderColor: [\n 'rgba(239, 68, 68, 1)',\n 'rgba(5, 150, 105, 1)'\n ],\n borderWidth: 1\n }]\n },\n options: {\n responsive: true,\n maintainAspectRatio: false,\n scales: {\n y: {\n beginAtZero: true,\n ticks: {\n callback: function(value) {\n return (value * 100) + '%';\n }\n },\n grid: {\n color: 'rgba(200, 200, 200, 0.2)'\n }\n },\n x: {\n grid: {\n display: false\n }\n }\n },\n plugins: {\n legend: {\n display: false\n },\n tooltip: {\n callbacks: {\n label: function(context) {\n let label = context.dataset.label || '';\n if (label) {\n label += ': ';\n }\n if (context.parsed.y !== null) {\n label += (context.parsed.y * 100).toFixed(0) + '%';\n }\n return label;\n }\n }\n }\n }\n }\n });\n});\n<\/script>\n\n<\/body>\n<\/html>\n\n\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u7bc0 \u524d\u8a00\uff1a\u77e5\u8b58\u5bc6\u96c6\u578b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u4e0d\u65b7\u6f14\u9032<\/h2>\n\n\n\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u7684\u6838\u5fc3\u6311\u6230\u4e4b\u4e00\uff0c\u5728\u65bc\u5982\u4f55\u5c07\u5176\u751f\u6210\u80fd\u529b\u6839\u690d\u65bc\u5916\u90e8\u7684\u3001\u52d5\u614b\u66f4\u65b0\u7684\u77e5\u8b58\u5eab\u3002\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09\u4f5c\u70ba\u4e00\u9805\u958b\u5275\u6027\u7684\u89e3\u6c7a\u65b9\u6848\u61c9\u904b\u800c\u751f\uff0c\u6709\u6548\u61c9\u5c0d\u4e86 LLM \u56fa\u6709\u7684\u4e8b\u5be6\u4e0d\u4e00\u81f4\u6027\u8207\u77e5\u8b58\u904e\u6642\u7b49\u6838\u5fc3\u9650\u5236 <sup><\/sup>\u3002\u7136\u800c\uff0c\u96a8\u8457\u61c9\u7528\u5834\u666f\u65e5\u76ca\u8907\u96dc\uff0c\u7279\u5225\u662f\u9700\u8981\u591a\u6b65\u63a8\u7406\uff08multi-hop reasoning\uff09\u7684\u4efb\u52d9\uff0c\u50b3\u7d71 RAG \u67b6\u69cb\u7684\u5c40\u9650\u6027\u9010\u6f38\u986f\u73fe\u3002\u9019\u4fc3\u4f7f\u6211\u5011\u5fc5\u9808\u9032\u884c\u4e00\u6b21\u5178\u7bc4\u8f49\u79fb\uff0c\u5f9e\u975c\u614b\u7684\u8cc7\u6599\u6aa2\u7d22\uff0c\u9081\u5411\u7531\u52d5\u614b\u63a8\u7406\u9a45\u52d5\u7684\u8cc7\u8a0a\u5c0b\u6c42\u6a21\u5f0f\u3002\u57fa\u65bc LLM \u7684\u641c\u5c0b\u4ee3\u7406\uff08search agents\uff09\u6b63\u662f\u6b64\u4e00\u8f49\u8b8a\u7684\u9ad4\u73fe\uff0c\u800c SearchAgent-X \u5247\u662f\u4e00\u500b\u95dc\u9375\u6846\u67b6\uff0c\u65e8\u5728\u89e3\u6c7a\u6b64\u65b0\u578b\u614b\u4ee3\u7406\u6a21\u5f0f\u6240\u9762\u81e8\u7684\u6548\u7387\u74f6\u9838\uff0c\u4f7f\u5176\u5f97\u4ee5\u898f\u6a21\u5316\u90e8\u7f72\u3002 <\/p>\n\n\n\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5118\u7ba1\u5c55\u73fe\u51fa\u9a5a\u4eba\u7684\u8a9e\u8a00\u80fd\u529b\uff0c\u4f46\u5176\u77e5\u8b58\u53d7\u9650\u65bc\u8a13\u7df4\u8cc7\u6599\uff0c\u672c\u8cea\u4e0a\u662f\u975c\u614b\u7684\u3002\u9019\u5c0e\u81f4\u4e86\u6a21\u578b\u53ef\u80fd\u7522\u751f\u300c\u5e7b\u89ba\u300d\uff08hallucinations\uff09\u3001\u63d0\u4f9b\u904e\u6642\u7684\u8cc7\u8a0a\uff0c\u4e26\u4e14\u5176\u56de\u7b54\u904e\u7a0b\u7f3a\u4e4f\u900f\u660e\u5ea6\uff0c\u96e3\u4ee5\u8ffd\u6eaf\u4f86\u6e90\u9032\u884c\u9a57\u8b49 <sup><\/sup>\u3002\u70ba\u4e86\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\uff0cRAG \u6846\u67b6\u88ab\u63d0\u51fa\uff0c\u5b83\u5c07 LLM \u8207\u5916\u90e8\u77e5\u8b58\u5eab\u76f8\u7d50\u5408\uff0c\u5728\u63a8\u8ad6\u968e\u6bb5\u63d0\u4f9b\u4e8b\u5be6\u4f9d\u64da\uff0c\u5f9e\u800c\u986f\u8457\u63d0\u5347\u4e86\u751f\u6210\u5167\u5bb9\u7684\u6e96\u78ba\u6027\u3001\u53ef\u4fe1\u5ea6\u8207\u9818\u57df\u7279\u5b9a\u6027 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u7576\u9762\u5c0d\u9700\u8981\u6574\u5408\u4f86\u81ea\u591a\u500b\u4e0d\u540c\u4f86\u6e90\u7684\u8cc7\u8a0a\u624d\u80fd\u89e3\u7b54\u7684\u8907\u96dc\u554f\u984c\u6642\uff0c\u50b3\u7d71 RAG \u7684\u80fd\u529b\u4fbf\u986f\u5f97\u6349\u895f\u898b\u8098 <sup><\/sup>\u3002\u9019\u985e\u591a\u6b65\u63a8\u7406\u4efb\u52d9\u66b4\u9732\u4e86 RAG \u7684\u6839\u672c\u6027\u67b6\u69cb\u9650\u5236\uff0c\u6210\u70ba\u4e86\u77e5\u8b58\u5bc6\u96c6\u578b\u4eba\u5de5\u667a\u6167\u767c\u5c55\u7684\u4e0b\u4e00\u500b\u4e3b\u8981\u969c\u7919\u3002\u70ba\u6b64\uff0c\u4e00\u7a2e\u65b0\u7684\u65b9\u6cd5\u61c9\u904b\u800c\u751f\uff1a\u57fa\u65bc LLM \u7684\u641c\u5c0b\u4ee3\u7406\u3002\u9019\u4e9b\u7cfb\u7d71\u4e0d\u518d\u9075\u5faa\u50f5\u5316\u7684\u300c\u5148\u6aa2\u7d22\u3001\u5f8c\u751f\u6210\u300d\u7ba1\u7dda\uff0c\u800c\u662f\u63a1\u7528\u4e00\u7a2e\u52d5\u614b\u3001\u8fed\u4ee3\u7684\u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\uff08interleaved reasoning and retrieval\uff09\u6d41\u7a0b <sup><\/sup>\u3002\u9019\u4f7f\u5f97\u6a21\u578b\u80fd\u5920\u81ea\u4e3b\u5206\u89e3\u554f\u984c\u3001\u9069\u61c9\u6027\u5730\u5c0b\u627e\u8cc7\u8a0a\uff0c\u4e26\u9010\u6b65\u5efa\u69cb\u7b54\u6848\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u5f37\u5927\u7684\u4ee3\u7406\u6a21\u5f0f\u4e5f\u5e36\u4f86\u4e86\u65b0\u7684\u6311\u6230\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u7cfb\u7d71\u6548\u7387\u3001\u5ef6\u9072\u548c\u8cc7\u6e90\u5229\u7528\u7387\u4e0a <sup><\/sup>\u3002\u8ce6\u4e88\u4ee3\u7406\u5f37\u5927\u80fd\u529b\u7684\u9748\u6d3b\u6027\uff0c\u540c\u6642\u4e5f\u4f7f\u5176\u5728\u8a08\u7b97\u4e0a\u8b8a\u5f97\u6602\u8cb4\u4e14\u7de9\u6162\u3002\u9019\u7a2e\u5f9e RAG \u5230\u641c\u5c0b\u4ee3\u7406\u7684\u6f14\u8b8a\uff0c\u4e0d\u50c5\u662f\u6280\u8853\u4e0a\u7684\u5347\u7d1a\uff0c\u66f4\u53cd\u6620\u4e86\u4eba\u5de5\u667a\u6167\u7cfb\u7d71\u5167\u90e8\u300c\u63a7\u5236\u6838\u5fc3\u300d\u7684\u8f49\u79fb\u3002\u5728\u50b3\u7d71 RAG \u4e2d\uff0cLLM \u5728\u6aa2\u7d22\u904e\u7a0b\u4e2d\u76f8\u5c0d\u88ab\u52d5\uff0c\u5176\u89d2\u8272\u662f\u300c\u88ab\u589e\u5f37\u7684\u751f\u6210\u5668\u300d\u3002\u800c\u5728\u4ee3\u7406\u7cfb\u7d71\u4e2d\uff0cLLM \u8f49\u8b8a\u70ba\u6838\u5fc3\u7684\u300c\u63a7\u5236\u5668\u300d\u6216\u300c\u5927\u8166\u300d<sup><\/sup>\uff0c\u5b83\u4e3b\u52d5\u6c7a\u5b9a\u4f55\u6642\u6aa2\u7d22\u3001\u6aa2\u7d22\u4ec0\u9ebc\uff0c\u4ee5\u53ca\u5982\u4f55\u5c07\u7d50\u679c\u6574\u5408\u5230\u6301\u7e8c\u7684\u63a8\u7406\u904e\u7a0b\u4e2d <sup><\/sup>\u3002\u6aa2\u7d22\u6a5f\u5236\u4e5f\u5f9e\u4e00\u500b\u7c21\u55ae\u7684\u524d\u8655\u7406\u5668\uff0c\u6f14\u8b8a\u70ba\u4ee3\u7406\u53ef\u96a8\u9700\u547c\u53eb\u7684\u300c\u5de5\u5177\u300d<sup><\/sup>\u3002\u9019\u7a2e\u6839\u672c\u6027\u7684\u89d2\u8272\u8f49\u8b8a\uff0c\u8981\u6c42\u7cfb\u7d71\u67b6\u69cb\u5f9e\u7dda\u6027\u7ba1\u7dda\u8f49\u8b8a\u70ba\u80fd\u5920\u8655\u7406\u975e\u540c\u6b65\u5de5\u5177\u547c\u53eb\u548c\u7ba1\u7406\u9577\u671f\u63a8\u7406\u72c0\u614b\u7684\u53cd\u61c9\u5f0f\u8ff4\u5708\uff0c\u800c\u9019\u6b63\u662f SearchAgent-X \u6240\u8981\u89e3\u6c7a\u7684\u7cfb\u7d71\u74b0\u5883\u3002 <\/p>\n\n\n\n<p>\u672c\u5831\u544a\u5c07\u5c0d\u50b3\u7d71 RAG \u67b6\u69cb\u8207 SearchAgent-X \u6846\u67b6\u9032\u884c\u6df1\u5ea6\u6bd4\u8f03\u5206\u6790\u3002\u6211\u5011\u5c07\u8ad6\u8b49\uff0cSearchAgent-X \u4e26\u975e\u50c5\u50c5\u662f\u4e00\u9805\u6f38\u9032\u5f0f\u6539\u9032\uff0c\u800c\u662f\u4e00\u500b\u7cfb\u7d71\u7d1a\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u65e8\u5728\u89e3\u6c7a\u5148\u9032\u4ee3\u7406\u6a21\u5f0f\u7684\u6839\u672c\u6548\u7387\u74f6\u9838\uff0c\u5f9e\u800c\u70ba\u5927\u898f\u6a21\u90e8\u7f72\u8907\u96dc\u3001\u63a8\u7406\u9a45\u52d5\u7684 AI \u61c9\u7528\u9081\u51fa\u4e86\u95dc\u9375\u4e00\u6b65\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u7bc0 \u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u57fa\u790e\u56de\u9867<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u5c0d\u50b3\u7d71 RAG \u67b6\u69cb\u53ca\u5176\u6a19\u6e96\u5de5\u4f5c\u6d41\u7a0b\u9032\u884c\u8a73\u7d30\u7684\u6280\u8853\u89e3\u69cb\uff0c\u70ba\u5f8c\u7e8c\u5206\u6790\u5176\u5c40\u9650\u6027\u5efa\u7acb\u4e00\u500b\u6e05\u6670\u7684\u57fa\u6e96\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u67b6\u69cb\u539f\u5247\uff1a\u4e09\u5927\u6838\u5fc3\u6a21\u7d44<\/h3>\n\n\n\n<p>\u4e00\u500b\u5178\u578b\u7684 RAG \u7cfb\u7d71\u7531\u4e09\u500b\u4e3b\u8981\u90e8\u5206\u7d44\u6210 <sup><\/sup>\uff1a <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67e5\u8a62\u7de8\u78bc\u5668 (Query Encoder):<\/strong> \u6b64\u6a21\u7d44\u8ca0\u8cac\u5c07\u4f7f\u7528\u8005\u7684\u8f38\u5165\u67e5\u8a62\u8f49\u63db\u70ba\u4e00\u7a2e\u9069\u5408\u5728\u77e5\u8b58\u5eab\u4e2d\u9032\u884c\u641c\u5c0b\u7684\u8868\u793a\u5f62\u5f0f\uff0c\u901a\u5e38\u662f\u4e00\u500b\u7a20\u5bc6\u5411\u91cf\u5d4c\u5165\uff08dense vector embedding\uff09\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6aa2\u7d22\u5668 (Retriever):<\/strong> \u9019\u662f\u8cc7\u8a0a\u5c0b\u6c42\u904e\u7a0b\u7684\u6838\u5fc3\u3002\u7d66\u5b9a\u7de8\u78bc\u5f8c\u7684\u67e5\u8a62\uff0c\u6aa2\u7d22\u5668\u6703\u5728\u4e00\u500b\u5df2\u7d22\u5f15\u7684\u8a9e\u6599\u5eab\uff08\u4f8b\u5982\u5411\u91cf\u8cc7\u6599\u5eab\uff09\u4e2d\u9032\u884c\u641c\u5c0b\uff0c\u4e26\u53d6\u56de\u4e00\u7cfb\u5217\u76f8\u95dc\u7684\u6587\u4ef6\u6216\u300c\u5340\u584a\u300d\uff08chunks\uff09\u3002\u5e38\u898b\u7684\u6aa2\u7d22\u65b9\u6cd5\u5305\u62ec\u57fa\u65bc\u95dc\u9375\u5b57\u7684\u7a00\u758f\u6aa2\u7d22\uff08\u5982 BM25\uff09\u548c\u57fa\u65bc\u8a9e\u7fa9\u7684\u7a20\u5bc6\u6aa2\u7d22\uff08\u5982 DPR\uff09\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u751f\u6210\u5668 (Generator):<\/strong> \u9019\u662f\u4e00\u500b\u9810\u8a13\u7df4\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08\u5982 GPT\u3001T5\uff09\uff0c\u5b83\u6703\u63a5\u6536\u539f\u59cb\u67e5\u8a62\u4ee5\u53ca\u6aa2\u7d22\u5230\u7684\u6587\u4ef6\u4f5c\u70ba\u4e0a\u4e0b\u6587\u3002\u63a5\u8457\uff0c\u5b83\u6703\u7d9c\u5408\u9019\u4e9b\u8cc7\u8a0a\uff0c\u751f\u6210\u6700\u7d42\u7684\u3001\u6709\u4e8b\u5be6\u6839\u64da\u7684\u56de\u61c9 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u6a19\u6e96\u5de5\u4f5c\u6d41\u7a0b\uff1a\u4e00\u500b\u5169\u968e\u6bb5\u904e\u7a0b<\/h3>\n\n\n\n<p>RAG \u7684\u904b\u4f5c\u6d41\u7a0b\u53ef\u5206\u70ba\u5169\u500b\u4e3b\u8981\u968e\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u968e\u6bb5\u4e00\uff1a\u7d22\u5f15\uff08\u96e2\u7dda\u6e96\u5099\uff09:<\/strong> \u9019\u662f\u5728\u56de\u7b54\u67e5\u8a62\u524d\u81f3\u95dc\u91cd\u8981\u7684\u9810\u8655\u7406\u6b65\u9a5f\uff0c\u76ee\u7684\u662f\u4f7f\u5916\u90e8\u77e5\u8b58\u5eab\u8b8a\u5f97\u53ef\u4f9b\u641c\u5c0b\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u8cc7\u6599\u64f7\u53d6\u8207\u6e05\u7406\uff1a<\/strong> \u5f9e\u5404\u7a2e\u4f86\u6e90\uff08\u5982 PDF\u3001HTML\u3001\u8cc7\u6599\u5eab\uff09\u6536\u96c6\u539f\u59cb\u8cc7\u6599\uff0c\u4e26\u5c07\u5176\u8f49\u63db\u70ba\u7d71\u4e00\u7684\u7d14\u6587\u5b57\u683c\u5f0f \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5340\u584a\u5316 (Chunking)\uff1a<\/strong> \u5c07\u6e05\u7406\u5f8c\u7684\u6587\u672c\u5206\u5272\u6210\u66f4\u5c0f\u3001\u6613\u65bc\u8655\u7406\u7684\u5340\u584a\uff0c\u4ee5\u9069\u61c9 LLM \u7684\u4e0a\u4e0b\u6587\u8996\u7a97\u9650\u5236\u4e26\u63d0\u9ad8\u6aa2\u7d22\u7684\u7cbe\u78ba\u5ea6 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5d4c\u5165\u8207\u7d22\u5f15\uff1a<\/strong> \u6bcf\u500b\u5340\u584a\u90fd\u901a\u904e\u4e00\u500b\u5d4c\u5165\u6a21\u578b\u8f49\u63db\u70ba\u6578\u503c\u5411\u91cf\u8868\u793a\u3002\u9019\u4e9b\u5411\u91cf\u96a8\u5f8c\u88ab\u5132\u5b58\u5728\u5c08\u9580\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\uff0c\u5efa\u7acb\u4e00\u500b\u7d22\u5f15\uff0c\u4ee5\u4fbf\u9032\u884c\u9ad8\u6548\u7684\u8a9e\u7fa9\u76f8\u4f3c\u5ea6\u641c\u5c0b \u3002 \u00a0<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u968e\u6bb5\u4e8c\uff1a\u63a8\u8ad6\uff08\u7dda\u4e0a\u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\uff09:<\/strong> \u9019\u662f\u5373\u6642\u56de\u7b54\u4f7f\u7528\u8005\u67e5\u8a62\u7684\u904e\u7a0b\u3002\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u8005\u7684\u67e5\u8a62\u6703\u901a\u904e\u8207\u7d22\u5f15\u968e\u6bb5\u76f8\u540c\u7684\u6a21\u578b\u9032\u884c\u7de8\u78bc\uff0c\u8f49\u63db\u70ba\u4e00\u500b\u5411\u91cf \u3002 \u00a0<\/li>\n\n\n\n<li>\u7cfb\u7d71\u5728\u5411\u91cf\u8cc7\u6599\u5eab\u4e2d\u67e5\u8a62\uff0c\u627e\u51fa\u8207\u67e5\u8a62\u5411\u91cf\u6700\u76f8\u4f3c\u7684 <code>Top-K<\/code> \u500b\u5340\u584a \u3002 \u00a0<\/li>\n\n\n\n<li>\u9019 <code>Top-K<\/code> \u500b\u5340\u584a\u6703\u8207\u539f\u59cb\u67e5\u8a62\u62fc\u63a5\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e00\u500b\u589e\u5f37\u7684\u63d0\u793a\uff08augmented prompt\uff09\u3002 \u00a0<\/li>\n\n\n\n<li>\u9019\u500b\u589e\u5f37\u7684\u63d0\u793a\u88ab\u9001\u5165\u751f\u6210\u5668 LLM\uff0c\u7531\u5176\u751f\u6210\u4e00\u500b\u57fa\u65bc\u6240\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7684\u6700\u7d42\u7b54\u6848 \u3002 \u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 RAG \u6a21\u5f0f\u7684\u6838\u5fc3\u8ca2\u737b\u8207\u512a\u52e2<\/h3>\n\n\n\n<p>RAG \u6846\u67b6\u5e36\u4f86\u4e86\u591a\u9805\u986f\u8457\u7684\u597d\u8655\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7de9\u89e3\u5e7b\u89ba\uff1a<\/strong> \u900f\u904e\u5c07 LLM \u7684\u751f\u6210\u904e\u7a0b\u6839\u690d\u65bc\u53ef\u9a57\u8b49\u7684\u5916\u90e8\u4e8b\u5be6\uff0cRAG \u986f\u8457\u964d\u4f4e\u4e86\u6a21\u578b\u7522\u751f\u4e0d\u6b63\u78ba\u6216\u634f\u9020\u8cc7\u8a0a\u7684\u50be\u5411 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5be6\u73fe\u77e5\u8b58\u66f4\u65b0\uff1a<\/strong> RAG \u63d0\u4f9b\u4e86\u4e00\u7a2e\u7d93\u6fdf\u9ad8\u6548\u7684\u65b9\u5f0f\u4f86\u4fdd\u6301 LLM \u77e5\u8b58\u7684\u6642\u6548\u6027\u3002\u7121\u9700\u9032\u884c\u6602\u8cb4\u7684\u6a21\u578b\u91cd\u65b0\u8a13\u7df4\uff0c\u53ea\u9700\u66f4\u65b0\u5916\u90e8\u77e5\u8b58\u5eab\u5373\u53ef \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u589e\u5f37\u900f\u660e\u5ea6\u8207\u4fe1\u4efb\uff1a<\/strong> RAG \u7cfb\u7d71\u53ef\u4ee5\u5f15\u7528\u5176\u8cc7\u8a0a\u4f86\u6e90\uff0c\u8b93\u4f7f\u7528\u8005\u80fd\u5920\u9a57\u8b49\u8cc7\u8a0a\u4e26\u7406\u89e3\u6a21\u578b\u662f\u5982\u4f55\u5f97\u51fa\u7b54\u6848\u7684 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u4fc3\u9032\u9818\u57df\u5c08\u696d\u5316\uff1a<\/strong> \u5b83\u5141\u8a31\u5728\u7121\u9700\u5fae\u8abf\u7684\u60c5\u6cc1\u4e0b\uff0c\u5c07\u901a\u7528\u7684\u57fa\u790e\u6a21\u578b\u7d93\u6fdf\u5730\u61c9\u7528\u65bc\u7279\u5b9a\u9818\u57df\uff08\u5982\u6cd5\u5f8b\u3001\u91ab\u7642\u6216\u4f01\u696d\u5167\u90e8\u77e5\u8b58\uff09\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u5f9e\u6839\u672c\u4e0a\u770b\uff0c\u50b3\u7d71 RAG \u67b6\u69cb\u662f\u4e00\u500b\u300c\u7121\u72c0\u614b\u3001\u55ae\u56de\u5408\u300d\u7684\u7cfb\u7d71\u3002\u5176\u6a19\u6e96\u5de5\u4f5c\u6d41\u7a0b <sup><\/sup> \u7368\u7acb\u8655\u7406\u6bcf\u500b\u67e5\u8a62\uff0c\u63a5\u6536\u67e5\u8a62\u3001\u6aa2\u7d22\u6587\u4ef6\u3001\u751f\u6210\u7b54\u6848\uff0c\u7136\u5f8c\u6d41\u7a0b\u7d50\u675f\u3002\u5b83\u6c92\u6709\u5167\u5efa\u7684\u6a5f\u5236\u4f86\u8a18\u61b6\u904e\u53bb\u7684\u4e92\u52d5\uff0c\u4e5f\u7121\u6cd5\u5728\u540c\u4e00\u500b\u67e5\u8a62\u4e2d\u57fa\u65bc\u4e0a\u4e00\u6b65\u7684\u6aa2\u7d22\u7d50\u679c\u9032\u884c\u758a\u52a0\u3002\u6240\u6709\u4e0a\u4e0b\u6587\u90fd\u5fc5\u9808\u5728\u55ae\u6b21\u7684\u6aa2\u7d22\u4e2d\u7372\u53d6\u3002\u9019\u7a2e\u67b6\u69cb\u9078\u64c7\u4f7f\u5176\u5728\u8655\u7406\u55ae\u6b65\u554f\u984c\u6642\u7c21\u55ae\u800c\u6709\u6548\uff0c\u4f46\u4e5f\u6b63\u662f\u9019\u7a2e\u7121\u72c0\u614b\u6027\uff0c\u4f7f\u5176\u5728\u9762\u5c0d\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u8907\u96dc\u554f\u984c\u6642\u986f\u5f97\u8106\u5f31\uff0c\u56e0\u70ba\u591a\u6b65\u554f\u984c\u672c\u8cea\u4e0a\u9700\u8981\u4e00\u500b\u6709\u72c0\u614b\u7684\u904e\u7a0b\uff0c\u5176\u4e2d\u7b2c\u4e00\u6b65\u7684\u7d50\u679c\u6703\u6210\u70ba\u7b2c\u4e8c\u6b65\u7684\u8f38\u5165\u3002\u9019\u4e5f\u6b63\u662f\u4e0b\u4e00\u7bc0\u5c07\u8a0e\u8ad6\u7684\u300c\u591a\u6b65\u63a8\u7406\u969c\u7919\u300d\u7684\u6839\u6e90\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u7bc0 \u50b3\u7d71 RAG \u6a21\u5f0f\u7684\u95dc\u9375\u5c40\u9650\u6027<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u6df1\u5165\u63a2\u8a0e\u6a19\u6e96 RAG \u7684\u5931\u6557\u6a21\u5f0f\uff0c\u70ba\u7406\u89e3\u70ba\u4f55\u9700\u8981\u50cf\u641c\u5c0b\u4ee3\u7406\u9019\u6a23\u66f4\u5148\u9032\u7684\u7cfb\u7d71\u63d0\u4f9b\u95dc\u9375\u80cc\u666f\u3002\u91cd\u9ede\u5c07\u653e\u5728\u591a\u6b65\u63a8\u7406\u554f\u984c\u4e0a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u591a\u6b65\u63a8\u7406\u969c\u7919\uff1aRAG \u7684\u4e3b\u8981\u5931\u6557\u6a21\u5f0f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6311\u6230\u7684\u5b9a\u7fa9\uff1a<\/strong> \u591a\u6b65\u67e5\u8a62\u9700\u8981\u5c0d\u591a\u500b\u8b49\u64da\u7247\u6bb5\u9032\u884c\u63a8\u7406\u624d\u80fd\u5f97\u51fa\u6700\u7d42\u7b54\u6848\uff0c\u800c\u9019\u4e9b\u8b49\u64da\u5f80\u5f80\u5206\u6563\u5728\u4e0d\u540c\u7684\u6587\u4ef6\u4e2d \u3002\u4f8b\u5982\uff1a\u300c\u4e3b\u6f14\u96fb\u5f71\u300a\u5927\u767d\u9bca\u300b\u5c0e\u6f14\u540c\u9109\u7684\u6f14\u54e1\uff0c\u5176\u54ea\u90e8\u96fb\u5f71\u66fe\u7372\u5967\u65af\u5361\u734e\uff1f\u300d \u00a0<\/li>\n\n\n\n<li><strong>\u8a9e\u7fa9\u76f8\u4f3c\u5ea6\u7684\u5931\u6557\uff1a<\/strong> \u6a19\u6e96 RAG \u4f9d\u8cf4\u65bc\u5c0b\u627e\u8207\u4f7f\u7528\u8005\u300c\u5b8c\u6574\u300d\u67e5\u8a62\u8a9e\u7fa9\u76f8\u4f3c\u7684\u5340\u584a\u3002\u5728\u591a\u6b65\u67e5\u8a62\u4e2d\uff0c\u53ef\u80fd\u6c92\u6709\u4efb\u4f55\u55ae\u4e00\u6587\u4ef6\u5305\u542b\u6240\u6709\u5fc5\u8981\u8cc7\u8a0a\uff0c\u6216\u8207\u6574\u500b\u554f\u984c\u7684\u8a9e\u7fa9\u90fd\u63a5\u8fd1 \u3002\u7cfb\u7d71\u53ef\u80fd\u6703\u627e\u5230\u95dc\u65bc\u300a\u5927\u767d\u9bca\u300b\u7684\u6587\u4ef6\uff0c\u6216\u95dc\u65bc\u67d0\u4e9b\u6f14\u54e1\u7684\u6587\u4ef6\uff0c\u4f46\u537b\u7121\u6cd5\u6aa2\u7d22\u5230\u9023\u63a5\u9019\u4e9b\u8cc7\u8a0a\u7684\u95dc\u9375\u6a4b\u6a11\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u932f\u8aa4\u50b3\u64ad\uff1a<\/strong> \u5373\u4f7f RAG \u7cfb\u7d71\u5617\u8a66\u63a1\u7528\u8fed\u4ee3\u65b9\u6cd5\uff0c\u7b2c\u4e00\u6b65\u63a8\u7406\u6216\u6aa2\u7d22\u4e2d\u7684\u932f\u8aa4\u4e5f\u53ef\u80fd\u88ab\u50b3\u64ad\u548c\u653e\u5927\uff0c\u5f15\u767c\u300c\u8774\u8776\u6548\u61c9\u300d\uff0c\u6700\u7d42\u5c0e\u81f4\u6574\u500b\u904e\u7a0b\u812b\u8ecc \u3002\u521d\u59cb\u6aa2\u7d22\u5f80\u5f80\u4e0d\u5b8c\u7f8e\uff0c\u53ef\u80fd\u6703\u8fd4\u56de\u8a5e\u5f59\u4e0a\u76f8\u4f3c\u4f46\u908f\u8f2f\u4e0a\u4e0d\u76f8\u95dc\u7684\u6bb5\u843d \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u8b49\u64da\uff1a<\/strong> \u7814\u7a76\u986f\u793a\uff0c\u5373\u4f7f\u4f7f\u7528\u5148\u9032\u7684\u641c\u5c0b\u5f15\u64ce\uff0c\u4ecd\u6709\u5f88\u5927\u6bd4\u4f8b\u7684\u6aa2\u7d22\u6bb5\u843d\u4e0d\u76f4\u63a5\u5305\u542b\u7b54\u6848\uff0c\u73fe\u6709\u7684 RAG \u65b9\u6cd5\u5728\u591a\u6b65\u63a8\u7406\u57fa\u6e96\u6e2c\u8a66\u4e2d\u8868\u73fe\u4e0d\u4f73 \u3002\u9019\u88ab\u8a8d\u70ba\u662f\u63a8\u9032 RAG \u6280\u8853\u767c\u5c55\u7684\u95dc\u9375\u74f6\u9838 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u50f5\u5316\u7ba1\u7dda\u7684\u4f4e\u6548\u7387<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6aa2\u7d22\u566a\u97f3\u8207\u5197\u9918\uff1a<\/strong> \u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\u7684\u6a21\u578b\u53ef\u80fd\u6703\u53d6\u56de\u4e0d\u76f8\u95dc\u6216\u5197\u9918\u7684\u5340\u584a\uff0c\u9019\u6703\u5e72\u64fe\u751f\u6210\u5668 LLM\uff0c\u964d\u4f4e\u8f38\u51fa\u54c1\u8cea \u3002LLM \u6c92\u6709\u80fd\u529b\u8aaa\u300c\u9019\u4e0d\u662f\u6211\u9700\u8981\u7684\uff0c\u8acb\u518d\u8a66\u4e00\u6b21\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5ef6\u9072\u8207\u53ef\u64f4\u5c55\u6027\uff1a<\/strong> \u7ba1\u7dda\u7684\u9806\u5e8f\u6027\u5f15\u5165\u4e86\u5ef6\u9072\u3002\u751f\u6210\u6b65\u9a5f\u5fc5\u9808\u7b49\u5230\u6aa2\u7d22\u6b65\u9a5f\u5b8c\u5168\u7d50\u675f\u5f8c\u624d\u80fd\u958b\u59cb\u3002\u5c0d\u65bc\u5927\u898f\u6a21\u3001\u5373\u6642\u7684\u61c9\u7528\u7a0b\u5f0f\u4f86\u8aaa\uff0c\u9019\u53ef\u80fd\u662f\u4e00\u500b\u91cd\u5927\u7684\u74f6\u9838 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u8cc7\u6e90\u5229\u7528\u4e0d\u4f73\uff1a<\/strong> \u50f5\u5316\u7684\u7ba1\u7dda\u4e0d\u5141\u8a31\u52d5\u614b\u7684\u8cc7\u6e90\u5206\u914d\u3002\u6aa2\u7d22\u548c\u751f\u6210\u7d44\u4ef6\u7dca\u5bc6\u8026\u5408\uff0c\u963b\u7919\u4e86\u66f4\u8907\u96dc\u7684\u6392\u7a0b\u6216\u5e73\u884c\u5316\u7b56\u7565\u7684\u5be6\u65bd\uff0c\u800c\u9019\u4e9b\u7b56\u7565\u672c\u53ef\u4ee5\u63d0\u9ad8\u541e\u5410\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u6b21\u8981\u6311\u6230<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8cc7\u6599\u54c1\u8cea\u8207\u5340\u584a\u5316\uff1a<\/strong> RAG \u7684\u6027\u80fd\u5c0d\u539f\u59cb\u8cc7\u6599\u7684\u54c1\u8cea\u548c\u5340\u584a\u5316\u7b56\u7565\u9ad8\u5ea6\u654f\u611f\u3002\u7d50\u69cb\u4e0d\u826f\u7684\u8cc7\u6599\u3001\u4e0d\u4e00\u81f4\u7684\u683c\u5f0f\uff08\u5c24\u5176\u662f\u5728\u8907\u96dc\u7684 PDF \u4e2d\uff09\u6216\u6b21\u512a\u7684\u5340\u584a\u5927\u5c0f\uff0c\u90fd\u6703\u56b4\u91cd\u964d\u4f4e\u6aa2\u7d22\u7684\u6e96\u78ba\u6027 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6aa2\u7d22\u8207\u751f\u6210\u4e0d\u5339\u914d\uff1a<\/strong> \u6aa2\u7d22\u5668\u8a8d\u70ba\u76f8\u95dc\u7684\u5167\u5bb9\uff08\u57fa\u65bc\u5411\u91cf\u76f8\u4f3c\u5ea6\uff09\u8207\u751f\u6210\u5668\u5be6\u969b\u9700\u8981\u7528\u4f86\u5f62\u6210\u9ad8\u54c1\u8cea\u56de\u61c9\u7684\u5167\u5bb9\u4e4b\u9593\u53ef\u80fd\u5b58\u5728\u504f\u5dee \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7121\u6cd5\u8655\u7406\u8907\u96dc\u64cd\u4f5c\uff1a<\/strong> \u4f7f\u7528\u5411\u91cf\u8cc7\u6599\u5eab\u7684\u50b3\u7d71 RAG \u4e26\u975e\u70ba\u805a\u5408\u64cd\u4f5c\uff08\u4f8b\u5982\uff0c\u300c\u53bb\u5e74\u6240\u6709\u767c\u7968\u7684\u7e3d\u91d1\u984d\u662f\u591a\u5c11\uff1f\u300d\uff09\u6216\u7d50\u69cb\u5316\u67e5\u8a62\u800c\u8a2d\u8a08\uff0c\u9019\u4e9b\u64cd\u4f5c\u66f4\u9069\u5408\u7531 SQL \u6216\u5176\u4ed6\u67e5\u8a62\u8a9e\u8a00\u8655\u7406 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>RAG \u7684\u6838\u5fc3\u5c40\u9650\u4e26\u975e\u5176\u7d44\u4ef6\u6709\u7f3a\u9677\uff0c\u800c\u662f\u5176\u300c\u54f2\u5b78\u300d\u6709\u7f3a\u9677\u3002\u5b83\u5c07\u77e5\u8b58\u6aa2\u7d22\u8996\u70ba\u4e00\u500b\u300c\u524d\u8655\u7406\u6b65\u9a5f\u300d\uff0c\u800c\u975e\u300c\u63a8\u7406\u904e\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u300d\u3002RAG \u7684\u54f2\u5b78\u662f\uff1a\u300c\u9996\u5148\uff0c\u7372\u53d6\u4f60\u53ef\u80fd\u9700\u8981\u7684\u6240\u6709\u4e8b\u5be6\uff1b\u7136\u5f8c\uff0c\u601d\u8003\u7b54\u6848\u3002\u300d\u9019\u9ad4\u73fe\u5728\u5176\u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\u7684\u67b6\u69cb\u4e2d <sup><\/sup>\u3002\u7136\u800c\uff0c\u4eba\u985e\u7684\u63a8\u7406\u904e\u7a0b\uff0c\u7279\u5225\u662f\u5c0d\u65bc\u8907\u96dc\u554f\u984c\uff0c\u4e26\u975e\u5982\u6b64\u904b\u4f5c\u3002\u6211\u5011\u6703\u601d\u8003\uff0c\u610f\u8b58\u5230\u77e5\u8b58\u7f3a\u53e3\uff0c\u5c0b\u627e\u7279\u5b9a\u8cc7\u8a0a\uff0c\u6574\u5408\u5b83\uff0c\u7136\u5f8c\u7e7c\u7e8c\u601d\u8003\u3002\u9019\u662f\u4e00\u500b\u8fed\u4ee3\u3001\u52d5\u614b\u7684\u8ff4\u5708\u3002\u591a\u6b65\u63a8\u7406\u554f\u984c <sup><\/sup> \u6b63\u662f\u9019\u7a2e\u54f2\u5b78\u932f\u914d\u6700\u660e\u986f\u7684\u75c7\u72c0\u3002\u5728\u6210\u529f\u5b8c\u6210\u7b2c\u4e00\u6b65\u4e4b\u524d\uff0c\u4f60\u7121\u6cd5\u77e5\u9053\u7b2c\u4e8c\u6b65\u9700\u8981\u4ec0\u9ebc\u8cc7\u8a0a\u3002\u56e0\u6b64\uff0c\u8981\u89e3\u6c7a\u591a\u6b65\u63a8\u7406\u554f\u984c\uff0c\u7cfb\u7d71\u7684\u67b6\u69cb\u5fc5\u9808\u6a21\u4eff\u4eba\u985e\u7684\u63a8\u7406\u904e\u7a0b\uff0c\u800c\u9019\u6b63\u662f\u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\u7684\u76ee\u6a19\u3002\u9019\u4e5f\u89e3\u91cb\u4e86\u70ba\u4f55\u5c0d RAG \u7684\u7c21\u55ae\u4fee\u88dc\uff08\u5982\u66f4\u597d\u7684\u91cd\u6392\u5668\u6216\u5340\u584a\u5316\u7b56\u7565\uff09\u53ea\u80fd\u5e36\u4f86\u6f38\u9032\u5f0f\u7684\u6539\u9032\u3002\u8981\u7a81\u7834\u591a\u6b65\u63a8\u7406\u7684\u969c\u7919\uff0c\u9700\u8981\u9032\u884c\u6839\u672c\u6027\u7684\u67b6\u69cb\u548c\u54f2\u5b78\u8f49\u8b8a\uff0c\u9019\u76f4\u63a5\u5c0e\u5411\u4e86\u4ee3\u7406\u6a21\u5f0f\u7684\u51fa\u73fe\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u7bc0 LLM \u641c\u5c0b\u4ee3\u7406\u7684\u8208\u8d77<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u4ecb\u7d39\u4ee3\u7406\u6a21\u5f0f\uff0c\u5c07\u5176\u8996\u70ba\u5c0d\u50b3\u7d71 RAG \u5c40\u9650\u6027\u7684\u76f4\u63a5\u67b6\u69cb\u6027\u548c\u54f2\u5b78\u6027\u56de\u61c9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u5b9a\u7fa9\u4ee3\u7406\u65b9\u6cd5\uff1a\u8d85\u8d8a\u7c21\u55ae\u589e\u5f37<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u7d44\u4ef6\uff1a<\/strong> LLM \u4ee3\u7406\u7684\u5b9a\u7fa9\u5728\u65bc\u5176\u67b6\u69cb\uff0c\u901a\u5e38\u5305\u62ec\u4e00\u500b\u4e2d\u592e\u7684 LLM\u300c\u5927\u8166\u300d\u3001\u4e00\u500b\u898f\u5283\u6a21\u7d44\u3001\u8a18\u61b6\u9ad4\uff08\u77ed\u671f\u548c\u9577\u671f\uff09\u4ee5\u53ca\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u7684\u80fd\u529b \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5f9e\u88ab\u52d5\u751f\u6210\u5668\u5230\u4e3b\u52d5\u63a7\u5236\u5668\uff1a<\/strong> \u8207 RAG \u4e0d\u540c\uff0c\u4ee3\u7406\u7cfb\u7d71\u4e2d\u7684 LLM \u626e\u6f14\u8457\u4e3b\u8981\u63a7\u5236\u5668\u7684\u89d2\u8272\u3002\u5b83\u80fd\u81ea\u4e3b\u5730\u5c07\u8907\u96dc\u4efb\u52d9\u5206\u89e3\u70ba\u66f4\u5c0f\u3001\u53ef\u7ba1\u7406\u7684\u6b65\u9a5f\uff0c\u5236\u5b9a\u8a08\u5283\u4e26\u57f7\u884c \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u539f\u5247<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u5275\u65b0\uff1a<\/strong> \u9019\u662f\u8207 RAG \u6700\u6839\u672c\u7684\u64cd\u4f5c\u5dee\u7570\u3002\u5728\u6574\u500b\u751f\u6210\u904e\u7a0b\u4e2d\uff0c\u4ee3\u7406\u53ef\u4ee5\u52d5\u614b\u5730\u3001\u9069\u61c9\u6027\u5730\u5728\u63a8\u7406\uff08\u751f\u6210\u601d\u8003\u904e\u7a0b\u6216\u90e8\u5206\u7b54\u6848\uff09\u548c\u6aa2\u7d22\uff08\u4f7f\u7528\u641c\u5c0b\u5de5\u5177\uff09\u4e4b\u9593\u4ea4\u66ff\u9032\u884c \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5982\u4f55\u89e3\u6c7a\u591a\u6b65\u554f\u984c\uff1a<\/strong> \u6211\u5011\u5c07\u900f\u904e\u4e00\u500b\u5177\u9ad4\u4f8b\u5b50\u4f86\u95e1\u8ff0\uff0c\u4f8b\u5982 SearchAgent-X \u8ad6\u6587\u4e2d\u4f86\u81ea Musique \u8cc7\u6599\u96c6\u7684\u4f8b\u5b50 \u3002\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u67e5\u8a62\uff1a<\/strong> \u300c\u300eCurious\u300f\u662f\u4e00\u6b3e\u7531\u51fa\u751f\u5728\u54ea\u500b\u57ce\u5e02\u548c\u5dde\u7684\u6b4c\u624b\u63a8\u51fa\u7684\u5973\u6027\u9999\u6c34\uff1f\u300d<\/li>\n\n\n\n<li><strong>\u6b65\u9a5f\u4e00\uff08\u63a8\u7406\u8207\u641c\u5c0b\uff09\uff1a<\/strong> \u4ee3\u7406\u63a8\u7406\uff1a\u300c\u6211\u9700\u8981\u627e\u51fa\u662f\u8ab0\u5275\u9020\u4e86\u300eCurious\u300f\u9999\u6c34\u3002\u300d\u7136\u5f8c\u5b83\u5236\u5b9a\u4e26\u57f7\u884c\u4e00\u6b21\u641c\u5c0b\uff1a<code><search>Curious fragrance creator<\/search><\/code>\u3002<\/li>\n\n\n\n<li><strong>\u6b65\u9a5f\u4e8c\uff08\u6574\u5408\u3001\u63a8\u7406\u8207\u641c\u5c0b\uff09\uff1a<\/strong> \u641c\u5c0b\u8fd4\u56de\u300cBritney Spears\u300d\u3002\u4ee3\u7406\u6574\u5408\u9019\u500b\u65b0\u4e8b\u5be6\u4e26\u7e7c\u7e8c\u63a8\u7406\uff1a\u300c\u73fe\u5728\u6211\u77e5\u9053\u6b4c\u624b\u662f Britney Spears\u3002\u6211\u9700\u8981\u627e\u5230\u5979\u7684\u51fa\u751f\u5730\u3002\u300d\u5b83\u5236\u5b9a\u4e00\u6b21\u65b0\u7684\u641c\u5c0b\uff1a<code><search>Britney Spears birthplace<\/search><\/code>\u3002<\/li>\n\n\n\n<li><strong>\u6b65\u9a5f\u4e09\uff08\u6574\u5408\u8207\u7d9c\u5408\uff09\uff1a<\/strong> \u641c\u5c0b\u8fd4\u56de\u300cMcComb, Mississippi\u300d\u3002\u4ee3\u7406\u73fe\u5728\u64c1\u6709\u4e86\u6240\u6709\u8cc7\u8a0a\u7247\u6bb5\uff0c\u4e26\u7d9c\u5408\u51fa\u6700\u7d42\u7b54\u6848 \u3002 \u00a0<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u9019\u7a2e\u8fed\u4ee3\u5f0f\u7684\u300c\u601d\u8003-\u641c\u5c0b-\u518d\u601d\u8003\u300d\u5faa\u74b0 \uff0c\u900f\u904e\u8b93\u7cfb\u7d71\u9010\u6b65\u5efa\u7acb\u8b49\u64da\u93c8\uff0c\u76f4\u63a5\u89e3\u6c7a\u4e86\u591a\u6b65\u63a8\u7406\u7684\u969c\u7919\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u66f4\u5ee3\u6cdb\u7684\u4ee3\u7406\u751f\u614b\u7cfb\uff1a\u4e00\u500b\u8da8\u540c\u7684\u8da8\u52e2<\/h3>\n\n\n\n<p>\u9019\u7a2e\u8f49\u8b8a\u4e26\u975e\u5b64\u7acb\u73fe\u8c61\u3002\u5176\u4ed6\u76f8\u95dc\u65b9\u6cd5\u4e5f\u8d85\u8d8a\u4e86\u7c21\u55ae\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\uff0c\u7d0d\u5165\u4e86\u66f4\u8907\u96dc\u7684\u63a8\u7406\uff0c\u986f\u793a\u51fa\u4e00\u500b\u66f4\u5ee3\u6cdb\u7684\u8da8\u52e2\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GraphRAG\uff1a<\/strong> \u5229\u7528\u77e5\u8b58\u5716\u8b5c\u4f86\u7406\u89e3\u548c\u904d\u6b77\u8cc7\u6599\u4e2d\u5be6\u9ad4\u4e4b\u9593\u7684\u95dc\u4fc2\uff0c\u9019\u5c0d\u65bc\u8655\u7406\u76f8\u4e92\u95dc\u806f\u7684\u8cc7\u8a0a\u6bd4\u6a19\u6e96\u5411\u91cf\u641c\u5c0b\u66f4\u6709\u6548 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>HopRAG\uff1a<\/strong> \u5728\u7d22\u5f15\u671f\u9593\u660e\u78ba\u5730\u5728\u6587\u672c\u6bb5\u843d\u4e4b\u9593\u5efa\u7acb\u908f\u8f2f\u9023\u63a5\u5716\uff0c\u5141\u8a31\u6aa2\u7d22\u5668\u5728\u9593\u63a5\u76f8\u95dc\u7684\u6bb5\u843d\u4e4b\u9593\u300c\u8df3\u8e8d\u300d\uff0c\u4ee5\u627e\u5230\u771f\u6b63\u7684\u8b49\u64da \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u4e9b\u65b9\u6cd5\u8207\u641c\u5c0b\u4ee3\u7406\u4e00\u6a23\uff0c\u90fd\u6307\u5411\u540c\u4e00\u500b\u7d50\u8ad6\uff1a\u89e3\u6c7a\u8907\u96dc\u67e5\u8a62\u9700\u8981\u4e00\u7a2e\u66f4\u7d50\u69cb\u5316\u548c\u52d5\u614b\u7684\u77e5\u8b58\u6aa2\u7d22\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4ee3\u7406\u6a21\u5f0f\u5f15\u5165\u4e86\u4e00\u500b\u65b0\u7684\u62bd\u8c61\u5c64\u6b21\uff1aLLM \u7684\u300c\u601d\u8003\u904e\u7a0b\u300d\u6210\u70ba\u7cfb\u7d71\u8f38\u51fa\u7684\u300c\u4e00\u7b49\u516c\u6c11\u300d\u3002\u50b3\u7d71 RAG \u7cfb\u7d71\u7684\u8f38\u51fa\u50c5\u662f\u6700\u7d42\u7b54\u6848\uff0c\u5176\u300c\u63a8\u7406\u300d\u662f\u96b1\u542b\u7684\uff0c\u767c\u751f\u5728\u751f\u6210\u5668\u7684\u9ed1\u7bb1\u4e4b\u5167\u3002\u800c\u4ee3\u7406\u7cfb\u7d71\u5247\u5e38\u5e38\u5c07\u5176\u63a8\u7406\u904e\u7a0b\u5916\u90e8\u5316\u3002\u50cf ReAct\uff08Reason+Act\uff09\u9019\u6a23\u7684\u6846\u67b6\uff0c\u4ee5\u53ca SearchAgent-X \u6240\u63cf\u8ff0\u7684\u6d41\u7a0b <sup><\/sup>\uff0c\u90fd\u5c55\u793a\u4e86\u6a21\u578b\u751f\u6210\u660e\u78ba\u7684\u300c\u601d\u8003\u300d\u6216\u300c\u63a8\u7406\u6b65\u9a5f\u300d\u4f86\u6307\u5c0e\u5176\u884c\u52d5\u3002R-Search \u8ad6\u6587\u751a\u81f3\u7528 <\/p>\n\n\n\n<p><code><think><\/code> \u6a19\u7c64\u5c07\u6b64\u904e\u7a0b\u5f62\u5f0f\u5316 <sup><\/sup>\u3002\u9019\u7a2e\u5916\u90e8\u5316\u7684\u63a8\u7406\u4e0d\u50c5\u662f\u70ba\u4e86\u5c55\u793a\uff0c\u5b83\u66f4\u662f\u9a45\u52d5\u898f\u5283\u548c\u5de5\u5177\u4f7f\u7528\u8ff4\u5708\u7684\u6a5f\u5236\u3002\u4ee3\u7406\u300c\u601d\u8003\u300d\u4e0b\u4e00\u6b65\u9700\u8981\u505a\u4ec0\u9ebc\uff0c\u800c\u9019\u500b\u601d\u8003\u6703\u8f49\u5316\u70ba\u4e00\u500b\u884c\u52d5\uff08\u4f8b\u5982\u4e00\u6b21\u641c\u5c0b\u67e5\u8a62\uff09\u3002\u9019\u5c0d\u7cfb\u7d71\u7684\u53ef\u9664\u932f\u6027\u3001\u900f\u660e\u5ea6\u548c\u53ef\u9760\u6027\u5e36\u4f86\u4e86\u5de8\u5927\u597d\u8655\u3002\u5de5\u7a0b\u5e2b\u73fe\u5728\u53ef\u4ee5\u6aa2\u67e5\u4ee3\u7406\u7684\u9010\u6b65\u63a8\u7406\u93c8\uff0c\u4ee5\u7406\u89e3\u5176\u5931\u6557\u7684\u539f\u56e0\uff0c\u9019\u662f\u5728\u50b3\u7d71 RAG \u4e2d\u7121\u6cd5\u5be6\u73fe\u7684\u5167\u7701\u7a0b\u5ea6\u3002\u9019\u4e5f\u70ba\u66f4\u8907\u96dc\u7684\u81ea\u6211\u4fee\u6b63\u548c\u7cbe\u7149\u6a5f\u5236\u6253\u958b\u4e86\u5927\u9580 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u7bc0 SearchAgent-X \u7684\u6df1\u5ea6\u67b6\u69cb\u5206\u6790<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u89e3\u69cb SearchAgent-X\uff0c\u95e1\u660e\u5176\u4f5c\u70ba\u4e00\u500b\u300c\u63a8\u8ad6\u6846\u67b6\u300d\u7684\u7279\u5b9a\u89d2\u8272\uff0c\u65e8\u5728\u89e3\u6c7a\u7531\u5f37\u5927\u4f46\u7de9\u6162\u7684\u4ee3\u7406\u6a21\u5f0f\u6240\u5e36\u4f86\u7684\u300c\u6548\u7387\u74f6\u9838\u300d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u7cfb\u7d71\u5c64\u7d1a\u76ee\u6a19\uff1a\u5f9e\u300c\u80fd\u5426\u904b\u4f5c\uff1f\u300d\u5230\u300c\u80fd\u5426\u5feb\u901f\u904b\u4f5c\uff1f\u300d<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u554f\u984c\u9673\u8ff0\uff1a<\/strong> \u641c\u5c0b\u4ee3\u7406\u7684\u4ea4\u932f\u5f0f\u6a21\u5f0f\u96d6\u7136\u5f37\u5927\uff0c\u537b\u5f15\u5165\u4e86\u5de8\u5927\u7684\u6548\u7387\u74f6\u9838\u3002\u904e\u65bc\u7cbe\u78ba\u548c\u904e\u65bc\u7c97\u7565\u7684\u6aa2\u7d22\u90fd\u6703\u964d\u4f4e\u6548\u7387\uff0c\u800c\u975e\u540c\u6b65\u7684\u904e\u7a0b\u7279\u6027\u6703\u5c0e\u81f4\u7cfb\u7d71\u505c\u9813\u548c\u7d1a\u806f\u5ef6\u9072 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X \u7684\u76ee\u6a19\uff1a<\/strong> SearchAgent-X \u672c\u8eab\u4e26\u975e\u4e00\u500b\u4ee3\u7406\u6a21\u578b\uff0c\u800c\u662f\u4e00\u500b\u9ad8\u6548\u7684\u300c\u63a8\u8ad6\u7cfb\u7d71\u300d\uff0c\u5c08\u9580\u7528\u65bc\u512a\u5316\u641c\u5c0b\u4ee3\u7406\u5de5\u4f5c\u8ca0\u8f09\u7684\u7aef\u5230\u7aef\u541e\u5410\u91cf\u548c\u5ef6\u9072 \u3002\u5176\u76ee\u7684\u662f\u4f7f\u4ee3\u7406\u6a21\u5f0f\u5728\u73fe\u5be6\u4e16\u754c\u4e2d\u7684\u90e8\u7f72\u8b8a\u5f97\u5207\u5be6\u53ef\u884c\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u67b6\u69cb\u85cd\u5716\uff1a\u4e00\u500b\u7dca\u5bc6\u6574\u5408\u7684\u975e\u540c\u6b65\u7cfb\u7d71<\/h3>\n\n\n\n<p>SearchAgent-X \u7684\u67b6\u69cb\u88ab\u8a2d\u8a08\u70ba\u5728\u6b0a\u6756\u751f\u6210\u5c64\u7d1a\u8655\u7406\u8acb\u6c42 <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u975e\u540c\u6b65\u64cd\u4f5c\uff1a<\/strong> \u6aa2\u7d22\u548c\u751f\u6210\u4ee5\u975e\u540c\u6b65\u65b9\u5f0f\u904b\u4f5c\uff0c\u4ee5\u6700\u5927\u5316\u541e\u5410\u91cf \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6b0a\u6756\u5c64\u7d1a\u63a7\u5236\uff1a<\/strong> \u7cfb\u7d71\u76e3\u63a7 LLM \u7684\u8f38\u51fa\uff0c\u5c0b\u627e\u50cf <code><search><\/code> \u9019\u6a23\u7684\u7279\u6b8a\u6a19\u7c64\u4f86\u89f8\u767c\u6aa2\u7d22\uff0c\u6216\u50cf <code><answer><\/code> \u9019\u6a23\u7684\u6a19\u7c64\u4f86\u5b8c\u6210\u8acb\u6c42\u3002\u9019\u70ba\u4ea4\u932f\u5f0f\u904e\u7a0b\u63d0\u4f9b\u4e86\u7d30\u7c92\u5ea6\u7684\u63a7\u5236 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/strong> \u4e00\u500b\u8acb\u6c42\u7531 LLM \u8655\u7406\u3002\u5982\u679c\u751f\u6210\u4e86 <code><search><\/code> \u6a19\u7c64\uff0c\u8a72\u8acb\u6c42\u7684\u751f\u6210\u5c07\u66ab\u505c\uff0c\u4e26\u555f\u52d5\u4e00\u500b\u975e\u540c\u6b65\u7684\u6aa2\u7d22\u4efb\u52d9\u3002\u6aa2\u7d22\u5b8c\u6210\u5f8c\uff0c\u7d50\u679c\u6703\u8207\u73fe\u6709\u4e0a\u4e0b\u6587\u62fc\u63a5\uff0c\u8acb\u6c42\u88ab\u91cd\u65b0\u6392\u5165 LLM \u7684\u4f47\u5217\u3002\u9019\u500b\u5faa\u74b0\u6703\u91cd\u8907\uff0c\u76f4\u5230\u751f\u6210 <code><answer><\/code> \u6a19\u7c64\u70ba\u6b62 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u5275\u65b0\u4e00\uff1a\u512a\u5148\u7d1a\u611f\u77e5\u6392\u7a0b\uff08\u89e3\u6c7a KV \u5feb\u53d6\u6296\u52d5\u554f\u984c\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u74f6\u9838\uff1a<\/strong> \u5728\u591a\u4f7f\u7528\u8005\u74b0\u5883\u4e2d\uff0c\u6a19\u6e96\u7684\u5148\u5230\u5148\u670d\u52d9\uff08First-Come-First-Serve, FCFS\uff09\u6392\u7a0b\u5c0d\u65bc\u4ee3\u7406\u5de5\u4f5c\u8ca0\u8f09\u6548\u7387\u4f4e\u4e0b\u3002\u4e00\u500b\u5df2\u5b8c\u6210\u591a\u8f2a\u63a8\u7406\/\u6aa2\u7d22\u7684\u8acb\u6c42\uff0c\u5176\u4e0a\u4e0b\u6587\u5f88\u9577\uff0c\u64c1\u6709\u4e00\u500b\u9f90\u5927\u800c\u6709\u50f9\u503c\u7684 KV \u5feb\u53d6\u3002\u5982\u679c\u5b83\u5728\u7b49\u5f85\u4e0b\u4e00\u6b21\u6aa2\u7d22\u6642\u88ab\u4e00\u500b\u65b0\u7684\u3001\u8f03\u77ed\u7684\u8acb\u6c42\u6436\u4f54\uff0c\u5176 KV \u5feb\u53d6\u53ef\u80fd\u6703\u88ab\u9010\u51fa\uff0c\u5f9e\u800c\u8feb\u4f7f\u5176\u5728\u6062\u5fa9\u6642\u5c0d\u6574\u500b\u6b77\u53f2\u8a18\u9304\u9032\u884c\u6602\u8cb4\u7684\u91cd\u65b0\u8a08\u7b97 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u89e3\u6c7a\u65b9\u6848\uff1a<\/strong> SearchAgent-X \u5be6\u73fe\u4e86\u4e00\u500b\u52d5\u614b\u7684\u3001\u611f\u77e5\u512a\u5148\u7d1a\u7684\u6392\u7a0b\u5668\u3002\u5b83\u5728\u6bcf\u500b\u751f\u6210\u6b65\u9a5f\u4e4b\u524d\u91cd\u65b0\u6392\u5e8f\u7b49\u5f85\u8acb\u6c42\u7684\u4f47\u5217\uff0c\u4ee5\u6700\u5927\u5316 KV \u5feb\u53d6\u7684\u91cd\u7528\u3002\u512a\u5148\u7d1a\u6703\u7d66\u4e88\u90a3\u4e9b\uff1a\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u5df2\u5b8c\u6210\u66f4\u591a\u6aa2\u7d22\u6b65\u9a5f\u7684\u8acb\u6c42\uff08\u6b77\u53f2\u66f4\u9577\uff0c\u5f9e\u5feb\u53d6\u4e2d\u7372\u76ca\u66f4\u591a\uff09\u3002<\/li>\n\n\n\n<li>\u7576\u524d\u4e0a\u4e0b\u6587\u9577\u5ea6\u66f4\u9577\u7684\u8acb\u6c42\u3002<\/li>\n\n\n\n<li>\u6574\u9ad4\u7b49\u5f85\u6642\u9593\u66f4\u9577\u7684\u8acb\u6c42\uff08\u4ee5\u78ba\u4fdd\u516c\u5e73\u6027\uff09\u3002 \u00a0<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u5f71\u97ff\uff1a<\/strong> \u9019\u7a2e\u667a\u6167\u6392\u7a0b\u986f\u8457\u63d0\u9ad8\u4e86 KV \u5feb\u53d6\u7684\u5229\u7528\u7387\uff08\u5728\u5be6\u9a57\u4e2d\u5f9e 0.07 \u63d0\u5347\u81f3 0.65\uff09\uff0c\u4e26\u5927\u5e45\u63d0\u5347\u4e86\u7cfb\u7d71\u541e\u5410\u91cf \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u5275\u65b0\u4e8c\uff1a\u7121\u505c\u9813\u6aa2\u7d22\uff08\u89e3\u6c7a\u6aa2\u7d22\u505c\u9813\u554f\u984c\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u74f6\u9838\uff1a<\/strong> \u7531\u65bc\u6aa2\u7d22\u7684\u975e\u540c\u6b65\u7279\u6027\uff0c\u4e00\u500b\u8acb\u6c42\u53ef\u80fd\u5728\u5176\u641c\u5c0b\u4efb\u52d9\u5b8c\u6210\u6642\uff0c\u6070\u597d\u932f\u904e\u4e86 LLM \u958b\u59cb\u65b0\u4e00\u6279\u751f\u6210\u7684\u6642\u6a5f\u3002\u9019\u7a2e\u300c\u6aa2\u7d22\u505c\u9813\u300d\u8feb\u4f7f\u8a72\u8acb\u6c42\u7b49\u5f85\u6574\u500b\u4e0b\u4e00\u6279\u6b21\u5b8c\u6210\uff0c\u5f15\u5165\u4e86\u986f\u8457\u7684\u5ef6\u9072\uff0c\u4e26\u589e\u52a0\u4e86\u5176 KV \u5feb\u53d6\u88ab\u9010\u51fa\u7684\u98a8\u96aa \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u89e3\u6c7a\u65b9\u6848\uff1a<\/strong> SearchAgent-X \u63a1\u7528\u4e86\u4e00\u7a2e\u9069\u61c9\u6027\u7684\u7121\u505c\u9813\u6aa2\u7d22\u6a5f\u5236\u3002\u5b83\u5141\u8a31\u6b63\u5728\u9032\u884c\u7684\u8fd1\u4f3c\u6700\u8fd1\u9130\uff08Approximate Nearest Neighbor, ANN\uff09\u641c\u5c0b\u5728\u6eff\u8db3\u5169\u500b\u689d\u4ef6\u6642\u63d0\u524d\u7d42\u6b62\uff1a\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u7d50\u679c\u7684\u6210\u719f\u5ea6\uff1a<\/strong> \u7cfb\u7d71\u76e3\u63a7\u641c\u5c0b\u904e\u7a0b\uff0c\u4e26\u6aa2\u6e2c\u5230\u641c\u5c0b\u5df2\u9054\u5230\u56de\u5831\u905e\u6e1b\u7684\u9ede\uff08\u4e00\u500b\u300c\u62d0\u9ede\u300d\uff0c\u5373\u9032\u4e00\u6b65\u641c\u5c0b\u5c0d\u54c1\u8cea\u63d0\u5347\u751a\u5fae\uff09\u3002<\/li>\n\n\n\n<li><strong>LLM \u5f15\u64ce\u7684\u5c31\u7dd2\u72c0\u614b\uff1a<\/strong> LLM \u5df2\u6e96\u5099\u597d\u958b\u59cb\u65b0\u4e00\u6279\u7684\u751f\u6210\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u5f71\u97ff\uff1a<\/strong> \u900f\u904e\u53ca\u6642\u63d0\u4f9b\u300c\u8db3\u5920\u597d\u300d\u7684\u7d50\u679c\uff0c\u8a72\u6a5f\u5236\u9632\u6b62\u4e86 LLM \u7684\u9592\u7f6e\uff0c\u4e26\u907f\u514d\u4e86\u4e0d\u5fc5\u8981\u7684\u7ba1\u7dda\u505c\u9813\u3002\u5b83\u5c0d\u9f4a\u4e86\u975e\u540c\u6b65\u7684\u6aa2\u7d22\u548c\u751f\u6210\u904e\u7a0b\uff0c\u5728\u4e0d\u72a7\u7272\u751f\u6210\u56de\u61c9\u54c1\u8cea\u7684\u60c5\u6cc1\u4e0b\uff0c\u986f\u8457\u964d\u4f4e\u4e86\u7aef\u5230\u7aef\u5ef6\u9072 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>SearchAgent-X \u4ee3\u8868\u4e86\u4ee3\u7406\u6a21\u5f0f\u7684\u300c\u5de5\u696d\u5316\u300d\u3002\u5b83\u5c07\u7126\u9ede\u5f9e\u7406\u8ad6\u4e0a\u7684\u53ef\u884c\u6027\u8f49\u79fb\u5230\u5be6\u969b\u7684\u3001\u53ef\u64cd\u4f5c\u7684\u6027\u80fd\u4e0a\u3002\u65e9\u671f\u95dc\u65bc\u4ee3\u7406\u7684\u7814\u7a76\uff08\u5982 ReAct\u3001AutoGPT\uff09\u4e3b\u8981\u96c6\u4e2d\u5728\u8b49\u660e\u81ea\u4e3b\u3001\u63a8\u7406\u9a45\u52d5\u7684\u5de5\u5177\u4f7f\u7528\u6982\u5ff5\u662f\u53ef\u884c\u7684\uff0c\u5176\u4e3b\u8981\u6307\u6a19\u662f\u4efb\u52d9\u6210\u529f\u7387\u3002\u800c SearchAgent-X \u5247\u5c07\u6b64\u80fd\u529b\u8996\u70ba\u65e2\u5b9a\u4e8b\u5be6\uff0c\u4e26\u63d0\u51fa\u4e86\u4e00\u500b\u4e0d\u540c\u7684\u554f\u984c\uff1a\u300c\u6211\u5011\u5982\u4f55\u70ba\u6210\u5343\u4e0a\u842c\u7684\u4e26\u884c\u4f7f\u7528\u8005\u904b\u884c\u9019\u500b\u7cfb\u7d71\uff0c\u800c\u4e0d\u6703\u4f7f\u5176\u8b8a\u5f97\u904e\u65bc\u7de9\u6162\u548c\u6602\u8cb4\uff1f\u300d\u5176\u6838\u5fc3\u5275\u65b0\u2014\u2014\u6392\u7a0b\u548c\u907f\u514d\u505c\u9813\u2014\u2014\u4e26\u975e\u65e8\u5728\u6539\u9032\u4ee3\u7406\u7684\u300c\u908f\u8f2f\u300d\uff0c\u800c\u662f\u512a\u5316\u8a72\u908f\u8f2f\u5728\u786c\u9ad4\u4e0a\u7684\u300c\u57f7\u884c\u300d\u3002\u5b83\u6240\u5831\u544a\u7684\u6307\u6a19\u662f\u541e\u5410\u91cf\u548c\u5ef6\u9072 <sup><\/sup>\u3002\u9019\u662f\u4e00\u500b\u6280\u8853\u6210\u719f\u7684\u6a19\u8a8c\u3002\u6311\u6230\u6b63\u5f9e AI\/ML \u9818\u57df\uff08\u6a21\u578b\u80fd\u529b\uff09\u8f49\u5411\u7cfb\u7d71\u5de5\u7a0b\u9818\u57df\uff08\u6027\u80fd\u512a\u5316\uff09\u3002\u9019\u662f\u4efb\u4f55\u6280\u8853\u5f9e\u7814\u7a76\u5be6\u9a57\u5ba4\u8d70\u5411\u751f\u7522\u90e8\u7f72\u7684\u5fc5\u8981\u6b65\u9a5f\u3002SearchAgent-X \u6b63\u5728\u70ba\u300c\u4ee3\u7406\u5373\u670d\u52d9\u300d\uff08Agent-as-a-Service\uff09\u5e73\u53f0\u69cb\u5efa\u6240\u9700\u7684\u57fa\u790e\u8a2d\u65bd\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u516d\u7bc0 \u6bd4\u8f03\u5206\u6790\uff1aRAG vs. SearchAgent-X<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u63d0\u4f9b\u4e00\u500b\u9010\u9ede\u7684\u76f4\u63a5\u6bd4\u8f03\uff0c\u4ee5\u5177\u8c61\u5316\u5831\u544a\u4e2d\u8a0e\u8ad6\u7684\u5340\u5225\uff0c\u4e26\u4ee5\u4e00\u500b\u6838\u5fc3\u7684\u6458\u8981\u8868\u683c\u4f5c\u70ba\u652f\u6490\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u6838\u5fc3\u7bc4\u5f0f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u975c\u614b\u589e\u5f37\u3002\u4e00\u500b\u7dda\u6027\u7684\u3001\u5169\u968e\u6bb5\u7684\u7ba1\u7dda\uff0c\u5728\u751f\u6210\u300c\u4e4b\u524d\u300d\u7528\u6aa2\u7d22\u5230\u7684\u77e5\u8b58\u589e\u5f37\u63d0\u793a \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u52d5\u614b\u4ee3\u7406\u3002\u4e00\u500b\u5faa\u74b0\u7684\u3001\u591a\u6b65\u9a5f\u7684\u904e\u7a0b\uff0c\u5176\u4e2d LLM \u5728\u4e00\u500b\u8ff4\u5708\u4e2d\u4e3b\u52d5\u6307\u5c0e\u63a8\u7406\u548c\u6aa2\u7d22 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u9806\u5e8f\u6027\u7684\u300c\u5148\u6aa2\u7d22\u5f8c\u751f\u6210\u300d\u3002\u8cc7\u8a0a\u5c0b\u6c42\u662f\u4e00\u500b\u7368\u7acb\u7684\u521d\u6b65\u6b65\u9a5f \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u300c\u4ea4\u932f\u5f0f\u63a8\u7406\u8207\u6aa2\u7d22\u300d\u3002\u63a8\u7406\u548c\u8cc7\u8a0a\u5c0b\u6c42\u7dca\u5bc6\u4ea4\u7e54\uff0c\u4e26\u5728\u6574\u500b\u4efb\u52d9\u57f7\u884c\u904e\u7a0b\u4e2d\u53cd\u8986\u767c\u751f \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u67b6\u69cb\u7126\u9ede<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u4ee5\u6a21\u578b\u70ba\u4e2d\u5fc3\u3002\u7126\u9ede\u5728\u65bc\u589e\u5f37\u6a19\u6e96 LLM \u751f\u6210\u5668\u7684\u300c\u8f38\u5165\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u4ee5\u7cfb\u7d71\u70ba\u4e2d\u5fc3\u3002\u7126\u9ede\u5728\u65bc\u5275\u5efa\u4e00\u500b\u9ad8\u6548\u80fd\u7684\u300c\u63a8\u8ad6\u7cfb\u7d71\u300d\uff0c\u4ee5\u6709\u6548\u5730\u57f7\u884c\u4ee3\u7406\u7684\u8907\u96dc\u5de5\u4f5c\u6d41\u7a0b \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.4 \u8655\u7406\u8907\u96dc\u67e5\u8a62\uff08\u591a\u6b65\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u4e00\u500b\u56fa\u6709\u7684\u5f31\u9ede\u3002\u5176\u67b6\u69cb\u4e26\u975e\u70ba\u6709\u72c0\u614b\u7684\u3001\u591a\u6b65\u9a5f\u7684\u8b49\u64da\u6536\u96c6\u800c\u8a2d\u8a08\uff0c\u5c0e\u81f4\u6027\u80fd\u4e0d\u4f73 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u4e00\u7a2e\u539f\u751f\u80fd\u529b\u3002\u5176\u4ea4\u932f\u5f0f\u5de5\u4f5c\u6d41\u7a0b\u662f\u5c08\u9580\u70ba\u5206\u89e3\u8907\u96dc\u554f\u984c\u4e26\u9010\u6b65\u89e3\u6c7a\u800c\u8a2d\u8a08\u7684 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.5 \u4e3b\u8981\u512a\u5316\u76ee\u6a19<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff1a<\/strong> \u63d0\u5347\u56de\u61c9\u54c1\u8cea\uff08\u4e8b\u5be6\u6027\u3001\u76f8\u95dc\u6027\u3001\u6e1b\u5c11\u5e7b\u89ba\uff09\u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u5728\u7dad\u6301\u9ad8\u54c1\u8cea\u56de\u61c9\u7684\u540c\u6642\uff0c\u63d0\u5347\u7cfb\u7d71\u6027\u80fd\uff08\u541e\u5410\u91cf\u3001\u5ef6\u9072\uff09\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.6 \u89e3\u6c7a\u7684\u95dc\u9375\u74f6\u9838<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG\uff08\u53ca\u5176\u9032\u968e\u8b8a\u9ad4\uff09\uff1a<\/strong> \u65e8\u5728\u89e3\u6c7a\u6aa2\u7d22\u54c1\u8cea\u554f\u984c\uff08\u7cbe\u78ba\u7387\/\u53ec\u56de\u7387\uff09\u548c\u751f\u6210\u5fe0\u5be6\u5ea6\u554f\u984c \u3002 \u00a0<\/li>\n\n\n\n<li><strong>SearchAgent-X\uff1a<\/strong> \u65e8\u5728\u89e3\u6c7a\u7531\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u7279\u5225\u5f15\u767c\u7684\u7cfb\u7d71\u7d1a\u6548\u7387\u554f\u984c\uff0c\u5982 KV \u5feb\u53d6\u6296\u52d5\u548c\u7ba1\u7dda\u505c\u9813 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6.7 \u6458\u8981\u8868<\/h3>\n\n\n\n<p><strong>\u8868\u4e00\uff1a\u50b3\u7d71 RAG \u8207 SearchAgent-X \u6846\u67b6\u7684\u67b6\u69cb\u8207\u64cd\u4f5c\u6bd4\u8f03<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u7279\u5fb5\u7dad\u5ea6<\/td><td>\u50b3\u7d71\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (RAG)<\/td><td>SearchAgent-X \u6846\u67b6<\/td><\/tr><\/thead><tbody><tr><td><strong>\u6838\u5fc3\u7bc4\u5f0f<\/strong><\/td><td>\u975c\u614b\u589e\u5f37\uff1a\u5728\u751f\u6210\u524d\u56de\u61c9\u4ee5\u6aa2\u7d22\u5230\u7684\u77e5\u8b58\u589e\u5f37\u63d0\u793a\u3002<\/td><td>\u52d5\u614b\u4ee3\u7406\uff1a\u4e00\u500b LLM \u4ee3\u7406\u4e3b\u52d5\u898f\u5283\u4e26\u57f7\u884c\u4e00\u7cfb\u5217\u63a8\u7406\u8207\u6aa2\u7d22\u6b65\u9a5f\u3002<\/td><\/tr><tr><td><strong>\u4e3b\u8981\u76ee\u6a19<\/strong><\/td><td>\u70ba\u55ae\u4e00\u67e5\u8a62\u751f\u6210\u4e00\u500b\u6709\u4e8b\u5be6\u6839\u64da\u7684\u7b54\u6848\u3002<\/td><td>\u9ad8\u6548\u5730\u57f7\u884c\u9700\u8981\u52d5\u614b\u8cc7\u8a0a\u5c0b\u6c42\u7684\u8907\u96dc\u3001\u591a\u6b65\u9a5f\u4efb\u52d9\u3002<\/td><\/tr><tr><td><strong>\u5de5\u4f5c\u6d41\u7a0b<\/strong><\/td><td>\u9806\u5e8f\u6027\u8207\u7dda\u6027\uff1a<code>\u6aa2\u7d22 -> \u751f\u6210<\/code>\u3002<\/td><td>\u5faa\u74b0\u6027\u8207\u4ea4\u932f\u5f0f\uff1a<code>\u63a8\u7406 -> \u641c\u5c0b -> \u6574\u5408 -> \u63a8\u7406 ->... -> \u56de\u7b54<\/code>\u3002<\/td><\/tr><tr><td><strong>\u67b6\u69cb\u7126\u9ede<\/strong><\/td><td>\u4ee5\u6a21\u578b\u70ba\u4e2d\u5fc3\uff1a\u5c07\u6aa2\u7d22\u5668\u548c\u751f\u6210\u5668\u8996\u70ba\u7368\u7acb\u7684\u6a21\u7d44\u3002<\/td><td>\u4ee5\u7cfb\u7d71\u70ba\u4e2d\u5fc3\uff1a\u5c08\u6ce8\u65bc\u512a\u5316\u6574\u500b\u63a8\u8ad6\u7cfb\u7d71\uff08\u6392\u7a0b\u3001\u8cc7\u6e90\u7ba1\u7406\uff09\u3002<\/td><\/tr><tr><td><strong>LLM \u89d2\u8272<\/strong><\/td><td>\u88ab\u52d5\u751f\u6210\u5668\uff1a\u5f9e\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u4e2d\u7d9c\u5408\u51fa\u6700\u7d42\u7b54\u6848\u3002<\/td><td>\u4e3b\u52d5\u63a7\u5236\u5668\uff08\u300c\u5927\u8166\u300d\uff09\uff1a\u6307\u5c0e\u6574\u500b\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6c7a\u5b9a\u4f55\u6642\u4ee5\u53ca\u641c\u5c0b\u4ec0\u9ebc\u3002<\/td><\/tr><tr><td><strong>\u8655\u7406\u8907\u96dc\uff08\u591a\u6b65\uff09\u67e5\u8a62<\/strong><\/td><td>\u56fa\u6709\u9650\u5236\uff1a\u56e0\u67b6\u69cb\u7121\u72c0\u614b\u4e14\u975e\u8fed\u4ee3\u800c\u8868\u73fe\u4e0d\u4f73\u3002<\/td><td>\u539f\u751f\u80fd\u529b\uff1a\u4ea4\u932f\u5f0f\u5de5\u4f5c\u6d41\u7a0b\u5c08\u70ba\u554f\u984c\u5206\u89e3\u800c\u8a2d\u8a08\u3002<\/td><\/tr><tr><td><strong>\u95dc\u9375\u512a\u5316\u7126\u9ede<\/strong><\/td><td>\u6aa2\u7d22\u54c1\u8cea\uff08\u7cbe\u78ba\u7387\/\u53ec\u56de\u7387\uff09\u3001\u4e8b\u5be6\u4f9d\u64da\u3002<\/td><td>\u7cfb\u7d71\u6027\u80fd\uff08\u541e\u5410\u91cf\u3001\u5ef6\u9072\uff09\u3001KV \u5feb\u53d6\u5229\u7528\u7387\u3002<\/td><\/tr><tr><td><strong>\u89e3\u6c7a\u7684\u95dc\u9375\u74f6\u9838<\/strong><\/td><td>\u5e7b\u89ba\u3001\u77e5\u8b58\u904e\u6642\u3001\u7f3a\u4e4f\u53ef\u8ffd\u6eaf\u6027\u3002<\/td><td>\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u5f15\u767c\u7684 KV \u5feb\u53d6\u6296\u52d5\u3001\u6aa2\u7d22\u505c\u9813\u3001\u7d1a\u806f\u5ef6\u9072\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u532f\u51fa\u5230\u8a66\u7b97\u8868<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e03\u7bc0 \u61c9\u7528\u6848\u4f8b\u8207\u6230\u7565\u610f\u6db5<\/h2>\n\n\n\n<p>\u672c\u7bc0\u5c07\u5f9e\u6280\u8853\u5206\u6790\u8f49\u5411\u6230\u7565\u61c9\u7528\uff0c\u70ba\u8b80\u8005\u63d0\u4f9b\u4f55\u6642\u4f7f\u7528\u6bcf\u7a2e\u65b9\u6cd5\u7684\u5efa\u8b70\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u50b3\u7d71 RAG \u7684\u6700\u4f73\u61c9\u7528\u9818\u57df<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f55\u6642\u4f7f\u7528 RAG\uff1a<\/strong> \u5c0d\u65bc\u90a3\u4e9b\u77e5\u8b58\u5bc6\u96c6\u4f46\u4e0d\u9700\u8981\u8907\u96dc\u591a\u6b65\u63a8\u7406\u7684\u4efb\u52d9\uff0cRAG \u4ecd\u7136\u662f\u4e00\u7a2e\u9ad8\u6548\u4e14\u5177\u6210\u672c\u6548\u76ca\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/li>\n\n\n\n<li><strong>\u5177\u9ad4\u61c9\u7528\u6848\u4f8b\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u65bc\u4e8b\u5be6\u7684\u554f\u7b54\uff1a<\/strong> \u56de\u7b54\u76f4\u63a5\u554f\u984c\uff0c\u5982\u300c\u6cd5\u570b\u7684\u9996\u90fd\u662f\u4ec0\u9ebc\uff1f\u300d\u6216\u300c\u9019\u7a2e\u85e5\u7269\u6709\u4ec0\u9ebc\u526f\u4f5c\u7528\uff1f\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7c21\u55ae\u7684\u5ba2\u6236\u652f\u63f4\u804a\u5929\u6a5f\u5668\u4eba\uff1a<\/strong> \u6839\u64da\u5e38\u898b\u554f\u984c\u3001\u7522\u54c1\u624b\u518a\u6216\u653f\u7b56\u7684\u77e5\u8b58\u5eab\uff0c\u8655\u7406\u5e38\u898b\u7684\u5ba2\u6236\u67e5\u8a62 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5167\u5bb9\u6458\u8981\uff1a<\/strong> \u6458\u8981\u55ae\u4e00\u6587\u4ef6\u6216\u4e00\u5c0f\u7d44\u9ad8\u5ea6\u76f8\u95dc\u7684\u6587\u4ef6\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8b58\u5f15\u64ce\uff1a<\/strong> \u70ba\u54e1\u5de5\u63d0\u4f9b\u5feb\u901f\u5b58\u53d6\u5167\u90e8\u7dad\u57fa\u6216\u6587\u4ef6\u5eab\u8cc7\u8a0a\u7684\u9014\u5f91 \u3002 \u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u9700\u8981\u50cf SearchAgent-X \u9019\u6a23\u4ee3\u7406\u6846\u67b6\u7684\u554f\u984c\u7a7a\u9593<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f55\u6642\u4f7f\u7528\u4ee3\u7406\uff1a<\/strong> \u5c0d\u65bc\u9700\u8981\u554f\u984c\u5206\u89e3\u3001\u52d5\u614b\u898f\u5283\u4ee5\u53ca\u7d9c\u5408\u4f86\u81ea\u591a\u500b\u53ef\u80fd\u4e0d\u76f8\u95dc\u4f86\u6e90\u8cc7\u8a0a\u7684\u8907\u96dc\u4efb\u52d9\uff0c\u4ee3\u7406\u7cfb\u7d71\u662f\u5fc5\u9700\u7684\u3002SearchAgent-X 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