{"id":1882,"date":"2026-04-02T09:36:22","date_gmt":"2026-04-02T01:36:22","guid":{"rendered":"https:\/\/eve2333.top\/?p=1882"},"modified":"2026-04-02T09:36:57","modified_gmt":"2026-04-02T01:36:57","slug":"%e6%89%8b%e6%90%93rag%e7%b3%bb%e7%bb%9f-ragent-ai5","status":"publish","type":"post","link":"https:\/\/eve2333.top\/?p=1882","title":{"rendered":"\u624b\u6413RAG\u7cfb\u7edf \u2013 Ragent AI\uff085\uff09"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">prompt\u5de5\u7a0b<\/h1>\n\n\n\n<p>\u5047\u8bbe\u4f60\u5728\u7ef4\u62a4\u4e00\u4e2a\u7535\u5546\u5ba2\u670d\u77e5\u8bc6\u5e93\uff0c\u7528\u6237\u95ee\uff1aiPhone 16 Pro Max \u62c6\u5c01\u540e\u8fd8\u80fd\u9000\u5417\uff1f<\/p>\n\n\n\n<p>\u7ecf\u8fc7\u6df7\u5408\u68c0\u7d22 + \u91cd\u6392\u5e8f\uff0cTop-1 \u8fd4\u56de\u7684 chunk \u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>iPhone 16 Pro Max \u56e0\u5c4f\u5e55\u5b9a\u5236\u5de5\u827a\uff0c\u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\u5982\u9700\u9000\u8d27\uff0c\u9700\u7ecf\u552e\u540e\u68c0\u6d4b\u786e\u8ba4\u5b58\u5728\u8d28\u91cf\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>chunk \u627e\u5f97\u5f88\u51c6\uff0c\u5b8c\u5168\u547d\u4e2d\u4e86\u7528\u6237\u7684\u95ee\u9898\u3002\u4f46\u4f60\u628a\u8fd9\u4e2a chunk \u548c\u7528\u6237\u95ee\u9898\u4e00\u8d77\u4e22\u7ed9\u5927\u6a21\u578b\uff0c\u6a21\u578b\u7684\u56de\u7b54\u6709\u53ef\u80fd\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/eve2333.top\/wp-content\/uploads\/2026\/04\/1775031419-image-1024x549.png\" alt=\"\" class=\"wp-image-1883\" srcset=\"https:\/\/eve2333.top\/wp-content\/uploads\/2026\/04\/1775031419-image-1024x549.png 1024w, https:\/\/eve2333.top\/wp-content\/uploads\/2026\/04\/1775031419-image-300x161.png 300w, https:\/\/eve2333.top\/wp-content\/uploads\/2026\/04\/1775031419-image-768x412.png 768w, https:\/\/eve2333.top\/wp-content\/uploads\/2026\/04\/1775031419-image-1536x824.png 1536w, https:\/\/eve2333.top\/wp-content\/uploads\/2026\/04\/1775031419-image.png 1681w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/blockquote>\n\n\n\n<p><strong>\u573a\u666f\u4e00\uff1a\u51ed\u7a7a\u634f\u9020\u7ec6\u8282<\/strong><\/p>\n\n\n\n<p>\u7528\u6237\u95ee\uff1a\u9000\u8d27\u8fd0\u8d39\u8c01\u627f\u62c5\uff1f<\/p>\n\n\n\n<p>chunk \u5185\u5bb9\uff1a\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\uff1b\u975e\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u4e70\u5bb6\u627f\u62c5\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u56de\u7b54\uff1a\u9000\u8d27\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\uff0c\u4e00\u822c\u4f1a\u5728 3-5 \u4e2a\u5de5\u4f5c\u65e5\u5185\u9000\u8fd8\u5230\u60a8\u7684\u8d26\u6237\uff0c\u9000\u6b3e\u91d1\u989d\u5305\u542b\u5546\u54c1\u4ef7\u683c\u548c\u8fd0\u8d39\u3002<\/p>\n\n\n\n<p>chunk \u91cc\u53ea\u8bf4\u4e86\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\uff0c\u6ca1\u63d0\u9000\u6b3e\u65f6\u6548\u548c\u9000\u6b3e\u8303\u56f4\uff0c\u4f46\u6a21\u578b\u81ea\u5df1\u8865\u4e86 3-5 \u4e2a\u5de5\u4f5c\u65e5\u548c\u9000\u6b3e\u91d1\u989d\u5305\u542b\u5546\u54c1\u4ef7\u683c\u548c\u8fd0\u8d39\u8fd9\u4e9b\u7ec6\u8282\u3002\u5982\u679c\u5b9e\u9645\u9000\u6b3e\u65f6\u6548\u662f 7-15 \u4e2a\u5de5\u4f5c\u65e5\uff0c\u8fd9\u4e2a\u56de\u7b54\u5c31\u4f1a\u8bef\u5bfc\u7528\u6237\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f\u4e8c\uff1a\u5f20\u51a0\u674e\u6234<\/strong><\/p>\n\n\n\n<p>\u7528\u6237\u95ee\uff1aAirPods Pro \u7684\u4fdd\u4fee\u671f\u662f\u591a\u4e45\uff1f<\/p>\n\n\n\n<p>\u68c0\u7d22\u8fd4\u56de\u4e86\u4e24\u4e2a chunk\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>chunk 1\uff1aAirPods Pro \u4fdd\u4fee\u671f\u4e3a 1 \u5e74\uff0c\u81ea\u8d2d\u4e70\u4e4b\u65e5\u8d77\u8ba1\u7b97\u3002<\/li>\n\n\n\n<li>chunk 2\uff1aAppleCare+ \u670d\u52a1\u8ba1\u5212\u53ef\u5c06\u4fdd\u4fee\u671f\u5ef6\u957f\u81f3 2 \u5e74\uff0c\u5e76\u63d0\u4f9b\u610f\u5916\u635f\u574f\u4fdd\u4fee\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6a21\u578b\u56de\u7b54\uff1aAirPods Pro \u7684\u4fdd\u4fee\u671f\u4e3a 2 \u5e74\uff0c\u81ea\u8d2d\u4e70\u4e4b\u65e5\u8d77\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u628a chunk 2 \u7684 2 \u5e74\u548c chunk 1 \u7684\u81ea\u8d2d\u4e70\u4e4b\u65e5\u8d77\u8ba1\u7b97\u6df7\u5728\u4e00\u8d77\u4e86\u3002\u5b9e\u9645\u4e0a 2 \u5e74\u662f AppleCare+ \u7684\u5ef6\u957f\u4fdd\u4fee\uff0c\u4e0d\u662f\u9ed8\u8ba4\u4fdd\u4fee\u671f\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f\u4e09\uff1a\u7b54\u975e\u6240\u95ee<\/strong><\/p>\n\n\n\n<p>\u7528\u6237\u95ee\uff1a\u6211\u7684\u8ba2\u5355\u4ec0\u4e48\u65f6\u5019\u53d1\u8d27\uff1f<\/p>\n\n\n\n<p>chunk \u5185\u5bb9\uff1a\u6807\u51c6\u8ba2\u5355\u5728\u4ed8\u6b3e\u6210\u529f\u540e 48 \u5c0f\u65f6\u5185\u53d1\u8d27\uff0c\u9884\u552e\u5546\u54c1\u4ee5\u8be6\u60c5\u9875\u6807\u6ce8\u7684\u53d1\u8d27\u65f6\u95f4\u4e3a\u51c6\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u56de\u7b54\uff1a\u6211\u4eec\u7684\u7269\u6d41\u5408\u4f5c\u4f19\u4f34\u5305\u62ec\u987a\u4e30\u3001\u5706\u901a\u3001\u4e2d\u901a\u7b49\uff0c\u5168\u56fd\u5927\u90e8\u5206\u5730\u533a\u53ef\u5b9e\u73b0\u6b21\u65e5\u8fbe\u3002\u5982\u9700\u67e5\u8be2\u7269\u6d41\u4fe1\u606f\uff0c\u8bf7\u767b\u5f55 APP \u67e5\u770b\u8ba2\u5355\u8be6\u60c5\u3002<\/p>\n\n\n\n<p>\u7528\u6237\u95ee\u7684\u662f\uff1a\u4ec0\u4e48\u65f6\u5019\u53d1\u8d27\uff0cchunk \u91cc\u6709\u660e\u786e\u7b54\u6848\uff0848 \u5c0f\u65f6\u5185\uff09\uff0c\u4f46\u6a21\u578b\u8dd1\u53bb\u4ecb\u7ecd\u7269\u6d41\u5408\u4f5c\u4f19\u4f34\u4e86\u3002<\/p>\n\n\n\n<p>\u770b\u5b8c\u8fd9\u51e0\u4e2a\u4f8b\u5b50\uff0c\u4f60\u4f1a\u53d1\u73b0 RAG \u751f\u6210\u9636\u6bb5\u9762\u4e34\u4e09\u4e2a\u6838\u5fc3\u6311\u6218\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6311\u6218<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u8868\u73b0<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u540e\u679c<\/th><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u5e7b\u89c9\uff08Hallucination\uff09<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u7f16\u9020 chunk \u91cc\u6ca1\u6709\u7684\u4fe1\u606f\uff0c\u6216\u8005\u7be1\u6539 chunk \u7684\u5185\u5bb9<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7528\u6237\u62ff\u5230\u9519\u8bef\u7b54\u6848\uff0c\u4e25\u91cd\u65f6\u5f15\u53d1\u5ba2\u8bc9\u751a\u81f3\u6cd5\u5f8b\u98ce\u9669<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u7b54\u975e\u6240\u95ee<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u6ca1\u6709\u805a\u7126\u7528\u6237\u7684\u5177\u4f53\u95ee\u9898\uff0c\u56de\u7b54\u4e86\u76f8\u5173\u4f46\u4e0d\u5bf9\u53e3\u7684\u5185\u5bb9<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7528\u6237\u4f53\u9a8c\u5dee\uff0c\u9700\u8981\u53cd\u590d\u8ffd\u95ee<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u7f3a\u4e4f\u53ef\u8ffd\u6eaf\u6027<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7528\u6237\u4e0d\u77e5\u9053\u7b54\u6848\u7684\u4f9d\u636e\u662f\u4ec0\u4e48\uff0c\u65e0\u6cd5\u9a8c\u8bc1\u5bf9\u9519<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u4fe1\u4efb\u5ea6\u4f4e\uff0c\u4f01\u4e1a\u7ea7\u573a\u666f\u65e0\u6cd5\u901a\u8fc7\u5408\u89c4\u5ba1\u8ba1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u4e09\u4e2a\u95ee\u9898\u7684\u6839\u6e90\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u5730\u65b9\u2014\u2014Prompt \u8bbe\u8ba1\u3002\u63a5\u4e0b\u6765\u54b1\u4eec\u5c31\u4ece Prompt \u7684\u7ed3\u6784\u5f00\u59cb\uff0c\u4e00\u6b65\u6b65\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n\n\n\n<p>RAG \u573a\u666f\u4e0b\u7684 Prompt \u4e0d\u662f\u968f\u4fbf\u5199\u4e00\u53e5\u8bf7\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u5c31\u884c\u7684\u3002\u4e00\u4e2a\u8bbe\u8ba1\u826f\u597d\u7684 RAG Prompt \u901a\u5e38\u7531\u4e09\u6bb5\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7cfb\u7edf\u6307\u4ee4\uff08SystemPrompt\uff09<\/strong> \uff1a\u544a\u8bc9\u6a21\u578b\u4f60\u662f\u8c01\u3001\u4f60\u8be5\u600e\u4e48\u505a\u3001\u4f60\u4e0d\u80fd\u505a\u4ec0\u4e48<\/li>\n\n\n\n<li><strong>\u68c0\u7d22\u4e0a\u4e0b\u6587\uff08RetrievedContext\uff09<\/strong> \uff1a\u628a\u68c0\u7d22\u5230\u7684 Top-K chunk \u5582\u7ed9\u6a21\u578b<\/li>\n\n\n\n<li><strong>\u7528\u6237\u95ee\u9898\uff08UserQuery\uff09<\/strong> \uff1a\u7528\u6237\u7684\u539f\u59cb\u63d0\u95ee<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4f60\u662f\u4e00\u540d\u4e13\u4e1a\u7684\u7535\u5546\u5ba2\u670d\u52a9\u624b\u3002\u4f60\u7684\u4efb\u52a1\u662f\u6839\u636e\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u7684\u4fe1\u606f\uff0c\u51c6\u786e\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002\n\u200b\n\u8bf7\u4e25\u683c\u9075\u5b88\u4ee5\u4e0b\u89c4\u5219\uff1a\n1. \u53ea\u57fa\u4e8e\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u7684\u5185\u5bb9\u56de\u7b54\u95ee\u9898\uff0c\u4e0d\u8981\u4f7f\u7528\u4f60\u81ea\u5df1\u7684\u77e5\u8bc6\u3002\n2. \u5982\u679c\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\uff0c\u8bf7\u660e\u786e\u56de\u7b54\uff1a\"\u6839\u636e\u73b0\u6709\u8d44\u6599\uff0c\u6682\u65f6\u65e0\u6cd5\u56de\u7b54\u8be5\u95ee\u9898\u3002\u5efa\u8bae\u60a8\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\u83b7\u53d6\u66f4\u591a\u5e2e\u52a9\u3002\"\n3. \u4e0d\u8981\u7f16\u9020\u4efb\u4f55\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u63d0\u5230\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u6570\u5b57\u3001\u65e5\u671f\u3001\u91d1\u989d\u7b49\u5177\u4f53\u7ec6\u8282\u3002\n4. \u56de\u7b54\u65f6\u8bf7\u5f15\u7528\u53c2\u8003\u8d44\u6599\u7684\u7f16\u53f7\uff0c\u683c\u5f0f\u4e3a &#91;1]\u3001&#91;2] \u7b49\uff0c\u6807\u6ce8\u5728\u76f8\u5173\u53e5\u5b50\u7684\u672b\u5c3e\u3002\n5. \u5982\u679c\u591a\u6761\u53c2\u8003\u8d44\u6599\u7684\u4fe1\u606f\u5b58\u5728\u51b2\u7a81\uff0c\u8bf7\u6307\u51fa\u51b2\u7a81\u5e76\u544a\u77e5\u7528\u6237\u4ee5\u6700\u65b0\u7684\u8d44\u6599\u4e3a\u51c6\u3002\n6. \u7528\u7b80\u6d01\u3001\u53cb\u597d\u7684\u8bed\u6c14\u56de\u7b54\uff0c\u907f\u514d\u8fc7\u4e8e\u5b98\u65b9\u6216\u751f\u786c\u7684\u8868\u8ff0\u3002<\/code><\/pre>\n\n\n\n<p>\u9010\u6761\u62c6\u89e3\u4e00\u4e0b\u6bcf\u6761\u6307\u4ee4\u7684\u4f5c\u7528\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u89c4\u5219<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u4f5c\u7528<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u89e3\u51b3\u7684\u95ee\u9898<\/th><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u89c4\u5219 1\uff1a\u53ea\u57fa\u4e8e\u53c2\u8003\u8d44\u6599\u56de\u7b54<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u9650\u5236\u6a21\u578b\u7684\u77e5\u8bc6\u6765\u6e90\uff0c\u9632\u6b62\u5b83\u7528\u8bad\u7ec3\u6570\u636e\u91cc\u7684\u901a\u7528\u77e5\u8bc6\u8986\u76d6\u68c0\u7d22\u7ed3\u679c<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5e7b\u89c9\u2014\u2014\u7be1\u6539\u4e8b\u5b9e<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u89c4\u5219 2\uff1a\u4fe1\u606f\u4e0d\u8db3\u65f6\u660e\u786e\u544a\u77e5<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u7ed9\u6a21\u578b\u4e00\u4e2a\"\u515c\u5e95\u51fa\u53e3\"\uff0c\u4e0d\u77e5\u9053\u5c31\u8bf4\u4e0d\u77e5\u9053\uff08\u6291\u5236\u5e7b\u89c9\u6700\u5173\u952e\u7684\u4e00\u6761\uff09<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5e7b\u89c9\u2014\u2014\u51ed\u7a7a\u634f\u9020<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u89c4\u5219 3\uff1a\u4e0d\u8981\u7f16\u9020\u5177\u4f53\u7ec6\u8282<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f3a\u8c03\u6570\u5b57\u3001\u65e5\u671f\u3001\u91d1\u989d\u8fd9\u4e9b\u5bb9\u6613\u88ab\u7f16\u9020\u7684\u4fe1\u606f<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5e7b\u89c9\u2014\u2014\u634f\u9020\u7ec6\u8282<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u89c4\u5219 4\uff1a\u5f15\u7528\u53c2\u8003\u8d44\u6599\u7f16\u53f7<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8ba9\u7b54\u6848\u53ef\u8ffd\u6eaf\uff0c\u7528\u6237\u80fd\u9a8c\u8bc1<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7f3a\u4e4f\u53ef\u8ffd\u6eaf\u6027<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u89c4\u5219 5\uff1a\u5904\u7406\u4fe1\u606f\u51b2\u7a81<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u591a\u4e2a chunk \u8bf4\u6cd5\u4e0d\u4e00\u81f4\u65f6\uff0c\u6a21\u578b\u4e0d\u8981\u81ea\u5df1\u9009\u4e00\u4e2a\uff0c\u800c\u662f\u544a\u77e5\u7528\u6237<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f20\u51a0\u674e\u6234<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u89c4\u5219 6\uff1a\u8bed\u6c14\u8981\u6c42<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u63a7\u5236\u56de\u7b54\u98ce\u683c\uff0c\u7b26\u5408\u5ba2\u670d\u573a\u666f<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7b54\u975e\u6240\u95ee\uff08\u95f4\u63a5\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5e38\u89c1\u7684 System Prompt\u4e0d\u80fd<strong>\u592a\u77ed\uff0c\u6ca1\u6709\u7ea6\u675f<\/strong>\uff0c\u4e5f\u4e0d\u80fd<strong>\u592a\u957f\uff0c\u6307\u4ee4\u51b2\u7a81<\/strong> <\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-retrieved-context-chunk\">2. \u68c0\u7d22\u4e0a\u4e0b\u6587\uff08Retrieved Context\uff09\uff1a\u628a chunk \u5582\u7ed9\u6a21\u578b<\/h3>\n\n\n\n<p>\u62ff\u5230 Top-K chunk \u4e4b\u540e\uff0c\u600e\u4e48\u7ec4\u88c5\u6210\u4e0a\u4e0b\u6587\u5582\u7ed9\u6a21\u578b\uff1f\u8fd9\u91cc\u6709\u51e0\u4e2a\u5173\u952e\u51b3\u7b56\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-1\">2.1 \u4e0a\u4e0b\u6587\u7684\u7ec4\u88c5\u683c\u5f0f<\/h4>\n\n\n\n<p>\u63a8\u8350\u7684\u683c\u5f0f\u662f\uff1a\u6bcf\u4e2a chunk \u5e26\u7f16\u53f7\u3001\u5e26\u6765\u6e90\u4fe1\u606f\uff0c\u7528\u660e\u786e\u7684\u5206\u9694\u7b26\u9694\u5f00\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u53c2\u8003\u8d44\u6599\u3011\n\u200b\n&#91;1] \u6765\u6e90\uff1a\u9000\u8d27\u653f\u7b56\u6587\u6863 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-01-15\niPhone 16 Pro Max \u56e0\u5c4f\u5e55\u5b9a\u5236\u5de5\u827a\uff0c\u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\u5982\u9700\u9000\u8d27\uff0c\u9700\u7ecf\u552e\u540e\u68c0\u6d4b\u786e\u8ba4\u5b58\u5728\u8d28\u91cf\u95ee\u9898\u3002\n\u200b\n&#91;2] \u6765\u6e90\uff1a\u901a\u7528\u9000\u8d27\u89c4\u5219 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-01-10\n\u6807\u51c6\u5546\u54c1\u5728\u7b7e\u6536\u540e 7 \u5929\u5185\u53ef\u7533\u8bf7\u65e0\u7406\u7531\u9000\u8d27\uff0c\u5546\u54c1\u9700\u4fdd\u6301\u5b8c\u597d\uff0c\u4e0d\u5f71\u54cd\u4e8c\u6b21\u9500\u552e\u3002\n\u200b\n&#91;3] \u6765\u6e90\uff1a\u9000\u8d27\u8fd0\u8d39\u89c4\u5219 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-02-01\n\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\uff1b\u975e\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u4e70\u5bb6\u627f\u62c5\u3002<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7f16\u53f7[1][2][3]<\/strong> \uff1a\u65b9\u4fbf\u6a21\u578b\u5728\u56de\u7b54\u65f6\u5f15\u7528\uff0c\u4e5f\u65b9\u4fbf\u540e\u7aef\u89e3\u6790\u5f15\u7528\u5173\u7cfb<\/li>\n\n\n\n<li><strong>\u6765\u6e90\u4fe1\u606f<\/strong> \uff1a\u544a\u8bc9\u6a21\u578b\uff08\u548c\u7528\u6237\uff09\u8fd9\u6761\u4fe1\u606f\u4ece\u54ea\u6765\u7684\uff0c\u63d0\u5347\u53ef\u8ffd\u6eaf\u6027<\/li>\n\n\n\n<li><strong>\u66f4\u65b0\u65f6\u95f4<\/strong> \uff1a\u5f53\u591a\u6761 chunk \u4fe1\u606f\u51b2\u7a81\u65f6\uff0c\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u65f6\u95f4\u5224\u65ad\u54ea\u6761\u66f4\u65b0<\/li>\n\n\n\n<li><strong>\u660e\u786e\u7684\u5206\u9694\u7b26<\/strong> \uff1a\u7528\u7a7a\u884c\u9694\u5f00\u6bcf\u4e2a chunk\uff0c\u907f\u514d\u6a21\u578b\u628a\u76f8\u90bb chunk \u7684\u5185\u5bb9\u6df7\u5728\u4e00\u8d77\u7406\u89e3<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6765\u6e90\u4fe1\u606f\u548c\u66f4\u65b0\u65f6\u95f4\u6765\u81ea\u5143\u6570\u636e\uff08Metadata\uff09\uff0c\u8fd9\u5c31\u662f\u54b1\u4eec\u5728\u5143\u6570\u636e\u7ba1\u7406\u90a3\u4e00\u7bc7\u8bb2\u7684\u56de\u7b54\u53ef\u5f15\u7528\u548c\u56de\u6eaf\u7ea0\u9519\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-2\">2.2 \u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9650\u5236\u4e0e\u5e94\u5bf9<\/h4>\n\n\n\n<p>\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u7684\u3002\u867d\u7136\u73b0\u5728\u5f88\u591a\u6a21\u578b\u652f\u6301 128K \u751a\u81f3\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\uff0c\u4f46\u585e\u592a\u591a chunk \u8fdb\u53bb\u5e76\u4e0d\u662f\u597d\u4e8b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5173\u952e\u4fe1\u606f\u88ab\u7a00\u91ca<\/strong> \uff1a\u6a21\u578b\u9700\u8981\u5728\u5927\u91cf\u6587\u672c\u4e2d\u627e\u5230\u548c\u95ee\u9898\u6700\u76f8\u5173\u7684\u90e8\u5206\uff0cchunk \u8d8a\u591a\uff0c\u566a\u97f3\u8d8a\u5927\uff0c\u6a21\u578b\u8d8a\u5bb9\u6613\u88ab\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\u5e72\u6270<\/li>\n\n\n\n<li><strong>\u8ff7\u5931\u5728\u4e2d\u95f4\uff08LostintheMiddle\uff09<\/strong> \uff1a\u7814\u7a76\u8868\u660e\uff0c\u5927\u6a21\u578b\u5bf9\u4e0a\u4e0b\u6587\u4e2d\u95f4\u4f4d\u7f6e\u7684\u4fe1\u606f\u5173\u6ce8\u5ea6\u8f83\u4f4e\uff0c\u6392\u5728\u4e2d\u95f4\u7684 chunk \u5bb9\u6613\u88ab\u5ffd\u7565<\/li>\n\n\n\n<li><strong>\u6210\u672c\u589e\u52a0<\/strong> \uff1a\u8f93\u5165 token \u8d8a\u591a\uff0cAPI \u8c03\u7528\u8d39\u7528\u8d8a\u9ad8\uff0c\u54cd\u5e94\u5ef6\u8fdf\u4e5f\u8d8a\u5927<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u4f60\u7528\u4e86\u91cd\u6392\u5e8f\uff08Reranker\uff09\uff0cTop-K \u7684\u8d28\u91cf\u5df2\u7ecf\u5f88\u9ad8\u4e86\uff0c\u901a\u5e38 3~5 \u4e2a chunk \u5c31\u591f\u7528\u3002\u5b81\u53ef\u5c11\u7ed9\u51e0\u4e2a\u9ad8\u8d28\u91cf\u7684\uff0c\u4e5f\u4e0d\u8981\u591a\u7ed9\u4e00\u5806\u4f4e\u8d28\u91cf\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-user-query\">3. \u7528\u6237\u95ee\u9898\uff08User Query\uff09\uff1a\u539f\u59cb\u95ee\u9898\u8fd8\u662f\u6539\u5199\u540e\u7684\u95ee\u9898<\/h3>\n\n\n\n<p>\u6700\u7b80\u5355\u7684\u505a\u6cd5\u662f\u76f4\u63a5\u7528\u7528\u6237\u7684\u539f\u59cb\u95ee\u9898\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u573a\u666f\uff0c\u8fd9\u5c31\u591f\u4e86\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7528\u6237\u95ee\u9898\uff1aiPhone 16 Pro Max \u62c6\u5c01\u540e\u8fd8\u80fd\u9000\u5417\uff1f<\/code><\/pre>\n\n\n\n<p>\u4f46\u6709\u4e9b\u573a\u666f\u4e0b\uff0c\u7528\u6237\u7684\u539f\u59cb\u95ee\u9898\u53ef\u80fd\u4e0d\u591f\u6e05\u6670\u6216\u8005\u6709\u6b67\u4e49\u3002\u6bd4\u5982\u7528\u6237\u95ee\u201c\u9000\u8d27\u600e\u4e48\u5f04\u201d\uff0c\u8fd9\u4e2a\u95ee\u9898\u592a\u6a21\u7cca\u2014\u2014\u662f\u95ee\u9000\u8d27\u6d41\u7a0b\uff1f\u9000\u8d27\u6761\u4ef6\uff1f\u8fd8\u662f\u9000\u8d27\u8fd0\u8d39\uff1f<\/p>\n\n\n\n<p>\u8fd9\u79cd\u60c5\u51b5\u53ef\u4ee5\u901a\u8fc7 Query \u6539\u5199\uff08Query Rewriting\uff09\u6765\u4f18\u5316\uff0c\u6bd4\u5982\u628a\u201c\u9000\u8d27\u600e\u4e48\u5f04\u201d\u6539\u5199\u6210\u201c\u8bf7\u95ee\u9000\u8d27\u7684\u5177\u4f53\u6d41\u7a0b\u548c\u6761\u4ef6\u662f\u4ec0\u4e48\u201d\u3002<strong>\u4f46 Query \u6539\u5199\u672c\u8eab\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u8bdd\u9898\uff0c\u6d89\u53ca\u5230\u591a\u8f6e\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u610f\u56fe\u8bc6\u522b\u7b49<\/strong>\uff0c\u8fd9\u4e00\u7bc7\u5148\u4e0d\u5c55\u5f00\uff0c\u540e\u7eed\u7bc7\u7ae0\u518d\u8be6\u7ec6\u8bb2\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4-prompt\">4. \u5b8c\u6574 Prompt \u6a21\u677f\u793a\u4f8b<\/h3>\n\n\n\n<p>\u628a\u4e09\u6bb5\u62fc\u5728\u4e00\u8d77\uff0c\u4e00\u4e2a\u5b8c\u6574\u7684 RAG Prompt \u957f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010System\u3011\n\u4f60\u662f\u4e00\u540d\u4e13\u4e1a\u7684\u7535\u5546\u5ba2\u670d\u52a9\u624b\u3002\u4f60\u7684\u4efb\u52a1\u662f\u6839\u636e\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u7684\u4fe1\u606f\uff0c\u51c6\u786e\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002\n\u200b\n\u8bf7\u4e25\u683c\u9075\u5b88\u4ee5\u4e0b\u89c4\u5219\uff1a\n1. \u53ea\u57fa\u4e8e\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u7684\u5185\u5bb9\u56de\u7b54\u95ee\u9898\uff0c\u4e0d\u8981\u4f7f\u7528\u4f60\u81ea\u5df1\u7684\u77e5\u8bc6\u3002\n2. \u5982\u679c\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\uff0c\u8bf7\u660e\u786e\u56de\u7b54\uff1a\"\u6839\u636e\u73b0\u6709\u8d44\u6599\uff0c\u6682\u65f6\u65e0\u6cd5\u56de\u7b54\u8be5\u95ee\u9898\u3002\u5efa\u8bae\u60a8\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\u83b7\u53d6\u66f4\u591a\u5e2e\u52a9\u3002\"\n3. \u4e0d\u8981\u7f16\u9020\u4efb\u4f55\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u63d0\u5230\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u6570\u5b57\u3001\u65e5\u671f\u3001\u91d1\u989d\u7b49\u5177\u4f53\u7ec6\u8282\u3002\n4. \u56de\u7b54\u65f6\u8bf7\u5f15\u7528\u53c2\u8003\u8d44\u6599\u7684\u7f16\u53f7\uff0c\u683c\u5f0f\u4e3a &#91;1]\u3001&#91;2] \u7b49\uff0c\u6807\u6ce8\u5728\u76f8\u5173\u53e5\u5b50\u7684\u672b\u5c3e\u3002\n5. \u5982\u679c\u591a\u6761\u53c2\u8003\u8d44\u6599\u7684\u4fe1\u606f\u5b58\u5728\u51b2\u7a81\uff0c\u8bf7\u6307\u51fa\u51b2\u7a81\u5e76\u544a\u77e5\u7528\u6237\u4ee5\u6700\u65b0\u7684\u8d44\u6599\u4e3a\u51c6\u3002\n6. \u7528\u7b80\u6d01\u3001\u53cb\u597d\u7684\u8bed\u6c14\u56de\u7b54\uff0c\u907f\u514d\u8fc7\u4e8e\u5b98\u65b9\u6216\u751f\u786c\u7684\u8868\u8ff0\u3002\n\u200b\n\u3010\u53c2\u8003\u8d44\u6599\u3011\n\u200b\n&#91;1] \u6765\u6e90\uff1a\u9000\u8d27\u653f\u7b56\u6587\u6863 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-01-15\niPhone 16 Pro Max \u56e0\u5c4f\u5e55\u5b9a\u5236\u5de5\u827a\uff0c\u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\u5982\u9700\u9000\u8d27\uff0c\u9700\u7ecf\u552e\u540e\u68c0\u6d4b\u786e\u8ba4\u5b58\u5728\u8d28\u91cf\u95ee\u9898\u3002\n\u200b\n&#91;2] \u6765\u6e90\uff1a\u901a\u7528\u9000\u8d27\u89c4\u5219 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-01-10\n\u6807\u51c6\u5546\u54c1\u5728\u7b7e\u6536\u540e 7 \u5929\u5185\u53ef\u7533\u8bf7\u65e0\u7406\u7531\u9000\u8d27\uff0c\u5546\u54c1\u9700\u4fdd\u6301\u5b8c\u597d\uff0c\u4e0d\u5f71\u54cd\u4e8c\u6b21\u9500\u552e\u3002\n\u200b\n&#91;3] \u6765\u6e90\uff1a\u9000\u8d27\u8fd0\u8d39\u89c4\u5219 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-02-01\n\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\uff1b\u975e\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u4e70\u5bb6\u627f\u62c5\u3002\n\u200b\n\u3010\u7528\u6237\u95ee\u9898\u3011\niPhone 16 Pro Max \u62c6\u5c01\u540e\u8fd8\u80fd\u9000\u5417\uff1f<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e7b\u89c9\u6291\u5236\uff1a\u8ba9\u6a21\u578b\u4e0d\u77e5\u9053\u5c31\u8bf4\u4e0d\u77e5\u9053<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-hallucination\">1. \u4ec0\u4e48\u662f\u5e7b\u89c9\uff08Hallucination\uff09<\/h3>\n\n\n\n<p>\u5e7b\u89c9\u8fd9\u4e2a\u8bcd\u542c\u8d77\u6765\u5f88\u5b66\u672f\uff0c\u4f46\u610f\u601d\u5f88\u76f4\u767d\uff1a\u6a21\u578b\u751f\u6210\u4e86\u770b\u8d77\u6765\u5f88\u5408\u7406\u3001\u8bfb\u8d77\u6765\u5f88\u6d41\u7545\uff0c\u4f46\u5b9e\u9645\u4e0a\u662f\u7f16\u9020\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u4e5f\u662f\u7c7b\u4f3c\u7684\u673a\u5236\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u5b66\u5230\u4e86\u5927\u91cf\u7684\u901a\u7528\u77e5\u8bc6\uff0c\u5f53\u68c0\u7d22\u5230\u7684 chunk \u4e0d\u591f\u7528\u65f6\uff0c\u5b83\u4f1a\u81ea\u52a8\u8865\u5168\u2014\u2014\u7528\u8bad\u7ec3\u6570\u636e\u91cc\u7684\u901a\u7528\u77e5\u8bc6\u586b\u5145\u7b54\u6848\uff0c\u800c\u4e14\u8bf4\u5f97\u975e\u5e38\u81ea\u4fe1\uff0c\u4e0d\u4f1a\u4e3b\u52a8\u544a\u8bc9\u4f60\u201c\u8fd9\u90e8\u5206\u6211\u662f\u731c\u7684\u201d\u3002\u5728 RAG \u573a\u666f\u4e0b\uff0c\u5e7b\u89c9\u5c24\u5176\u5371\u9669\uff0c\u56e0\u4e3a\u7528\u6237\u4ee5\u4e3a\u7b54\u6848\u662f\u57fa\u4e8e\u77e5\u8bc6\u5e93\u7684\uff08\u53ef\u9760\u7684\uff09\uff0c\u4f46\u5b9e\u9645\u4e0a\u6a21\u578b\u5077\u5077\u63ba\u4e86\u81ea\u5df1\u7684\u79c1\u8d27\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-rag\">2. RAG \u573a\u666f\u4e0b\u5e7b\u89c9\u7684\u4e09\u79cd\u5178\u578b\u8868\u73b0<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-1\">2.1 \u7be1\u6539\u4e8b\u5b9e<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>chunk\uff1aiPhone 16 Pro Max \u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\n\u6a21\u578b\u56de\u7b54\uff1aiPhone 16 Pro Max \u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002<\/code><\/pre>\n\n\n\n<p>chunk \u91cc\u660e\u786e\u8bf4\u4e86 A\uff0c\u6a21\u578b\u56de\u7b54\u4e86 B\u3002\u8fd9\u662f\u6700\u4e25\u91cd\u7684\u4e00\u79cd\u5e7b\u89c9\u3002\u6a21\u578b\u4e0d\u662f\u6ca1\u770b\u5230 chunk \u7684\u5185\u5bb9\uff0c\u800c\u662f\u7528\u81ea\u5df1\u7684\u5e38\u8bc6\uff08\u5927\u90e8\u5206\u5546\u54c1\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\uff09\u8986\u76d6\u4e86 chunk \u7684\u5177\u4f53\u89c4\u5219\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-2\">2.2 \u51ed\u7a7a\u634f\u9020<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>chunk\uff1a\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\u3002\n\u6a21\u578b\u56de\u7b54\uff1a\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\uff0c\u9000\u6b3e\u5c06\u5728 3-5 \u4e2a\u5de5\u4f5c\u65e5\u5185\u539f\u8def\u8fd4\u56de\u3002<\/code><\/pre>\n\n\n\n<p>3-5 \u4e2a\u5de5\u4f5c\u65e5\u5185\u539f\u8def\u8fd4\u56de\u8fd9\u4e2a\u4fe1\u606f chunk \u91cc\u5b8c\u5168\u6ca1\u6709\uff0c\u662f\u6a21\u578b\u6839\u636e\u7535\u5546\u884c\u4e1a\u7684\u901a\u7528\u7ecf\u9a8c\u7f16\u9020\u7684\u3002\u5982\u679c\u5b9e\u9645\u9000\u6b3e\u5468\u671f\u662f 7-15 \u4e2a\u5de5\u4f5c\u65e5\uff0c\u7528\u6237\u5c31\u4f1a\u6295\u8bc9\u201c\u8bf4\u597d\u7684 3-5 \u5929\u201d\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u6ca1\u5230\u8d26\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-3\">2.3 \u5f20\u51a0\u674e\u6234<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>chunk 1\uff1aAirPods Pro \u4fdd\u4fee\u671f\u4e3a 1 \u5e74\u3002\nchunk 2\uff1aAppleCare+ \u53ef\u5c06\u4fdd\u4fee\u671f\u5ef6\u957f\u81f3 2 \u5e74\u3002\n\u6a21\u578b\u56de\u7b54\uff1aAirPods Pro \u7684\u4fdd\u4fee\u671f\u4e3a 2 \u5e74\u3002<\/code><\/pre>\n\n\n\n<p> chunk A \u7684\u4fe1\u606f\u5b89\u5230 chunk B \u7684\u4e3b\u4f53\u4e0a\uff0c\u6a21\u578b\u628a\u4e24\u4e2a chunk \u7684\u4fe1\u606f\u6df7\u5728\u4e00\u8d77\uff0c\u751f\u6210\u4e86\u4e00\u4e2a\u770b\u8d77\u6765\u5bf9\u4f46\u5b9e\u9645\u4e0a\u9519\u7684\u7b54\u6848\u3002\u8fd9\u79cd\u5e7b\u89c9\u7279\u522b\u9690\u853d\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u5355\u72ec\u7684\u4fe1\u606f\u70b9\u90fd\u662f\u5bf9\u7684\uff0c\u4f46\u7ec4\u5408\u65b9\u5f0f\u662f\u9519\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-prompt\">\u901a\u8fc7 Prompt \u6291\u5236\u5e7b\u89c9\u7684\u5b9e\u7528\u6280\u5de7<\/h3>\n\n\n\n<p>\u5e7b\u89c9\u4e0d\u80fd\u5b8c\u5168\u6d88\u9664\uff08\u8fd9\u662f\u5927\u6a21\u578b\u7684\u672c\u8d28\u7279\u6027\uff09\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7 Prompt \u8bbe\u8ba1\u5927\u5e45\u964d\u4f4e\u53d1\u751f\u6982\u7387\u3002<\/p>\n\n\n\n<p><strong>\u6280\u5de7\u4e00\uff1a\u660e\u786e\u9650\u5b9a\u77e5\u8bc6\u6765\u6e90<\/strong><\/p>\n\n\n\n<p>\u5728 System Prompt \u4e2d\u53cd\u590d\u5f3a\u8c03\u2014\u2014\u53ea\u57fa\u4e8e\u53c2\u8003\u8d44\u6599\u56de\u7b54\u3002\u8fd9\u6761\u6307\u4ee4\u770b\u8d77\u6765\u7b80\u5355\uff0c\u4f46\u6548\u679c\u663e\u8457\u3002\u6ca1\u6709\u8fd9\u6761\u6307\u4ee4\u65f6\uff0c\u6a21\u578b\u4f1a\u628a\u68c0\u7d22\u5230\u7684 chunk \u5f53\u4f5c\u53c2\u8003\uff1b\u6709\u4e86\u8fd9\u6761\u6307\u4ee4\uff0c\u6a21\u578b\u4f1a\u628a chunk \u5f53\u4f5c\u552f\u4e00\u4f9d\u636e\u3002<\/p>\n\n\n\n<p><strong>\u6280\u5de7\u4e8c\uff1a\u52a0\u515c\u5e95\u6307\u4ee4<\/strong><\/p>\n\n\n\n<p>\u544a\u8bc9\u6a21\u578b\uff1a\u4e0d\u77e5\u9053\u7684\u65f6\u5019\u8be5\u600e\u4e48\u529e\u3002\u5982\u679c\u4e0d\u7ed9\u8fd9\u4e2a\u51fa\u53e3\uff0c\u6a21\u578b\u4f1a\u9ed8\u8ba4\u201c\u5c3d\u529b\u56de\u7b54\u201d\uff0c\u4e5f\u5c31\u662f\u5f00\u59cb\u7f16\u9020\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u5982\u679c\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\uff0c\u8bf7\u660e\u786e\u56de\u7b54\uff1a\n\"\u6839\u636e\u73b0\u6709\u8d44\u6599\uff0c\u6682\u65f6\u65e0\u6cd5\u56de\u7b54\u8be5\u95ee\u9898\u3002\u5efa\u8bae\u60a8\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\u83b7\u53d6\u66f4\u591a\u5e2e\u52a9\u3002\"<\/code><\/pre>\n\n\n\n<p><strong>\u6280\u5de7\u4e09\uff1a\u7981\u6b62\u7f16\u9020\u5177\u4f53\u7ec6\u8282<\/strong><\/p>\n\n\n\n<p>\u6570\u5b57\u3001\u65e5\u671f\u3001\u91d1\u989d\u8fd9\u79cd\u5177\u4f53\u7ec6\u8282\u662f\u5e7b\u89c9\u7684\u91cd\u707e\u533a\u3002\u6a21\u578b\u7279\u522b\u559c\u6b22\u8865\u5168\u8fd9\u7c7b\u4fe1\u606f\uff0c\u56e0\u4e3a\u8bad\u7ec3\u6570\u636e\u91cc\u6709\u5927\u91cf\u7c7b\u4f3c\u7684\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p><strong>\u6280\u5de7\u56db\uff1a\u8981\u6c42\u5148\u5f15\u7528\u518d\u56de\u7b54<\/strong><\/p>\n\n\n\n<p>\u8ba9\u6a21\u578b\u5728\u56de\u7b54\u65f6\u6807\u6ce8\u5f15\u7528\u6765\u6e90\uff0c\u8fd9\u4e0d\u4ec5\u63d0\u5347\u4e86\u53ef\u8ffd\u6eaf\u6027\uff0c\u8fd8\u95f4\u63a5\u6291\u5236\u4e86\u5e7b\u89c9\u2014\u2014\u56e0\u4e3a\u6a21\u578b\u9700\u8981\u4e3a\u6bcf\u53e5\u8bdd\u627e\u5230\u5bf9\u5e94\u7684 chunk\uff0c\u627e\u4e0d\u5230\u5c31\u4e0d\u6562\u8bf4\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u56de\u7b54\u65f6\u8bf7\u5f15\u7528\u53c2\u8003\u8d44\u6599\u7684\u7f16\u53f7\uff0c\u683c\u5f0f\u4e3a &#91;1]\u3001&#91;2] \u7b49\uff0c\u6807\u6ce8\u5728\u76f8\u5173\u53e5\u5b50\u7684\u672b\u5c3e\u3002<\/code><\/pre>\n\n\n\n<p><strong>\u6280\u5de7\u4e94\uff1a\u964d\u4f4eTemperature\u53c2\u6570<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e2a\u9700\u8981\u5355\u72ec\u89e3\u91ca\u4e00\u4e0b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"3-1-temperature-top-p\">3.1 Temperature \u548c Top-P \u53c2\u6570\u7684\u4f5c\u7528<\/h4>\n\n\n\n<p>\u8c03\u7528\u5927\u6a21\u578b API \u65f6\uff0c\u6709\u4e24\u4e2a\u53c2\u6570\u76f4\u63a5\u5f71\u54cd\u751f\u6210\u7ed3\u679c\u7684\u968f\u673a\u6027\uff1a<\/p>\n\n\n\n<p><strong>Temperature\uff08\u6e29\u5ea6\uff09<\/strong><\/p>\n\n\n\n<p>\u63a7\u5236\u6a21\u578b\u8f93\u51fa\u7684\u968f\u673a\u7a0b\u5ea6\u3002\u503c\u8d8a\u4f4e\uff0c\u6a21\u578b\u8d8a\u503e\u5411\u4e8e\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684\u8bcd\uff1b\u503c\u8d8a\u9ad8\uff0c\u6a21\u578b\u8d8a\u613f\u610f\u5192\u9669\u9009\u62e9\u6982\u7387\u8f83\u4f4e\u7684\u8bcd\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Temperature = 0\uff1a\u6a21\u578b\u51e0\u4e4e\u603b\u662f\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684\u8bcd\uff0c\u8f93\u51fa\u6700\u786e\u5b9a\u3001\u6700\u4fdd\u5b88<\/li>\n\n\n\n<li>Temperature = 0.7\uff1a\u9ed8\u8ba4\u503c\uff0c\u6709\u4e00\u5b9a\u968f\u673a\u6027\uff0c\u9002\u5408\u521b\u610f\u5199\u4f5c<\/li>\n\n\n\n<li>Temperature = 1.0 \u6216\u66f4\u9ad8\uff1a\u8f93\u51fa\u975e\u5e38\u968f\u673a\uff0c\u9002\u5408\u5934\u8111\u98ce\u66b4<\/li>\n<\/ul>\n\n\n\n<p>\u6253\u4e2a\u6bd4\u65b9\uff0cTemperature \u5c31\u50cf\u4e00\u4e2a\u4eba\u7684\u5192\u9669\u7a0b\u5ea6\u3002Temperature = 0 \u7684\u4eba\u56de\u7b54\u95ee\u9898\u53ea\u8bf4\u6700\u6709\u628a\u63e1\u7684\u8bdd\uff1bTemperature = 1.0 \u7684\u4eba\u4f1a\u5929\u9a6c\u884c\u7a7a\uff0c\u60f3\u5230\u4ec0\u4e48\u8bf4\u4ec0\u4e48\u3002<\/p>\n\n\n\n<p><strong>Top-P\uff08\u6838\u91c7\u6837\uff09<\/strong><\/p>\n\n\n\n<p>\u53e6\u4e00\u79cd\u63a7\u5236\u968f\u673a\u6027\u7684\u65b9\u5f0f\u3002Top-P = 0.9 \u8868\u793a\u6a21\u578b\u53ea\u4ece\u7d2f\u8ba1\u6982\u7387\u8fbe\u5230 90% \u7684\u5019\u9009\u8bcd\u4e2d\u91c7\u6837\uff0c\u6392\u9664\u90a3\u4e9b\u6982\u7387\u6781\u4f4e\u7684\u957f\u5c3e\u9009\u9879\u3002<\/p>\n\n\n\n<p><strong>RAG\u573a\u666f\u4e0b\u7684\u63a8\u8350\u8bbe\u7f6e<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u53c2\u6570<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u63a8\u8350\u503c<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u7406\u7531<\/th><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Temperature<\/td><td class=\"has-text-align-left\" data-align=\"left\">0 ~ 0.3<\/td><td class=\"has-text-align-left\" data-align=\"left\">RAG \u9700\u8981\u7684\u662f\u51c6\u786e\u6027\uff0c\u4e0d\u662f\u521b\u9020\u6027\u3002\u4f4e Temperature \u8ba9\u6a21\u578b\u66f4\u8001\u5b9e<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">Top-P<\/td><td class=\"has-text-align-left\" data-align=\"left\">0.9 ~ 0.95<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u914d\u5408\u4f4e Temperature \u4f7f\u7528\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u968f\u673a\u6027<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6ce8\u610f\uff1aTemperature \u548c Top-P \u901a\u5e38\u4e0d\u9700\u8981\u540c\u65f6\u8c03\u3002\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u53ea\u8bbe\u7f6e Temperature \u5c31\u591f\u4e86\u3002\u5982\u679c\u4f60\u540c\u65f6\u8bbe\u7f6e\u4e86\u4e24\u4e2a\u53c2\u6570\uff0c\u4e0d\u540c\u6a21\u578b\u7684\u884c\u4e3a\u53ef\u80fd\u4e0d\u4e00\u81f4\u3002\u5efa\u8bae\u5148\u53ea\u8c03 Temperature\uff0c\u6548\u679c\u4e0d\u6ee1\u610f\u518d\u52a0 Top-P\u3002<\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"3-2\">3.2 \u515c\u5e95\u56de\u7b54\u7684\u8bbe\u8ba1<\/h4>\n\n\n\n<p>\u515c\u5e95\u56de\u7b54\u662f\u5e7b\u89c9\u6291\u5236\u7684\u6700\u540e\u4e00\u9053\u9632\u7ebf\u3002\u5f53\u68c0\u7d22\u7ed3\u679c\u4e0d\u8db3\u4ee5\u56de\u7b54\u7528\u6237\u95ee\u9898\u65f6\uff0c\u6a21\u578b\u5e94\u8be5\u7ed9\u51fa\u4e00\u4e2a\u8bda\u5b9e\u7684\u4e0d\u77e5\u9053\uff0c\u800c\u4e0d\u662f\u786c\u7f16\u4e00\u4e2a\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u4f46\u4e0d\u77e5\u9053\u4e5f\u6709\u8bb2\u7a76\u3002\u76f4\u63a5\u56de\u7b54\u6211\u4e0d\u77e5\u9053\u4f1a\u8ba9\u7528\u6237\u89c9\u5f97\u8fd9\u4e2a\u7cfb\u7edf\u6ca1\u7528\u3002\u597d\u7684\u515c\u5e95\u56de\u7b54\u5e94\u8be5\u505a\u5230\u4e09\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>1.\u627f\u8ba4\u4fe1\u606f\u4e0d\u8db3<\/li>\n\n\n\n<li>2.\u7ed9\u51fa\u66ff\u4ee3\u65b9\u6848\uff08\u5982\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\uff09<\/li>\n\n\n\n<li>3.\u5982\u679c\u80fd\u90e8\u5206\u56de\u7b54\uff0c\u5148\u7ed9\u51fa\u5df2\u77e5\u7684\u90e8\u5206<\/li>\n<\/ol>\n\n\n\n<p>\u51e0\u79cd\u515c\u5e95\u56de\u7b54\u7684\u6a21\u677f\uff1a<\/p>\n\n\n\n<p><strong>\u5b8c\u5168\u65e0\u6cd5\u56de\u7b54\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u6839\u636e\u73b0\u6709\u8d44\u6599\uff0c\u6682\u65f6\u65e0\u6cd5\u56de\u7b54\u8be5\u95ee\u9898\u3002\u5efa\u8bae\u60a8\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\uff08\u70ed\u7ebf\uff1a400-xxx-xxxx\uff09\u83b7\u53d6\u66f4\u591a\u5e2e\u52a9\u3002<\/code><\/pre>\n\n\n\n<p><strong>\u90e8\u5206\u53ef\u4ee5\u56de\u7b54\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u6839\u636e\u73b0\u6709\u8d44\u6599\uff0c\u5173\u4e8e &#91;\u5df2\u77e5\u90e8\u5206] \u7684\u4fe1\u606f\u5982\u4e0b\uff1a&#91;\u56de\u7b54\u5df2\u77e5\u90e8\u5206]\u3002\n\u4f46\u5173\u4e8e &#91;\u672a\u77e5\u90e8\u5206]\uff0c\u73b0\u6709\u8d44\u6599\u4e2d\u6ca1\u6709\u76f8\u5173\u8bf4\u660e\uff0c\u5efa\u8bae\u60a8\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\u786e\u8ba4\u3002<\/code><\/pre>\n\n\n\n<p><strong>\u95ee\u9898\u8d85\u51fa\u77e5\u8bc6\u5e93\u8303\u56f4\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8fd9\u4e2a\u95ee\u9898\u8d85\u51fa\u4e86\u6211\u7684\u670d\u52a1\u8303\u56f4\u3002\u6211\u4e3b\u8981\u8d1f\u8d23\u89e3\u7b54\u5546\u54c1\u9000\u6362\u8d27\u3001\u7269\u6d41\u914d\u9001\u7b49\u552e\u540e\u95ee\u9898\u3002\u5982\u679c\u60a8\u6709\u8fd9\u65b9\u9762\u7684\u7591\u95ee\uff0c\u968f\u65f6\u53ef\u4ee5\u95ee\u6211\u3002<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f15\u7528\u5bf9\u9f50\uff1a\u8ba9\u7b54\u6848\u53ef\u8ffd\u6eaf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1\">1. \u4e3a\u4ec0\u4e48\u9700\u8981\u5f15\u7528\u5bf9\u9f50<\/h3>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\u4f60\u5728\u770b\u4e00\u7bc7\u65b0\u95fb\u62a5\u9053\uff0c\u6587\u7ae0\u8bf4\uff1a\u636e\u7edf\u8ba1\uff0c2025 \u5e74\u5168\u7403\u667a\u80fd\u624b\u673a\u51fa\u8d27\u91cf\u4e0b\u964d\u4e86 15%\u3002\u4f60\u4f1a\u60f3\uff1a\u8fd9\u4e2a\u6570\u636e\u54ea\u6765\u7684\uff1f\u8c01\u7edf\u8ba1\u7684\uff1f\u5982\u679c\u6587\u7ae0\u6807\u6ce8\u4e86\u201c\u6765\u6e90\uff1aIDC 2025 \u5e74\u5ea6\u62a5\u544a\u201d\uff0c\u4f60\u5c31\u80fd\u81ea\u5df1\u53bb\u67e5\u8bc1\u3002<\/p>\n\n\n\n<p>RAG \u7cfb\u7edf\u4e5f\u662f\u4e00\u6837\u3002\u7528\u6237\u770b\u5230\u4e00\u4e2a\u56de\u7b54\uff0c\u5fc3\u91cc\u7684\u7b2c\u4e00\u53cd\u5e94\u662f\u8fd9\u4e2a\u7b54\u6848\u9760\u8c31\u5417\u3002\u5982\u679c\u6a21\u578b\u80fd\u6807\u6ce8\u201c\u8fd9\u6bb5\u8bdd\u6765\u81ea\u300a\u9000\u8d27\u653f\u7b56\u300b\u7b2c 3 \u6761\u201d\uff0c\u7528\u6237\u5c31\u80fd\u81ea\u5df1\u53bb\u9a8c\u8bc1\u2014\u2014\u8fd9\u6bd4\u4efb\u4f55\u6211\u7684\u56de\u7b54\u662f\u51c6\u786e\u7684\u7684\u58f0\u660e\u90fd\u6709\u8bf4\u670d\u529b\u3002<\/p>\n\n\n\n<p>\u5728\u4f01\u4e1a\u7ea7 RAG \u7cfb\u7edf\u4e2d\uff0c\u5f15\u7528\u5bf9\u9f50\u66f4\u662f\u521a\u9700\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5408\u89c4\u8981\u6c42<\/strong> \uff1a\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u884c\u4e1a\uff0c\u56de\u7b54\u5fc5\u987b\u6709\u636e\u53ef\u67e5<\/li>\n\n\n\n<li><strong>\u5ba1\u8ba1\u8ffd\u6eaf<\/strong> \uff1a\u51fa\u4e86\u95ee\u9898\u80fd\u8ffd\u6eaf\u5230\u5177\u4f53\u7684\u77e5\u8bc6\u6765\u6e90\uff0c\u5b9a\u4f4d\u662f\u77e5\u8bc6\u5e93\u7684\u95ee\u9898\u8fd8\u662f\u6a21\u578b\u7684\u95ee\u9898<\/li>\n\n\n\n<li><strong>\u4fe1\u4efb\u5efa\u8bbe<\/strong> \uff1a\u7528\u6237\u80fd\u770b\u5230\u7b54\u6848\u7684\u4f9d\u636e\uff0c\u9010\u6b65\u5efa\u7acb\u5bf9\u7cfb\u7edf\u7684\u4fe1\u4efb<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2\">2. \u5f15\u7528\u5bf9\u9f50\u7684\u5b9e\u73b0\u65b9\u5f0f<\/h3>\n\n\n\n<p>\u5f15\u7528\u5bf9\u9f50\u7684\u6838\u5fc3\u601d\u8def\u5f88\u7b80\u5355\uff1a\u4e0a\u4e0b\u6587\u4e2d\u6bcf\u4e2a chunk \u5e26\u7f16\u53f7\uff0cPrompt \u4e2d\u8981\u6c42\u6a21\u578b\u5728\u56de\u7b54\u65f6\u6807\u6ce8\u5f15\u7528\u7f16\u53f7\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-1-prompt\">2.1 Prompt \u4e2d\u7684\u5f15\u7528\u6307\u4ee4\u8bbe\u8ba1<\/h4>\n\n\n\n<p>\u5728 System Prompt \u4e2d\u52a0\u5165\u5f15\u7528\u6307\u4ee4\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u56de\u7b54\u65f6\u8bf7\u5f15\u7528\u53c2\u8003\u8d44\u6599\u7684\u7f16\u53f7\uff0c\u683c\u5f0f\u4e3a &#91;1]\u3001&#91;2] \u7b49\uff0c\u6807\u6ce8\u5728\u76f8\u5173\u53e5\u5b50\u7684\u672b\u5c3e\u3002\n\u5982\u679c\u4e00\u53e5\u8bdd\u7684\u4fe1\u606f\u6765\u81ea\u591a\u6761\u53c2\u8003\u8d44\u6599\uff0c\u8bf7\u540c\u65f6\u6807\u6ce8\u591a\u4e2a\u7f16\u53f7\uff0c\u5982 &#91;1]&#91;3]\u3002\n\u53ea\u5f15\u7528\u4f60\u5b9e\u9645\u4f7f\u7528\u5230\u7684\u53c2\u8003\u8d44\u6599\uff0c\u4e0d\u8981\u5f15\u7528\u4e0e\u56de\u7b54\u65e0\u5173\u7684\u8d44\u6599\u3002<\/code><\/pre>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u4e2d\u7684 chunk \u683c\u5f0f\uff08\u524d\u9762\u5df2\u7ecf\u5c55\u793a\u8fc7\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;1] \u6765\u6e90\uff1a\u9000\u8d27\u653f\u7b56\u6587\u6863 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-01-15\niPhone 16 Pro Max \u56e0\u5c4f\u5e55\u5b9a\u5236\u5de5\u827a\uff0c\u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\n\n&#91;2] \u6765\u6e90\uff1a\u901a\u7528\u9000\u8d27\u89c4\u5219 | \u66f4\u65b0\u65f6\u95f4\uff1a2026-01-10\n\u6807\u51c6\u5546\u54c1\u5728\u7b7e\u6536\u540e 7 \u5929\u5185\u53ef\u7533\u8bf7\u65e0\u7406\u7531\u9000\u8d27\uff0c\u5546\u54c1\u9700\u4fdd\u6301\u5b8c\u597d\u3002<\/code><\/pre>\n\n\n\n<p>\u6a21\u578b\u7684\u56de\u7b54\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>iPhone 16 Pro Max \u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27 &#91;1]\u3002\n\u4e00\u822c\u6807\u51c6\u5546\u54c1\u5728\u7b7e\u6536\u540e 7 \u5929\u5185\u53ef\u4ee5\u7533\u8bf7\u65e0\u7406\u7531\u9000\u8d27\uff0c\u4f46\u9700\u8981\u5546\u54c1\u4fdd\u6301\u5b8c\u597d &#91;2]\u3002<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-2\">2.2 \u5f15\u7528\u89e3\u6790\u4e0e\u5c55\u793a<\/h4>\n\n\n\n<p>\u6a21\u578b\u8f93\u51fa\u7684\u662f\u5e26 <code>[1]<\/code>\u3001<code>[2]<\/code> \u6807\u8bb0\u7684\u7eaf\u6587\u672c\uff0c\u540e\u7aef\u9700\u8981\u89e3\u6790\u8fd9\u4e9b\u6807\u8bb0\uff0c\u5173\u8054\u5230\u5bf9\u5e94\u7684 chunk \u5143\u6570\u636e\uff0c\u7136\u540e\u4f20\u7ed9\u524d\u7aef\u5c55\u793a\u3002<\/p>\n\n\n\n<p>\u89e3\u6790\u903b\u8f91\u5f88\u7b80\u5355\u2014\u2014\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u63d0\u53d6 <code>[\u6570\u5b57]<\/code> \u6a21\u5f0f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import java.util.regex.Matcher;\nimport java.util.regex.Pattern;\nimport java.util.*;\n\npublic class CitationParser {\n\n    \/**\n     * \u4ece\u6a21\u578b\u56de\u7b54\u4e2d\u63d0\u53d6\u6240\u6709\u5f15\u7528\u7f16\u53f7\n     *\/\n    public static Set&lt;Integer> extractCitations(String answer) {\n        Set&lt;Integer> citations = new TreeSet&lt;>();\n        Pattern pattern = Pattern.compile(\"\\\\&#91;(\\\\d+)]\");\n        Matcher matcher = pattern.matcher(answer);\n        while (matcher.find()) {\n            citations.add(Integer.parseInt(matcher.group(1)));\n        }\n        return citations;\n    }\n\n    \/**\n     * \u5c06\u5f15\u7528\u7f16\u53f7\u66ff\u6362\u4e3a\u53ef\u70b9\u51fb\u7684\u94fe\u63a5\uff08HTML \u683c\u5f0f\uff09\n     *\/\n    public static String renderCitations(String answer, Map&lt;Integer, ChunkMeta> chunkMetaMap) {\n        Pattern pattern = Pattern.compile(\"\\\\&#91;(\\\\d+)]\");\n        Matcher matcher = pattern.matcher(answer);\n        StringBuilder result = new StringBuilder();\n        while (matcher.find()) {\n            int index = Integer.parseInt(matcher.group(1));\n            ChunkMeta meta = chunkMetaMap.get(index);\n            if (meta != null) {\n                String link = String.format(\n                    \"&lt;a href=\\\"%s\\\" title=\\\"%s\\\" class=\\\"citation\\\">&#91;%d]&lt;\/a>\",\n                    meta.getSourceUrl(), meta.getSource(), index\n                );\n                matcher.appendReplacement(result, link);\n            }\n        }\n        matcher.appendTail(result);\n        return result.toString();\n    }\n\n    \/\/ chunk \u7684\u5143\u6570\u636e\n    static class ChunkMeta {\n        private String source;     \/\/ \u6765\u6e90\u6587\u6863\u540d\n        private String sourceUrl;  \/\/ \u539f\u6587\u94fe\u63a5\n        private String updateTime; \/\/ \u66f4\u65b0\u65f6\u95f4\n\n        public ChunkMeta(String source, String sourceUrl, String updateTime) {\n            this.source = source;\n            this.sourceUrl = sourceUrl;\n            this.updateTime = updateTime;\n        }\n\n        public String getSource() { return source; }\n        public String getSourceUrl() { return sourceUrl; }\n        public String getUpdateTime() { return updateTime; }\n    }\n}<\/code><\/pre>\n\n\n\n<p>\u524d\u7aef\u62ff\u5230\u6e32\u67d3\u540e\u7684 HTML\uff0c\u7528\u6237\u70b9\u51fb <code>[1]<\/code> \u5c31\u80fd\u8df3\u8f6c\u5230\u539f\u6587\uff0c\u81ea\u5df1\u9a8c\u8bc1\u7b54\u6848\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b54\u6848\u7ea6\u675f\uff1a\u63a7\u5236\u8f93\u51fa\u7684\u683c\u5f0f\u548c\u8fb9\u754c<\/h2>\n\n\n\n<p>Prompt \u8bbe\u8ba1\u9664\u4e86\u6291\u5236\u5e7b\u89c9\u548c\u5f15\u7528\u5bf9\u9f50\uff0c\u8fd8\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u7ef4\u5ea6\u2014\u2014\u63a7\u5236\u6a21\u578b\u8f93\u51fa\u7684\u683c\u5f0f\u548c\u8fb9\u754c\u3002\u4e0d\u540c\u7684\u4e1a\u52a1\u573a\u666f\u5bf9\u7b54\u6848\u7684\u5f62\u5f0f\u6709\u4e0d\u540c\u7684\u8981\u6c42\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-json\">1. \u683c\u5f0f\u7ea6\u675f\uff1aJSON \/ \u7eaf\u6587\u672c \/ \u5217\u8868<\/h3>\n\n\n\n<p><strong>\u7eaf\u6587\u672c\uff08\u5ba2\u670d\u95ee\u7b54\u573a\u666f\uff09<\/strong><\/p>\n\n\n\n<p>\u5927\u591a\u6570\u5ba2\u670d\u573a\u666f\u7528\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u5c31\u884c\uff0c\u8fd9\u4e5f\u662f\u9ed8\u8ba4\u7684\u8f93\u51fa\u683c\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8bf7\u7528\u81ea\u7136\u8bed\u8a00\u56de\u7b54\uff0c\u8bed\u6c14\u53cb\u597d\u3001\u7b80\u6d01\u3002<\/code><\/pre>\n\n\n\n<p><strong>JSON\u683c\u5f0f\uff08API\u63a5\u53e3\u573a\u666f\uff09<\/strong><\/p>\n\n\n\n<p>\u5982\u679c RAG \u7cfb\u7edf\u7684\u8f93\u51fa\u9700\u8981\u88ab\u4e0b\u6e38\u7a0b\u5e8f\u6d88\u8d39\uff08\u6bd4\u5982\u4f5c\u4e3a API \u8fd4\u56de\u503c\uff09\uff0c\u5c31\u9700\u8981\u7ed3\u6784\u5316\u7684 JSON \u8f93\u51fa\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8bf7\u4ee5 JSON \u683c\u5f0f\u56de\u7b54\uff0c\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5\uff1a\n- answer\uff1a\u56de\u7b54\u5185\u5bb9\n- citations\uff1a\u5f15\u7528\u7684\u53c2\u8003\u8d44\u6599\u7f16\u53f7\u5217\u8868\n- confidence\uff1a\u4f60\u5bf9\u8fd9\u4e2a\u56de\u7b54\u7684\u786e\u4fe1\u7a0b\u5ea6\uff08high \/ medium \/ low\uff09\n\n\u8f93\u51fa\u793a\u4f8b\uff1a\n{\n  \"answer\": \"iPhone 16 Pro Max \u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\",\n  \"citations\": &#91;1],\n  \"confidence\": \"high\"\n}<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6ce8\u610f\uff1a\u8981\u6c42\u6a21\u578b\u8f93\u51fa JSON \u65f6\uff0c\u5efa\u8bae\u5728 Prompt \u4e2d\u7ed9\u4e00\u4e2a\u8f93\u51fa\u793a\u4f8b\u3002\u6ca1\u6709\u793a\u4f8b\u7684\u8bdd\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u81ea\u5df1\u53d1\u660e\u5b57\u6bb5\u540d\u6216\u8005\u683c\u5f0f\u4e0d\u4e00\u81f4\u3002\u53e6\u5916\uff0c\u90e8\u5206\u5927\u6a21\u578b API \u652f\u6301 <code>response_format<\/code> \u53c2\u6570\u5f3a\u5236 JSON \u8f93\u51fa\uff0c\u6bd4 Prompt \u7ea6\u675f\u66f4\u53ef\u9760\u3002<\/p>\n<\/blockquote>\n\n\n\n<p><strong>\u5217\u8868\u683c\u5f0f\uff08\u77e5\u8bc6\u5361\u7247\u573a\u666f\uff09<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2\">2. \u957f\u5ea6\u7ea6\u675f\uff1a\u63a7\u5236\u56de\u7b54\u7684\u8be6\u7565<\/h3>\n\n\n\n<p>\u4e0d\u540c\u573a\u666f\u5bf9\u56de\u7b54\u957f\u5ea6\u7684\u8981\u6c42\u5dee\u5f02\u5f88\u5927\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u7b80\u77ed\u56de\u7b54\uff08\u9002\u5408\u5feb\u901f\u95ee\u7b54\u3001\u804a\u5929\u673a\u5668\u4eba\uff09\n\u8bf7\u7528 1-2 \u53e5\u8bdd\u7b80\u8981\u56de\u7b54\u3002\n\n# \u8be6\u7ec6\u56de\u7b54\uff08\u9002\u5408\u77e5\u8bc6\u5e93\u67e5\u8be2\u3001\u62a5\u544a\u751f\u6210\uff09\n\u8bf7\u8be6\u7ec6\u56de\u7b54\uff0c\u5305\u542b\u6240\u6709\u76f8\u5173\u7684\u7ec6\u8282\u548c\u6ce8\u610f\u4e8b\u9879\u3002\n\n# \u9650\u5b9a\u5b57\u6570\n\u8bf7\u5728 200 \u5b57\u4ee5\u5185\u56de\u7b54\u3002<\/code><\/pre>\n\n\n\n<p>\u7ecf\u9a8c\u4e0a\uff0cRAG \u5ba2\u670d\u573a\u666f\u63a8\u8350\u4e2d\u7b49\u957f\u5ea6\u2014\u2014\u56de\u7b54\u6838\u5fc3\u95ee\u9898\uff0c\u8865\u5145\u5fc5\u8981\u7684\u6ce8\u610f\u4e8b\u9879\uff0c\u4f46\u4e0d\u8981\u5c55\u5f00\u65e0\u5173\u7684\u80cc\u666f\u77e5\u8bc6\u3002\u53ef\u4ee5\u5728 System Prompt \u4e2d\u8fd9\u6837\u5199\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u56de\u7b54\u8981\u7b80\u6d01\u4f46\u5b8c\u6574\uff1a\u8986\u76d6\u7528\u6237\u95ee\u9898\u7684\u6838\u5fc3\u8981\u70b9\uff0c\u8865\u5145\u5fc5\u8981\u7684\u6ce8\u610f\u4e8b\u9879\uff0c\u4f46\u4e0d\u8981\u5c55\u5f00\u4e0e\u95ee\u9898\u65e0\u5173\u7684\u80cc\u666f\u77e5\u8bc6\u3002<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3\">3. \u8fb9\u754c\u7ea6\u675f\uff1a\u53ea\u56de\u7b54\u77e5\u8bc6\u5e93\u8303\u56f4\u5185\u7684\u95ee\u9898<\/h3>\n\n\n\n<p>\u7528\u6237\u4e0d\u4e00\u5b9a\u53ea\u95ee\u77e5\u8bc6\u5e93\u8303\u56f4\u5185\u7684\u95ee\u9898\u3002\u4e00\u4e2a\u7535\u5546\u5ba2\u670d RAG \u7cfb\u7edf\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u95ee\u201c\u4eca\u5929\u5929\u6c14\u600e\u4e48\u6837\u201d\u201c\u5e2e\u6211\u5199\u4e00\u9996\u8bd7\u201d\u201c\u4f60\u89c9\u5f97 iPhone \u548c\u534e\u4e3a\u54ea\u4e2a\u597d\u201d\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4e0d\u505a\u8fb9\u754c\u7ea6\u675f\uff0c\u6a21\u578b\u4f1a\u7528\u81ea\u5df1\u7684\u77e5\u8bc6\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\u2014\u2014\u8fd9\u4e0d\u4ec5\u504f\u79bb\u4e86\u7cfb\u7edf\u7684\u5b9a\u4f4d\uff0c\u8fd8\u53ef\u80fd\u4ea7\u751f\u4e0d\u5f53\u8a00\u8bba\uff08\u6bd4\u5982\u54c1\u724c\u5bf9\u6bd4\u53ef\u80fd\u5f15\u53d1\u4e89\u8bae\uff09\u3002<\/p>\n\n\n\n<p>\u5728 System Prompt \u4e2d\u52a0\u5165\u8fb9\u754c\u7ea6\u675f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4f60\u53ea\u8d1f\u8d23\u56de\u7b54\u4e0e\u5546\u54c1\u552e\u540e\u3001\u9000\u6362\u8d27\u3001\u7269\u6d41\u914d\u9001\u76f8\u5173\u7684\u95ee\u9898\u3002\n\u5982\u679c\u7528\u6237\u7684\u95ee\u9898\u8d85\u51fa\u8fd9\u4e2a\u8303\u56f4\uff0c\u8bf7\u793c\u8c8c\u5730\u544a\u77e5\uff1a\"\u8fd9\u4e2a\u95ee\u9898\u8d85\u51fa\u4e86\u6211\u7684\u670d\u52a1\u8303\u56f4\u3002\u6211\u4e3b\u8981\u8d1f\u8d23\u89e3\u7b54\u5546\u54c1\u552e\u540e\u76f8\u5173\u95ee\u9898\uff0c\u5982\u679c\u60a8\u6709\u9000\u6362\u8d27\u3001\u7269\u6d41\u7b49\u65b9\u9762\u7684\u7591\u95ee\uff0c\u968f\u65f6\u53ef\u4ee5\u95ee\u6211\u3002\"\n\u4e0d\u8981\u56de\u7b54\u6d89\u53ca\u54c1\u724c\u5bf9\u6bd4\u3001\u4ef7\u683c\u9884\u6d4b\u3001\u4e2a\u4eba\u89c2\u70b9\u7b49\u4e3b\u89c2\u6027\u95ee\u9898\u3002<\/code><\/pre>\n\n\n\n<p>\u4fdd\u6301\u4e86\u6e05\u6670\u7684\u5206\u7ec4\u7ed3\u6784\uff08\u89d2\u8272\u4e0e\u8fb9\u754c\u3001\u56de\u7b54\u89c4\u5219\u3001\u5f15\u7528\u89c4\u5219\u3001\u683c\u5f0f\u8981\u6c42\uff09\u3002\u5206\u7ec4\u7684\u597d\u5904\u662f\u6a21\u578b\u66f4\u5bb9\u6613\u7406\u89e3\u6bcf\u6761\u6307\u4ee4\u7684\u4f18\u5148\u7ea7\uff0c\u4e5f\u65b9\u4fbf\u4f60\u540e\u7eed\u9488\u5bf9\u67d0\u4e2a\u7ef4\u5ea6\u505a\u8c03\u4f18\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-prompt\">3. Prompt \u6a21\u677f\u7684\u8fed\u4ee3\u4f18\u5316<\/h3>\n\n\n\n<p>Prompt \u4e0d\u662f\u5199\u4e00\u7248\u5c31\u5b8c\u4e8b\u7684\u3002\u4e0a\u7ebf\u4e4b\u540e\u4f60\u4f1a\u4e0d\u65ad\u6536\u5230 bad case\uff08\u7528\u6237\u53cd\u9988\u7b54\u6848\u4e0d\u5bf9\uff09\uff0c\u9700\u8981\u6839\u636e bad case \u6301\u7eed\u8c03\u4f18\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u7ed9\u4e00\u4e2a\u5b9e\u7528\u7684\u8fed\u4ee3\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u6536\u96c6badcase<\/strong><\/p>\n\n\n\n<p>\u628a\u7528\u6237\u53cd\u9988\u7684\u9519\u8bef\u56de\u7b54\u8bb0\u5f55\u4e0b\u6765\uff0c\u81f3\u5c11\u5305\u542b\u4e09\u4e2a\u4fe1\u606f\uff1a\u7528\u6237\u95ee\u9898\u3001\u68c0\u7d22\u5230\u7684 chunk\u3001\u6a21\u578b\u7684\u9519\u8bef\u56de\u7b54\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u5206\u7c7b\u5f52\u56e0<\/strong><\/p>\n\n\n\n<p>\u6bcf\u4e2a bad case \u5f52\u5230\u4ee5\u4e0b\u67d0\u4e2a\u7c7b\u522b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th class=\"has-text-align-left\" data-align=\"left\">\u7c7b\u522b<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5224\u65ad\u6807\u51c6<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u4f18\u5316\u65b9\u5411<\/th><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u5e7b\u89c9\u2014\u2014\u7be1\u6539\u4e8b\u5b9e<\/td><td class=\"has-text-align-left\" data-align=\"left\">chunk \u8bf4 A\uff0c\u6a21\u578b\u8bf4 B<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f3a\u5316\u53ea\u57fa\u4e8e\u53c2\u8003\u8d44\u6599\u56de\u7b54\u7684\u6307\u4ee4<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u5e7b\u89c9\u2014\u2014\u51ed\u7a7a\u634f\u9020<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u8865\u5145\u4e86 chunk \u91cc\u6ca1\u6709\u7684\u7ec6\u8282<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f3a\u5316\u4e0d\u8981\u7f16\u9020\u7684\u6307\u4ee4\uff0c\u7279\u522b\u662f\u6570\u5b57\u3001\u65e5\u671f\u3001\u91d1\u989d<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u5e7b\u89c9\u2014\u2014\u5f20\u51a0\u674e\u6234<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u6df7\u6dc6\u4e86\u4e0d\u540c chunk \u7684\u4fe1\u606f<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8981\u6c42\u6a21\u578b\u9010\u6761\u5f15\u7528\uff0c\u4e0d\u8981\u5408\u5e76\u4e0d\u540c\u6765\u6e90\u7684\u4fe1\u606f<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u7b54\u975e\u6240\u95ee<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u56de\u7b54\u4e86\u76f8\u5173\u4f46\u4e0d\u5bf9\u53e3\u7684\u5185\u5bb9<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f3a\u5316\u805a\u7126\u7528\u6237\u95ee\u9898\u7684\u6307\u4ee4<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u683c\u5f0f\u4e0d\u5bf9<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8f93\u51fa\u683c\u5f0f\u4e0d\u7b26\u5408\u8981\u6c42<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5728 Prompt \u4e2d\u52a0\u8f93\u51fa\u793a\u4f8b<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\">\u8d85\u51fa\u8fb9\u754c<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6a21\u578b\u56de\u7b54\u4e86\u77e5\u8bc6\u5e93\u8303\u56f4\u5916\u7684\u95ee\u9898<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5f3a\u5316\u8fb9\u754c\u7ea6\u675f\u6307\u4ee4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u7531\u4e8e\u6838\u5fc3\u539f\u56e0\u5728\u4e8e<strong>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u6570\u5b66\u8ba1\u7b97\u80fd\u529b\u548c\u591a\u6b65\u903b\u8f91\u63a8\u7406\u80fd\u529b\u5b58\u5728\u5c40\u9650\u6027<\/strong>\u3002\u8981\u6c42\u91cc\u5f3a\u8c03\u201c<strong>\u4ec5\u8f93\u51fa\u6807\u51c6JSON\u2026\u2026\u4e0d\u5f97\u6dfb\u52a0\u4efb\u4f55\u989d\u5916\u7684\u89e3\u91ca<\/strong>\u201d\u65f6\uff0c\u4f60\u5b9e\u9645\u4e0a<strong>\u5265\u593a\u4e86\u6a21\u578b\u8fdb\u884c\u201c\u601d\u7ef4\u94fe\uff08Chain of Thought\uff09\u201d\u63a8\u5bfc\u7684\u7a7a\u95f4<\/strong>\u3002\u6a21\u578b\u88ab\u8feb\u5728\u201c\u5927\u8111\u201d\uff08\u9690\u85cf\u5c42\uff09\u4e2d\u4e00\u53e3\u6c14\u5b8c\u6210\u6240\u6709\u590d\u6742\u7684\u6761\u4ef6\u5206\u652f\u548c\u6570\u5b66\u8ba1\u7b97\uff0c\u8fd9\u5bfc\u81f4\u5b83\u6781\u6613\u7b97\u9519\u3002\u800c\u4e14rag\u7cfb\u7edf\u7684\u5927\u6a21\u578b\u901a\u5e38\u662f\u5c0f\u89c4\u6a21\u53c2\u6570\u6a21\u578b\u6bd4\u598230b\uff08qwen3.5 flash\u5373Qwen3.5-35B-A3B\uff09\u4ed6\u9ed8\u8ba4\u4e0d\u7ed9\u4f60cot\u601d\u8003\u6a21\u5f0f\uff0c\u8981\u6c42\u7acb\u523b\u56de\u7b54\uff0c\u5f88\u96be\u9488\u5bf9\u5177\u4f53\u95ee\u9898\u56de\u7b54\uff0c\u53ea\u80fd\u6cdb\u6cdb\u800c\u8c08\uff0c\u54ce\u5440\u963f\u91cc\u7684\u90a3\u4e2a\u7b14\u8bd5\u9898\u8ba9\u6211\u5199\u4e00\u4e2aprompt\uff0c\u8c03\u4e861h\u8fd8\u662f14%\u901a\u8fc7\u7387\u771f\u7684\u662f\u6211\u9760\u7684\u8001\u94c1\u554a<\/p>\n\n\n\n<p><strong>\u7b2c\u4e09\u6b65\uff1a\u9488\u5bf9\u6027\u4fee\u6539Prompt<\/strong><\/p>\n\n\n\n<p>\u4e3e\u51e0\u4e2a\u771f\u5b9e\u7684 bad case \u548c\u5bf9\u5e94\u7684 Prompt \u4fee\u6539\uff1a<\/p>\n\n\n\n<p><strong>BadCase1\uff1a\u6a21\u578b\u628a\u591a\u4e2achunk\u7684\u6570\u5b57\u6df7\u5728\u4e00\u8d77<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7528\u6237\u95ee\u9898\uff1aAirPods Pro \u7684\u4fdd\u4fee\u671f\u662f\u591a\u4e45\uff1f\nchunk 1\uff1aAirPods Pro \u4fdd\u4fee\u671f\u4e3a 1 \u5e74\u3002\nchunk 2\uff1aAppleCare+ \u53ef\u5c06\u4fdd\u4fee\u671f\u5ef6\u957f\u81f3 2 \u5e74\u3002\n\u9519\u8bef\u56de\u7b54\uff1aAirPods Pro \u7684\u4fdd\u4fee\u671f\u4e3a 2 \u5e74\u3002<\/code><\/pre>\n\n\n\n<p>\u5f52\u56e0\uff1a\u5f20\u51a0\u674e\u6234\u3002\u6a21\u578b\u628a AppleCare+ \u7684\u5ef6\u957f\u4fdd\u4fee\u671f\u5f53\u6210\u4e86\u9ed8\u8ba4\u4fdd\u4fee\u671f\u3002<\/p>\n\n\n\n<p>Prompt \u4fee\u6539\u2014\u2014\u5728\u56de\u7b54\u89c4\u5219\u4e2d\u589e\u52a0\u4e00\u6761\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>5. \u5f15\u7528\u4e0d\u540c\u53c2\u8003\u8d44\u6599\u7684\u4fe1\u606f\u65f6\uff0c\u8bf7\u660e\u786e\u533a\u5206\u5404\u6761\u8d44\u6599\u7684\u9002\u7528\u6761\u4ef6\u548c\u4e3b\u4f53\uff0c\u4e0d\u8981\u5c06\u4e0d\u540c\u8d44\u6599\u7684\u4fe1\u606f\u5408\u5e76\u8868\u8ff0\u3002<\/code><\/pre>\n\n\n\n<p><strong>BadCase2\uff1a\u6a21\u578b\u5728chunk\u4fe1\u606f\u4e0d\u8db3\u65f6\u81ea\u5df1\u8865\u4e86\u9000\u6b3e\u65f6\u6548<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7528\u6237\u95ee\u9898\uff1a\u9000\u8d27\u540e\u591a\u4e45\u80fd\u6536\u5230\u9000\u6b3e\uff1f\nchunk\uff1a\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\u3002\n\u9519\u8bef\u56de\u7b54\uff1a\u9000\u8d27\u540e 3-5 \u4e2a\u5de5\u4f5c\u65e5\u5185\u9000\u6b3e\u5230\u8d26\u3002<\/code><\/pre>\n\n\n\n<p>\u5f52\u56e0\uff1a\u51ed\u7a7a\u634f\u9020\u3002chunk \u91cc\u5b8c\u5168\u6ca1\u6709\u9000\u6b3e\u65f6\u6548\u7684\u4fe1\u606f\uff0c\u6a21\u578b\u7528\u901a\u7528\u77e5\u8bc6\u7f16\u4e86\u4e00\u4e2a\u3002<\/p>\n\n\n\n<p>Prompt \u4fee\u6539\u2014\u2014\u5f3a\u5316\u515c\u5e95\u6307\u4ee4\uff0c\u8ba9\u5b83\u66f4\u5177\u4f53\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>2. \u5982\u679c\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\uff0c\u8bf7\u660e\u786e\u544a\u77e5\u7528\u6237\u54ea\u4e9b\u90e8\u5206\u53ef\u4ee5\u56de\u7b54\u3001\u54ea\u4e9b\u90e8\u5206\u8d44\u6599\u4e2d\u6ca1\u6709\u63d0\u53ca\u3002\n   \u793a\u4f8b\uff1a\"\u5173\u4e8e\u9000\u8d27\u8fd0\u8d39\uff0c\u5546\u5bb6\u627f\u62c5\u8d28\u91cf\u95ee\u9898\u7684\u8fd0\u8d39 &#91;1]\u3002\u4f46\u5173\u4e8e\u9000\u6b3e\u5230\u8d26\u65f6\u95f4\uff0c\u73b0\u6709\u8d44\u6599\u4e2d\u6ca1\u6709\u8bf4\u660e\uff0c\u5efa\u8bae\u60a8\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\u786e\u8ba4\u3002\"<\/code><\/pre>\n\n\n\n<p><strong>BadCase3\uff1a\u6a21\u578b\u56de\u7b54\u4e86\u4e0e\u552e\u540e\u65e0\u5173\u7684\u95ee\u9898<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u7528\u6237\u95ee\u9898\uff1aiPhone 16 Pro Max \u62cd\u7167\u6548\u679c\u600e\u4e48\u6837\uff1f\nchunk\uff1a\uff08\u68c0\u7d22\u8fd4\u56de\u4e86 iPhone 16 Pro Max \u7684\u9000\u8d27\u653f\u7b56\u76f8\u5173 chunk\uff09\n\u9519\u8bef\u56de\u7b54\uff1aiPhone 16 Pro Max \u642d\u8f7d\u4e86 4800 \u4e07\u50cf\u7d20\u4e3b\u6444\u2026\u2026\uff08\u4e00\u5927\u6bb5\u4ea7\u54c1\u4ecb\u7ecd\uff09<\/code><\/pre>\n\n\n\n<p>\u5f52\u56e0\uff1a\u8d85\u51fa\u8fb9\u754c\u3002\u7528\u6237\u95ee\u7684\u662f\u4ea7\u54c1\u529f\u80fd\uff0c\u4e0d\u662f\u552e\u540e\u95ee\u9898\uff0c\u4f46\u6a21\u578b\u7528\u81ea\u5df1\u7684\u77e5\u8bc6\u56de\u7b54\u4e86\u3002<\/p>\n\n\n\n<p>Prompt \u4fee\u6539\u2014\u2014\u8fb9\u754c\u7ea6\u675f\u66f4\u660e\u786e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3010\u89d2\u8272\u4e0e\u8fb9\u754c\u3011\n- \u4f60\u53ea\u8d1f\u8d23\u56de\u7b54\u4e0e\u5546\u54c1\u552e\u540e\u3001\u9000\u6362\u8d27\u3001\u7269\u6d41\u914d\u9001\u76f8\u5173\u7684\u95ee\u9898\u3002\n- \u5bf9\u4e8e\u5546\u54c1\u529f\u80fd\u3001\u53c2\u6570\u3001\u4f7f\u7528\u6280\u5de7\u7b49\u975e\u552e\u540e\u95ee\u9898\uff0c\u8bf7\u56de\u7b54\uff1a\"\u8fd9\u4e2a\u95ee\u9898\u8d85\u51fa\u4e86\u6211\u7684\u670d\u52a1\u8303\u56f4\u3002\u6211\u4e3b\u8981\u8d1f\u8d23\u89e3\u7b54\u552e\u540e\u76f8\u5173\u95ee\u9898\uff0c\u5173\u4e8e\u5546\u54c1\u529f\u80fd\u548c\u53c2\u6570\uff0c\u5efa\u8bae\u60a8\u67e5\u770b\u5546\u54c1\u8be6\u60c5\u9875\u6216\u54a8\u8be2\u552e\u524d\u5ba2\u670d\u3002\"<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Prompt \u8c03\u4f18\u662f\u4e00\u4e2a\u6301\u7eed\u7684\u8fc7\u7a0b\uff0c\u4e0d\u5b58\u5728\u5b8c\u7f8e\u7684 Prompt\u3002\u5efa\u8bae\u5efa\u7acb\u4e00\u4e2a bad case \u5e93\uff0c\u6bcf\u6b21\u4fee\u6539 Prompt \u540e\uff0c\u7528\u6240\u6709\u5386\u53f2 bad case \u56de\u5f52\u6d4b\u8bd5\uff0c\u786e\u4fdd\u4fee\u4e86\u65b0\u95ee\u9898\u6ca1\u6709\u5f15\u5165\u8001\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1\">1. \u4ee3\u7801\u5b9e\u73b0\uff1a\u4ece\u68c0\u7d22\u5230\u751f\u6210\u7684\u5b8c\u6574\u94fe\u8def<\/h3>\n\n\n\n<p>\u6574\u4f53\u6d41\u7a0b\u5206\u56db\u6b65\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>1.\u4ece Milvus \u6df7\u5408\u68c0\u7d22 + Reranker \u91cd\u6392\u5e8f\u62ff\u5230 Top-K chunk\uff08\u8fd9\u90e8\u5206\u4e0a\u4e00\u7bc7\u5df2\u7ecf\u5b9e\u73b0\u8fc7\uff0c\u8fd9\u91cc\u76f4\u63a5\u590d\u7528\uff09<\/li>\n\n\n\n<li>2.\u628a Top-K chunk \u7ec4\u88c5\u6210\u5e26\u7f16\u53f7\u3001\u5e26\u5143\u6570\u636e\u7684\u4e0a\u4e0b\u6587<\/li>\n\n\n\n<li>3.\u62fc\u63a5 System Prompt + \u4e0a\u4e0b\u6587 + \u7528\u6237\u95ee\u9898\uff0c\u8c03\u7528\u5927\u6a21\u578b Chat API<\/li>\n\n\n\n<li>4.\u89e3\u6790\u6a21\u578b\u56de\u7b54\u4e2d\u7684\u5f15\u7528\u7f16\u53f7\uff0c\u5173\u8054\u5230 chunk \u5143\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5b8c\u6574\u793a\u4f8b\u53ef\u4ee5\u67e5\u770b <a href=\"https:\/\/github.com\/nageoffer\/tinyrag\" target=\"_blank\" rel=\"noreferrer noopener\" rel=\"nofollow\" >TinyRAG<\/a> \u9879\u76ee com.nageoffer.ai.tinyrag.retrieve \u76ee\u5f55\u4e0b\u4ee3\u7801\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u5148\u5b9a\u4e49\u51e0\u4e2a\u57fa\u7840\u7684\u6570\u636e\u7ed3\u6784\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/**\n * \u68c0\u7d22\u5230\u7684 chunk\uff0c\u5305\u542b\u5185\u5bb9\u548c\u5143\u6570\u636e\n *\/@Getter@NoArgsConstructor@AllArgsConstructorpublicclassRetrievedChunk{privateString content;\/\/ chunk \u6587\u672c\u5185\u5bb9privateString source;\/\/ \u6765\u6e90\u6587\u6863\u540dprivateString sourceUrl;\/\/ \u539f\u6587\u94fe\u63a5privateString updateTime;\/\/ \u66f4\u65b0\u65f6\u95f4privateDouble score;\/\/ \u91cd\u6392\u5e8f\u5f97\u5206}\/**\n * RAG \u751f\u6210\u7ed3\u679c\uff0c\u5305\u542b\u56de\u7b54\u6587\u672c\u548c\u5f15\u7528\u4fe1\u606f\n *\/@DatapublicclassRAGResponse{privateString answer;\/\/ \u6a21\u578b\u7684\u56de\u7b54\uff08\u539f\u59cb\u6587\u672c\uff0c\u5e26 &#91;1]&#91;2] \u6807\u8bb0\uff09privateString renderedAnswer;\/\/ \u6e32\u67d3\u540e\u7684\u56de\u7b54\uff08\u5f15\u7528\u6807\u8bb0\u66ff\u6362\u4e3a\u94fe\u63a5\uff09privateList&lt;CitationInfo&gt; citations;\/\/ \u5f15\u7528\u8be6\u60c5\u5217\u8868\/**\n     * \u5f15\u7528\u4fe1\u606f\n     *\/@DatapublicstaticclassCitationInfo{privateInteger index;\/\/ \u5f15\u7528\u7f16\u53f7privateString source;\/\/ \u6765\u6e90\u6587\u6863privateString sourceUrl;\/\/ \u539f\u6587\u94fe\u63a5privateString chunkContent;\/\/ \u88ab\u5f15\u7528\u7684 chunk \u5185\u5bb9}}<\/code><\/pre>\n\n\n\n<p>\u6838\u5fc3\u7684 RAG \u751f\u6210\u670d\u52a1\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>publicclassRAGGenerationService{\/\/ SiliconFlow API \u914d\u7f6eprivatestaticfinalStringAPI_URL=\"https:\/\/api.siliconflow.cn\/v1\/chat\/completions\";privatestaticfinalStringAPI_KEY=\"\u4f60\u7684 SiliconFlow API Key\";privatestaticfinalStringMODEL=\"Qwen\/Qwen2.5-7B-Instruct\";privatestaticfinalOkHttpClient client =newOkHttpClient.Builder().connectTimeout(30,TimeUnit.SECONDS).readTimeout(60,TimeUnit.SECONDS).build();privatestaticfinalGson gson =newGson();\/**\n     * System Prompt \u6a21\u677f\u2014\u2014\u751f\u4ea7\u7ea7\u7248\u672c\n     *\/privatestaticfinalStringSYSTEM_PROMPT=\"\"\"\n            \u4f60\u662f\u4e00\u540d\u4e13\u4e1a\u7684\u7535\u5546\u5ba2\u670d\u52a9\u624b\u3002\u4f60\u7684\u4efb\u52a1\u662f\u6839\u636e\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u7684\u4fe1\u606f\uff0c\u51c6\u786e\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002\n\n            \u3010\u89d2\u8272\u4e0e\u8fb9\u754c\u3011\n            - \u4f60\u53ea\u8d1f\u8d23\u56de\u7b54\u4e0e\u5546\u54c1\u552e\u540e\u3001\u9000\u6362\u8d27\u3001\u7269\u6d41\u914d\u9001\u76f8\u5173\u7684\u95ee\u9898\u3002\n            - \u5982\u679c\u7528\u6237\u7684\u95ee\u9898\u8d85\u51fa\u8fd9\u4e2a\u8303\u56f4\uff0c\u8bf7\u793c\u8c8c\u5730\u544a\u77e5\u7528\u6237\uff0c\u5e76\u5f15\u5bfc\u56de\u552e\u540e\u76f8\u5173\u8bdd\u9898\u3002\n            - \u4e0d\u8981\u56de\u7b54\u6d89\u53ca\u54c1\u724c\u5bf9\u6bd4\u3001\u4ef7\u683c\u9884\u6d4b\u3001\u4e2a\u4eba\u89c2\u70b9\u7b49\u4e3b\u89c2\u6027\u95ee\u9898\u3002\n\n            \u3010\u56de\u7b54\u89c4\u5219\u3011\n            1. \u53ea\u57fa\u4e8e\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u7684\u5185\u5bb9\u56de\u7b54\u95ee\u9898\uff0c\u4e0d\u8981\u4f7f\u7528\u4f60\u81ea\u5df1\u7684\u77e5\u8bc6\u3002\n            2. \u5982\u679c\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u4fe1\u606f\uff0c\u8bf7\u660e\u786e\u56de\u7b54\uff1a\"\u6839\u636e\u73b0\u6709\u8d44\u6599\uff0c\u6682\u65f6\u65e0\u6cd5\u56de\u7b54\u8be5\u95ee\u9898\u3002\u5efa\u8bae\u60a8\u8054\u7cfb\u4eba\u5de5\u5ba2\u670d\u83b7\u53d6\u66f4\u591a\u5e2e\u52a9\u3002\"\n            3. \u4e0d\u8981\u7f16\u9020\u4efb\u4f55\u3010\u53c2\u8003\u8d44\u6599\u3011\u4e2d\u6ca1\u6709\u63d0\u5230\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u6570\u5b57\u3001\u65e5\u671f\u3001\u91d1\u989d\u7b49\u3002\n            4. \u5982\u679c\u591a\u6761\u53c2\u8003\u8d44\u6599\u7684\u4fe1\u606f\u5b58\u5728\u51b2\u7a81\uff0c\u8bf7\u6307\u51fa\u51b2\u7a81\u5e76\u544a\u77e5\u7528\u6237\u4ee5\u6700\u65b0\u7684\u8d44\u6599\u4e3a\u51c6\u3002\n\n            \u3010\u5f15\u7528\u89c4\u5219\u3011\n            - \u56de\u7b54\u65f6\u8bf7\u5f15\u7528\u53c2\u8003\u8d44\u6599\u7684\u7f16\u53f7\uff0c\u683c\u5f0f\u4e3a &#91;1]\u3001&#91;2] \u7b49\uff0c\u6807\u6ce8\u5728\u76f8\u5173\u53e5\u5b50\u7684\u672b\u5c3e\u3002\n            - \u5982\u679c\u4e00\u53e5\u8bdd\u7684\u4fe1\u606f\u6765\u81ea\u591a\u6761\u53c2\u8003\u8d44\u6599\uff0c\u8bf7\u540c\u65f6\u6807\u6ce8\u591a\u4e2a\u7f16\u53f7\uff0c\u5982 &#91;1]&#91;3]\u3002\n            - \u53ea\u5f15\u7528\u4f60\u5b9e\u9645\u4f7f\u7528\u5230\u7684\u53c2\u8003\u8d44\u6599\u3002\n\n            \u3010\u683c\u5f0f\u8981\u6c42\u3011\n            - \u7528\u7b80\u6d01\u3001\u53cb\u597d\u7684\u8bed\u6c14\u56de\u7b54\u3002\n            - \u56de\u7b54\u8981\u8986\u76d6\u7528\u6237\u95ee\u9898\u7684\u6838\u5fc3\u8981\u70b9\uff0c\u8865\u5145\u5fc5\u8981\u7684\u6ce8\u610f\u4e8b\u9879\uff0c\u4f46\u4e0d\u8981\u5c55\u5f00\u65e0\u5173\u7684\u80cc\u666f\u77e5\u8bc6\u3002\n            \"\"\";\/**\n     * \u6b65\u9aa4\u4e00\uff1a\u628a\u68c0\u7d22\u5230\u7684 chunk \u5217\u8868\u7ec4\u88c5\u6210\u5e26\u7f16\u53f7\u7684\u4e0a\u4e0b\u6587\n     *\/publicStringbuildContext(List&lt;RetrievedChunk&gt; chunks){StringBuilder context =newStringBuilder(\"\u3010\u53c2\u8003\u8d44\u6599\u3011\\n\\n\");for(int i =0; i &lt; chunks.size(); i++){RetrievedChunk chunk = chunks.get(i);\n            context.append(String.format(\"&#91;%d] \u6765\u6e90\uff1a%s | \u66f4\u65b0\u65f6\u95f4\uff1a%s\\n\",\n                    i +1, chunk.getSource(), chunk.getUpdateTime()));\n            context.append(chunk.getContent()).append(\"\\n\\n\");}return context.toString();}\/**\n     * \u6b65\u9aa4\u4e8c\uff1a\u8c03\u7528\u5927\u6a21\u578b Chat API\n     *\/publicStringcallLlm(String systemPrompt,String context,String userQuery)throwsIOException{\/\/ \u62fc\u63a5\u5b8c\u6574\u7684\u7528\u6237\u6d88\u606f\uff1a\u4e0a\u4e0b\u6587 + \u7528\u6237\u95ee\u9898String userMessage = context +\"\u3010\u7528\u6237\u95ee\u9898\u3011\\n\"+ userQuery;\/\/ \u6784\u5efa\u8bf7\u6c42\u4f53JsonObject requestBody =newJsonObject();\n        requestBody.addProperty(\"model\",MODEL);\n        requestBody.addProperty(\"temperature\",0.1);\/\/ \u4f4e Temperature\uff0c\u51cf\u5c11\u968f\u673a\u6027\n        requestBody.addProperty(\"max_tokens\",1024);JsonArray messages =newJsonArray();\/\/ system \u6d88\u606fJsonObject systemMsg =newJsonObject();\n        systemMsg.addProperty(\"role\",\"system\");\n        systemMsg.addProperty(\"content\", systemPrompt);\n        messages.add(systemMsg);\/\/ user \u6d88\u606fJsonObject userMsg =newJsonObject();\n        userMsg.addProperty(\"role\",\"user\");\n        userMsg.addProperty(\"content\", userMessage);\n        messages.add(userMsg);\n\n        requestBody.add(\"messages\", messages);\/\/ \u53d1\u9001\u8bf7\u6c42Request request =newRequest.Builder().url(API_URL).addHeader(\"Authorization\",\"Bearer \"+API_KEY).addHeader(\"Content-Type\",\"application\/json\").post(RequestBody.create(\n                        gson.toJson(requestBody),MediaType.parse(\"application\/json\"))).build();try(Response response = client.newCall(request).execute()){if(!response.isSuccessful()){thrownewIOException(\"API \u8c03\u7528\u5931\u8d25\uff0c\u72b6\u6001\u7801\uff1a\"+ response.code()+\"\uff0c\u54cd\u5e94\uff1a\"+ response.body().string());}JsonObject responseJson = gson.fromJson(response.body().string(),JsonObject.class);return responseJson\n                    .getAsJsonArray(\"choices\").get(0).getAsJsonObject().getAsJsonObject(\"message\").get(\"content\").getAsString();}}\/**\n     * \u6b65\u9aa4\u4e09\uff1a\u89e3\u6790\u6a21\u578b\u56de\u7b54\u4e2d\u7684\u5f15\u7528\u7f16\u53f7\n     *\/publicList&lt;RAGResponse.CitationInfo&gt;parseCitations(String answer,List&lt;RetrievedChunk&gt; chunks){Set&lt;Integer&gt; citedIndexes =newTreeSet&lt;&gt;();Pattern pattern =Pattern.compile(\"\\\\&#91;(\\\\d+)]\");Matcher matcher = pattern.matcher(answer);while(matcher.find()){\n            citedIndexes.add(Integer.parseInt(matcher.group(1)));}List&lt;RAGResponse.CitationInfo&gt; citations =newArrayList&lt;&gt;();for(int index : citedIndexes){if(index &gt;=1&amp;&amp; index &lt;= chunks.size()){RetrievedChunk chunk = chunks.get(index -1);RAGResponse.CitationInfo info =newRAGResponse.CitationInfo();\n                info.setIndex(index);\n                info.setSource(chunk.getSource());\n                info.setSourceUrl(chunk.getSourceUrl());\n                info.setChunkContent(chunk.getContent());\n                citations.add(info);}}return citations;}\/**\n     * \u5b8c\u6574\u7684 RAG \u751f\u6210\u6d41\u7a0b\uff1a\u68c0\u7d22 \u2192 \u7ec4\u88c5 \u2192 \u751f\u6210 \u2192 \u89e3\u6790\n     *\n     * @param chunks    \u7ecf\u8fc7\u6df7\u5408\u68c0\u7d22 + \u91cd\u6392\u5e8f\u540e\u7684 Top-K chunk\n     * @param userQuery \u7528\u6237\u7684\u539f\u59cb\u95ee\u9898\n     * @return \u5305\u542b\u56de\u7b54\u548c\u5f15\u7528\u4fe1\u606f\u7684 RAGResponse\n     *\/publicRAGResponsegenerate(List&lt;RetrievedChunk&gt; chunks,String userQuery)throwsIOException{\/\/ 1. \u7ec4\u88c5\u4e0a\u4e0b\u6587String context =buildContext(chunks);\/\/ 2. \u8c03\u7528\u5927\u6a21\u578bString answer =callLlm(SYSTEM_PROMPT, context, userQuery);\/\/ 3. \u89e3\u6790\u5f15\u7528List&lt;RAGResponse.CitationInfo&gt; citations =parseCitations(answer, chunks);\/\/ 4. \u7ec4\u88c5\u7ed3\u679cRAGResponse response =newRAGResponse();\n        response.setAnswer(answer);\n        response.setCitations(citations);return response;}}<\/code><\/pre>\n\n\n\n<p>\u51e0\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u8bbe\u8ba1\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SystemPrompt\u548c\u4e0a\u4e0b\u6587\u5206\u5f00\u4f20\u9012<\/strong> \uff1aSystem Prompt \u653e\u5728 <code>role: system<\/code> \u6d88\u606f\u91cc\uff0c\u4e0a\u4e0b\u6587\u548c\u7528\u6237\u95ee\u9898\u653e\u5728 <code>role: user<\/code> \u6d88\u606f\u91cc\u3002\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f\u6a21\u578b\u80fd\u66f4\u6e05\u695a\u5730\u533a\u5206\"\u884c\u4e3a\u6307\u4ee4\"\u548c\"\u53c2\u8003\u5185\u5bb9\"\uff0c\u6548\u679c\u6bd4\u5168\u90e8\u585e\u5728\u4e00\u4e2a\u6d88\u606f\u91cc\u8981\u597d<\/li>\n\n\n\n<li><strong>Temperature\u8bbe\u4e3a0.1<\/strong> \uff1a\u4e0d\u8bbe 0 \u662f\u56e0\u4e3a\u5b8c\u5168\u786e\u5b9a\u6027\u7684\u8f93\u51fa\u6709\u65f6\u5019\u4f1a\u5bfc\u81f4\u56de\u7b54\u8fc7\u4e8e\u751f\u786c\uff0c0.1 \u4fdd\u7559\u4e86\u4e00\u70b9\u70b9\u7075\u6d3b\u6027\uff0c\u540c\u65f6\u51e0\u4e4e\u4e0d\u4f1a\u4ea7\u751f\u5e7b\u89c9<\/li>\n\n\n\n<li><strong>\u5f15\u7528\u89e3\u6790\u505a\u4e86\u8fb9\u754c\u68c0\u67e5<\/strong> \uff1a<code>index >= 1 &amp;&amp; index &lt;= chunks.size()<\/code>\uff0c\u9632\u6b62\u6a21\u578b\u8f93\u51fa\u4e86\u4e0d\u5b58\u5728\u7684\u5f15\u7528\u7f16\u53f7\uff08\u6bd4\u5982\u53ea\u6709 3 \u4e2a chunk\uff0c\u6a21\u578b\u5374\u5f15\u7528\u4e86 [5]\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2\">2. \u8fd0\u884c\u6548\u679c\u5c55\u793a<\/h3>\n\n\n\n<p>\u7528\u4e00\u4e2a\u5b8c\u6574\u7684\u4f8b\u5b50\u8dd1\u4e00\u904d\u3002\u5047\u8bbe\u7528\u6237\u95ee\u7684\u662f\"iPhone 16 Pro Max \u62c6\u5c01\u540e\u8fd8\u80fd\u9000\u5417\uff1f\u8fd0\u8d39\u8c01\u51fa\uff1f\"\uff0c\u7ecf\u8fc7\u6df7\u5408\u68c0\u7d22 + \u91cd\u6392\u5e8f\uff0c\u62ff\u5230\u4e86 3 \u4e2a chunk\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>publicclassRAGDemo{publicstaticvoidmain(String&#91;] args)throwsException{RAGGenerationService service =newRAGGenerationService();\/\/ \u6a21\u62df\u68c0\u7d22 + \u91cd\u6392\u5e8f\u540e\u7684 Top-3 chunkList&lt;RetrievedChunk&gt; chunks =List.of(newRetrievedChunk(\"iPhone 16 Pro Max \u56e0\u5c4f\u5e55\u5b9a\u5236\u5de5\u827a\uff0c\u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\u5982\u9700\u9000\u8d27\uff0c\u9700\u7ecf\u552e\u540e\u68c0\u6d4b\u786e\u8ba4\u5b58\u5728\u8d28\u91cf\u95ee\u9898\u3002\",\"\u9000\u8d27\u653f\u7b56\u6587\u6863\",\"\/docs\/return-policy\",\"2026-01-15\",0.95),newRetrievedChunk(\"\u6807\u51c6\u5546\u54c1\u5728\u7b7e\u6536\u540e 7 \u5929\u5185\u53ef\u7533\u8bf7\u65e0\u7406\u7531\u9000\u8d27\uff0c\u5546\u54c1\u9700\u4fdd\u6301\u5b8c\u597d\uff0c\u4e0d\u5f71\u54cd\u4e8c\u6b21\u9500\u552e\u3002\",\"\u901a\u7528\u9000\u8d27\u89c4\u5219\",\"\/docs\/general-return\",\"2026-01-10\",0.82),newRetrievedChunk(\"\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5\uff1b\u975e\u8d28\u91cf\u95ee\u9898\u9000\u8d27\uff0c\u8fd0\u8d39\u7531\u4e70\u5bb6\u627f\u62c5\u3002\",\"\u9000\u8d27\u8fd0\u8d39\u89c4\u5219\",\"\/docs\/return-shipping\",\"2026-02-01\",0.78));String userQuery =\"iPhone 16 Pro Max \u62c6\u5c01\u540e\u8fd8\u80fd\u9000\u5417\uff1f\u8fd0\u8d39\u8c01\u51fa\uff1f\";\/\/ \u6267\u884c RAG \u751f\u6210RAGResponse response = service.generate(chunks, userQuery);\/\/ \u8f93\u51fa\u7ed3\u679cSystem.out.println(\"=== \u7528\u6237\u95ee\u9898 ===\");System.out.println(userQuery);System.out.println();System.out.println(\"=== \u6a21\u578b\u56de\u7b54 ===\");System.out.println(response.getAnswer());System.out.println();System.out.println(\"=== \u5f15\u7528\u6765\u6e90 ===\");for(RAGResponse.CitationInfo citation : response.getCitations()){System.out.printf(\"&#91;%d] %s\uff08%s\uff09%n\",\n                    citation.getIndex(), citation.getSource(), citation.getSourceUrl());}}}<\/code><\/pre>\n\n\n\n<p>\u8fd0\u884c\u8f93\u51fa\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>=== \u7528\u6237\u95ee\u9898 ===\niPhone 16 Pro Max \u62c6\u5c01\u540e\u8fd8\u80fd\u9000\u5417\uff1f\u8fd0\u8d39\u8c01\u51fa\uff1f\n\n=== \u6a21\u578b\u56de\u7b54 ===\niPhone 16 Pro Max \u56e0\u5c4f\u5e55\u5b9a\u5236\u5de5\u827a\uff0c\u62c6\u5c01\u540e\u4e0d\u652f\u6301\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002\u5982\u679c\u9700\u8981\u9000\u8d27\uff0c\u9700\u7ecf\u552e\u540e\u68c0\u6d4b\u786e\u8ba4\u5b58\u5728\u8d28\u91cf\u95ee\u9898\uff0c\u6b64\u65f6\u8fd0\u8d39\u7531\u5546\u5bb6\u627f\u62c5 &#91;1]\u3002\u5bf9\u4e8e\u5176\u4ed6\u6807\u51c6\u5546\u54c1\uff0c\u7b7e\u6536\u540e 7 \u5929\u5185\u53ef\u7533\u8bf7\u65e0\u7406\u7531\u9000\u8d27\uff0c\u5546\u54c1\u9700\u4fdd\u6301\u5b8c\u597d\uff0c\u4e0d\u5f71\u54cd\u4e8c\u6b21\u9500\u552e\uff0c\u6b64\u65f6\u8fd0\u8d39\u7531\u4e70\u5bb6\u627f\u62c5 &#91;2]&#91;3]\u3002\n\n=== \u5f15\u7528\u6765\u6e90 ===\n&#91;1] \u9000\u8d27\u653f\u7b56\u6587\u6863\uff08\/docs\/return-policy\uff09\n&#91;2] \u901a\u7528\u9000\u8d27\u89c4\u5219\uff08\/docs\/general-return\uff09\n&#91;3] \u9000\u8d27\u8fd0\u8d39\u89c4\u5219\uff08\/docs\/return-shipping\uff09<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>prompt\u5de5\u7a0b \u5047\u8bbe\u4f60\u5728\u7ef4\u62a4\u4e00\u4e2a\u7535\u5546\u5ba2\u670d\u77e5\u8bc6\u5e93\uff0c\u7528\u6237\u95ee\uff1aiPhone 16 Pro Max \u62c6\u5c01\u540e\u8fd8\u80fd\u9000\u5417\uff1f \u7ecf\u8fc7\u6df7\u5408\u68c0\u7d22 +  &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emotion":"","emotion_color":"","title_style":"","license":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-1882","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts\/1882","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1882"}],"version-history":[{"count":5,"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts\/1882\/revisions"}],"predecessor-version":[{"id":1888,"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts\/1882\/revisions\/1888"}],"wp:attachment":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1882"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1882"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1882"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}