{"id":1154265,"date":"2025-10-31T03:25:58","date_gmt":"2025-10-31T10:25:58","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1154265"},"modified":"2025-10-31T03:26:46","modified_gmt":"2025-10-31T10:26:46","slug":"pike-rag-signify","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/pike-rag-signify\/","title":{"rendered":"\u5f53\u5de5\u4e1a\u77e5\u8bc6\u9047\u4e0aPIKE-RAG\uff1a\u6615\u8bfa\u98de\u5ba2\u670d\u6548\u7387\u8dc3\u5347\u80cc\u540e\u7684\u6280\u672f\u7a81\u7834"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1aRAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u901a\u8fc7\u4e3a AI \u914d\u5907\u201c\u5916\u6302\u77e5\u8bc6\u5e93\u201d\uff0c\u6709\u6548\u7f13\u89e3\u4e86\u5927\u6a21\u578b\u7684\u79c1\u57df\u77e5\u8bc6\u6b20\u7f3a\u548c\u5e7b\u89c9\u95ee\u9898\uff0c\u4f7f\u5176\u66f4\u9002\u5408\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u548c\u5b9e\u65f6\u6570\u636e\u652f\u6491\u7684\u4e1a\u52a1\u573a\u666f\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f00\u53d1\u7684\u591a\u529f\u80fd\u3001\u53ef\u6269\u5c55\u7684 PIKE-RAG\uff0c\u5219\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u5927\u6a21\u578b\u5728\u590d\u6742\u5de5\u4e1a\u573a\u666f\u4e2d\u7684\u63a8\u7406\u548c\u5e94\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e00\u6280\u672f\uff0c\u5168\u7403\u7167\u660e\u9886\u5bfc\u8005\u6615\u8bfa\u98de\uff08Signify\uff0c\u539f\u98de\u5229\u6d66\u7167\u660e\uff09\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5408\u4f5c\uff0c\u5728\u5176\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u4e2d\u8fdb\u884c\u4e86 PIKE-RAG \u6982\u5ff5\u9a8c\u8bc1\uff08POC\uff09\u6d4b\u8bd5\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5ba2\u670d\u6548\u7387\u548c\u56de\u7b54\u51c6\u786e\u7387\u3002\u8fd9\u4e00\u6210\u679c\u9a8c\u8bc1\u4e86 PIKE-RAG \u5728\u5de5\u4e1a\u77e5\u8bc6\u7ba1\u7406\u4e2d\u7684\u4ef7\u503c\uff0c\u4e5f\u4e3a\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u5236\u9020\u4e1a\u7b49\u4e13\u4e1a\u9886\u57df\u63d0\u4f9b\u4e86\u53ef\u590d\u7528\u7684\u6280\u672f\u6846\u67b6\u2014\u2014\u8ba9\u4eba\u5de5\u667a\u80fd\u4e0d\u6b62\u4e8e\u201c\u68c0\u7d22\u201d\uff0c\u66f4\u80fd\u50cf\u884c\u4e1a\u4e13\u5bb6\u4e00\u6837\u8fdb\u884c\u201c\u63a8\u7406\u201d\u5e76\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4f5c\u4e3a\u5168\u7403\u9886\u5148\u7684\u667a\u80fd\u4e92\u8054 LED \u4ea7\u54c1\u3001\u7167\u660e\u7cfb\u7edf\u548c\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u6615\u8bfa\u98de\uff08Signify\uff0c\u539f\u98de\u5229\u6d66\u7167\u660e\uff09\u670d\u52a1\u7684\u5bf9\u8c61\u4e0d\u4ec5\u5305\u62ec\u666e\u901a\u6d88\u8d39\u8005\uff0c\u66f4\u6db5\u76d6\u5927\u91cf\u5bf9\u6280\u672f\u53c2\u6570\u4e0e\u5de5\u7a0b\u9002\u914d\u6709\u4e25\u82db\u8981\u6c42\u7684\u4e13\u4e1a\u7528\u6237\u3002\u7136\u800c\uff0c\u9762\u5bf9\u6570\u5343\u4e2a\u4ea7\u54c1\u578b\u53f7\u3001\u590d\u6742\u7684\u5668\u4ef6\u53c2\u6570\u53ca\u591a\u7248\u672c\u7684\u6280\u672f\u8d44\u6599\uff0c\u5982\u4f55\u9ad8\u6548\u3001\u51c6\u786e\u5730\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e13\u4e1a\u89e3\u7b54\u6210\u4e3a\u4e86\u6615\u8bfa\u98de\u77e5\u8bc6\u7ba1\u7406\u65b9\u9762\u7684\u6838\u5fc3\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u4e3a\u7834\u89e3\u8fd9\u4e00\u96be\u9898\uff0c\u6615\u8bfa\u98de\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5408\u4f5c\uff0c\u5229\u7528PIKE-RAG \u6280\u672f\u5c55\u5f00\u4e86\u6982\u5ff5\u9a8c\u8bc1\uff08POC\uff09\uff0c\u5e76\u5c06\u5176\u96c6\u6210\u5230\u4e86\u57fa\u4e8e\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u6784\u5efa\u7684\u5347\u7ea7\u7248\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u4e2d\u3002\u8fd9\u4e00\u6539\u8fdb\u4f7f\u77e5\u8bc6\u5e93\u7ba1\u7406\u7cfb\u7edf\u7684\u56de\u7b54\u51c6\u786e\u7387\u63d0\u5347\u4e8612%\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"rag\u843d\u5730\u7167\u660e\u9886\u57df\u7684\u6311\u6218\">RAG\u843d\u5730\u7167\u660e\u9886\u57df\u7684\u6311\u6218<\/h2>\n\n\n\n<p>\u5728\u667a\u80fd\u5316\u5feb\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u9ad8\u6548\u3001\u7cbe\u51c6\u7684\u77e5\u8bc6\u7ba1\u7406\u5df2\u6210\u4e3a\u4f01\u4e1a\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u6615\u8bfa\u98de\u654f\u9510\u5730\u6d1e\u5bdf\u5230\u8fd9\u4e00\u8d8b\u52bf\uff0c\u7387\u5148\u5728\u5176\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u4e2d\u5f15\u5165\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u4e0e RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7cfb\u7edf\uff0c\u4ee5\u671f\u66f4\u597d\u5730\u6ee1\u8db3\u590d\u6742\u591a\u6837\u7684\u5ba2\u6237\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u4f20\u7edf RAG \u7cfb\u7edf\u5728\u9762\u5411\u4e13\u4e1a\u7528\u6237\u7684\u7167\u660e\u573a\u666f\u4e2d\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff1a\u4e00\u65b9\u9762\uff0c\u4ea7\u54c1\u77e5\u8bc6\u4f53\u7cfb\u9ad8\u5ea6\u590d\u6742\uff0c\u6db5\u76d6\u591a\u6a21\u6001\u6587\u6863\u3001\u975e\u7ed3\u6784\u5316\u8868\u683c\u53ca\u9519\u7efc\u590d\u6742\u7684\u4ea7\u54c1\u53c2\u6570\uff0c\u591a\u6837\u5316\u6570\u636e\u9700\u8981\u7cfb\u7edf\u6301\u7eed\u8fdb\u884c\u5b9a\u5236\u5316\u5f00\u53d1\uff0c\u5bfc\u81f4\u7cfb\u7edf\u8fed\u4ee3\u5468\u671f\u8f83\u957f\uff0c\u6269\u5c55\u6027\u53d7\u9650\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5c3d\u7ba1\u901a\u8fc7\u5173\u952e\u8bcd\u89c4\u5219\u4f18\u5316\u3001\u63d0\u793a\u8bcd\u8c03\u6574\u7b49\u65b9\u5f0f\u4e0d\u65ad\u4f18\u5316\uff0c\u4f46\u4ecd\u5e0c\u671b\u5229\u7528\u6700\u524d\u6cbf\u7684\u65b9\u6cd5\u548c\u6846\u67b6\u8fdb\u4e00\u6b65\u63d0\u9ad8\u7cfb\u7edf\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<p>\u4e3a\u8fdb\u4e00\u6b65\u91ca\u653e\u77e5\u8bc6\u7ba1\u7406\u7684\u4ef7\u503c\uff0c\u6615\u8bfa\u98de\u5f00\u59cb\u63a2\u7d22\u66f4\u9002\u914d\u4e13\u4e1a\u573a\u666f\u7684\u6280\u672f\u65b9\u6848\u3002\u5728\u4e86\u89e3\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684 PIKE-RAG \u5df2\u5728\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u9886\u57df\u7684\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u4e2d\u6210\u529f\u5e94\u7528\u5e76\u663e\u8457\u63d0\u5347\u4fe1\u606f\u51c6\u786e\u6027\u540e\uff0c\u6615\u8bfa\u98de\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5c55\u5f00\u4e86\u5408\u4f5c\uff0c\u4f9d\u6258\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\uff0c\u5bf9 PIKE-RAG \u6280\u672f\u8fdb\u884c\u4e86\u6982\u5ff5\u9a8c\u8bc1\uff08POC\uff09\uff0c\u4ee5\u63d0\u5347\u5176\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"236\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-1-1024x236.png\" alt=\"icon\" class=\"wp-image-1154268\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-1-1024x236.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-1-300x69.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-1-768x177.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-1-240x55.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-1.png 1127w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"pike-rag-\u5982\u4f55\u7834\u89e3\u6615\u8bfa\u98de\u7684\u77e5\u8bc6\u7ba1\u7406\u75db\u70b9\">PIKE-RAG \u5982\u4f55\u7834\u89e3\u6615\u8bfa\u98de\u7684\u77e5\u8bc6\u7ba1\u7406\u75db\u70b9<\/h2>\n\n\n\n<p>\u4e0e\u4f20\u7edf RAG \u76f8\u6bd4\uff0cPIKE-RAG \u4e0d\u4ec5\u80fd\u9ad8\u6548\u68c0\u7d22\u6587\u672c\u4fe1\u606f\uff0c\u8fd8\u80fd\u7406\u89e3\u56fe\u8868\u3001\u8868\u683c\u7b49\u591a\u6a21\u6001\u5185\u5bb9\u3002\u5176\u5185\u7f6e\u7684\u9886\u57df\u9002\u914d\u6a21\u5757\u53ef\u5feb\u901f\u5b66\u4e60\u884c\u4e1a\u7279\u6709\u7684\u201c\u601d\u7ef4\u6a21\u5f0f\u201d\uff0c\u751f\u6210\u66f4\u7b26\u5408\u5de5\u7a0b\u8bed\u5883\u7684\u4e13\u4e1a\u56de\u7b54\u3002\u8fd9\u4e9b\u5dee\u5f02\u5316\u4f18\u52bf\u4e3b\u8981\u5728\u4e8e PIKE-RAG \u5bf9\u4e13\u4e1a\u77e5\u8bc6\u7684\u7279\u6b8a\u7406\u89e3\u4e0e\u5904\u7406\u65b9\u5f0f\u3002\u5728\u6615\u8bfa\u98de\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u8fd9\u79cd\u5dee\u5f02\u4e3b\u8981\u4f53\u73b0\u5728\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u591a\u6a21\u6001\u6587\u6863\u6df1\u5ea6\u89e3\u6790-\u5b66\u4e60\u884c\u4e1a\u7279\u6709\u7684-\u601d\u7ef4\u6a21\u5f0f\">\u591a\u6a21\u6001\u6587\u6863\u6df1\u5ea6\u89e3\u6790\uff0c\u5b66\u4e60\u884c\u4e1a\u7279\u6709\u7684\u201c\u601d\u7ef4\u6a21\u5f0f\u201d<\/h3>\n\n\n\n<p>\u6615\u8bfa\u98de\u7684\u4ea7\u54c1\u6587\u6863\u7c7b\u578b\u590d\u6742\u591a\u6837\uff0c\u5305\u62ec\u975e\u6807\u51c6\u5316\u8868\u683c\uff08\u5982\u4e0d\u540c\u7535\u6d41\u4e0b\u7684\u7535\u538b\u8303\u56f4\u5bf9\u7167\u8868\uff09\u3001\u7535\u8def\u63a5\u7ebf\u56fe\uff08\u6807\u6ce8\u9a71\u52a8\u5668\u7684\u529f\u7387\u9650\u5236\uff09\u7b49\u5185\u5bb9\u3002\u4f20\u7edf\u7cfb\u7edf\u5f80\u5f80\u65e0\u6cd5\u6709\u6548\u5904\u7406\u8fd9\u7c7b\u4fe1\u606f\u2014\u2014\u8981\u4e48\u76f4\u63a5\u5ffd\u7565\uff0c\u8981\u4e48\u4ec5\u63d0\u53d6\u51fa\u6df7\u4e71\u7684\u6587\u672c\u7247\u6bb5\u3002<\/p>\n\n\n\n<p>PIKE-RAG \u878d\u5408\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6587\u6863\u667a\u80fd\uff08document intelligence\uff09\u6280\u672f\u548c\u5fae\u8f6f Azure OpenAI \uff08\u56fd\u9645\u7248\uff09\u6a21\u578b\uff0c\u80fd\u591f\u7cbe\u51c6\u8bc6\u522b\u8868\u683c\u7ed3\u6784\u3001\u89e3\u6790\u7535\u8def\u56fe\u4e2d\u7684\u5173\u952e\u53c2\u6570\u3002\u4f8b\u5982\uff0c\u5f53\u5ba2\u670d\u67e5\u8be2\u201d\u67d0\u578b\u53f7\u9a71\u52a8\u5668\u57280.15\u5b89\u7535\u6d41\u4e0b\u7684\u8f93\u51fa\u7535\u538b\u201d\u65f6\uff0c\u7cfb\u7edf\u80fd\u81ea\u52a8\u5b9a\u4f4d\u6587\u6863\u4e2d\u7684\u66f2\u7ebf\u56fe\uff0c\u5e76\u6839\u636e\u7535\u6d41\u533a\u95f4\u63a8\u7b97\u51fa40-54\u4f0f\u7684\u51c6\u786e\u8303\u56f4\uff0c\u800c\u8fd9\u6b63\u662f\u4f20\u7edf\u7cfb\u7edf\u56e0\u65e0\u6cd5\u201c\u8bfb\u56fe\u201d\u800c\u9891\u7e41\u51fa\u9519\u7684\u573a\u666f\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7aef\u5230\u7aef\u77e5\u8bc6\u95ed\u73af-\u6446\u8131\u5bf9\u9519\u8bef\u6570\u636e\u6e90\u7684\u4f9d\u8d56\">\u7aef\u5230\u7aef\u77e5\u8bc6\u95ed\u73af\uff0c\u6446\u8131\u5bf9\u9519\u8bef\u6570\u636e\u6e90\u7684\u4f9d\u8d56<\/h3>\n\n\n\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4f01\u4e1a\u77e5\u8bc6\u5e93\u7ba1\u7406\u7cfb\u7edf\u5f80\u5f80\u9700\u8981\u6574\u5408\u591a\u79cd\u4fe1\u606f\u6e90\u7684\u6570\u636e\uff0c\u5076\u5c14\u4f1a\u51fa\u73b0\u201c\u4e0d\u540c\u6765\u6e90\u5185\u5bb9\u5b58\u5728\u5dee\u5f02\u201d\u7684\u60c5\u51b5\uff0c\u5c24\u5176\u5f53\u6570\u636e\u5e93\u66f4\u65b0\u8282\u594f\u672a\u80fd\u5b8c\u5168\u540c\u6b65\u65f6\u3002PIKE-RAG \u5219\u80fd\u6355\u6349\u591a\u6837\u5316\u7684\u4fe1\u606f\u6e90\uff0c\u5c06\u5176\u4f5c\u4e3a\u6e90\u8282\u70b9\u5efa\u7acb\u5f15\u7528\u5173\u7cfb\uff0c\u4e3a\u4f9d\u8d56\u591a\u6e90\u4fe1\u606f\u7684\u590d\u6742\u63a8\u7406\u4efb\u52a1\u63d0\u4f9b\u652f\u6491\u3002<\/p>\n\n\n\n<p>\u6362\u8a00\u4e4b\uff0cPIKE-RAG \u53ef\u4ee5\u76f4\u63a5\u4ee5\u539f\u59cb\u6587\u6863\u4e3a\u6570\u636e\u6e90\uff0c\u65e0\u8bba\u662f\u4ea7\u54c1\u8bf4\u660e\u4e66\u8fd8\u662f PDF \u56fe\u8868\u90fd\u80fd\u88ab\u9ad8\u6548\u89e3\u6790\u548c\u7406\u89e3\u3002\u901a\u8fc7\u4ece\u8fd9\u4e9b\u5305\u542b\u6587\u5b57\u4e0e\u56fe\u5f62\u7684\u590d\u6742\u6587\u6863\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0cPIKE-RAG \u5b9e\u73b0\u4e86\u66f4\u9ad8\u6548\u3001\u53ef\u4fe1\u7684\u77e5\u8bc6\u68c0\u7d22\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u52a8\u6001\u4efb\u52a1\u5206\u89e3\u4e0e\u591a\u8df3\u63a8\u7406-\u590d\u6742\u95ee\u9898\u4e5f\u80fd\u5f97\u5230\u7cbe\u51c6\u7b54\u6848\">\u52a8\u6001\u4efb\u52a1\u5206\u89e3\u4e0e\u591a\u8df3\u63a8\u7406\uff0c\u590d\u6742\u95ee\u9898\u4e5f\u80fd\u5f97\u5230\u7cbe\u51c6\u7b54\u6848<\/h3>\n\n\n\n<p>\u4f20\u7edf RAG \u591a\u4e3a\u201c\u4e00\u95ee\u4e00\u7b54\u201d\u7684\u751f\u6210\u6a21\u5f0f\uff0c\u96be\u4ee5\u5e94\u5bf9\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u590d\u6742\u95ee\u9898\u3002\u800c\u6615\u8bfa\u98de\u6240\u5728\u7684\u7167\u660e\u9886\u57df\uff0c\u5ba2\u6237\u95ee\u9898\u5f80\u5f80\u5b58\u5728\u591a\u7ea7\u5173\u8054\u3002\u5bf9\u6b64\uff0cPIKE-RAG \u80fd\u591f\u5c06\u7528\u6237\u63d0\u95ee\u52a8\u6001\u5206\u89e3\u4e3a\u591a\u4e2a\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u201c\u591a\u8df3\u63a8\u7406\u201d\u9010\u6b65\u6c42\u89e3\u3002\u4f8b\u5982\uff0c\u5f53\u5ba2\u6237\u63d0\u95ee\u201c\u5217\u51fa\u4e0e G8 \u7cfb\u5217\u706f\u5177\u5339\u914d\u7684\u5168\u90e8\u5e95\u5ea7\u201d\uff0c\u4f46\u6240\u6709\u6587\u6863\u4e2d\u5747\u672a\u76f4\u63a5\u8bf4\u660e G8 \u7684\u9002\u914d\u5e95\u5ea7\u65f6\uff0cPIKE-RAG \u7684\u63a8\u7406\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b2c\u4e00\u6b65\uff1a\u7cfb\u7edf\u53d1\u73b0\u4e00\u6761\u9690\u542b\u77e5\u8bc6\u2014\u2014\u67d0\u6587\u6863\u6307\u51fa G7 \u4e0e G8 \u5c3a\u5bf8\u5b8c\u5168\u4e00\u81f4\uff0c\u5e76\u58f0\u660e\u6240\u6709\u9002\u7528\u4e8e G7 \u7684\u5e95\u5ea7\u5747\u53ef\u517c\u5bb9 G8\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u6b65\uff1a\u57fa\u4e8e\u8be5\u7ebf\u7d22\uff0c\u7cfb\u7edf\u8f6c\u800c\u68c0\u7d22 G7 \u7cfb\u5217\u5bf9\u5e94\u7684\u5e95\u5ea7\u5217\u8868\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e09\u6b65\uff1a\u7531\u4e8e\u8be5\u5217\u8868\u4ec5\u4ee5\u7f29\u5199\u5f62\u5f0f\u7f57\u5217\u5e95\u5ea7\u578b\u53f7\uff0c\u7cfb\u7edf\u4f1a\u8fdb\u4e00\u6b65\u5728\u6587\u6863\u4e2d\u67e5\u627e\u7f29\u5199\u4e0e\u5168\u79f0\u7684\u5bf9\u7167\u8868\uff0c\u6700\u7ec8\u751f\u6210 G8 \u5e95\u5ea7\u7684\u5b8c\u6574\u578b\u53f7\u5217\u8868\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e00\u7cfb\u5217\u81ea\u52a8\u5316\u7684\u591a\u8df3\u63a8\u7406\uff0c\u7cfb\u7edf\u6700\u7ec8\u4e3a\u5ba2\u6237\u63d0\u4f9b\u51c6\u786e\u3001\u5b8c\u6574\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"521\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-2.png\" alt=\"diagram\" class=\"wp-image-1154269\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-2.png 1000w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-2-300x156.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-2-768x400.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-2-240x125.png 240w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aPIKE-RAG \u5728\u591a\u6e90\u548c\u591a\u6a21\u6001\u6570\u636e\u73af\u5883\u4e2d\u6709\u6548\u7f16\u6392\u548c\u6574\u5408\u5f02\u6784\u4fe1\u606f<\/figcaption><\/figure>\n\n\n\n<p>\u7ecf\u6d4b\u8bd5\uff0c\u57fa\u4e8e PIKE-RAG \u7684\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\u5c55\u73b0\u51fa\u663e\u8457\u4f18\u52bf\uff1a\u76f8\u6bd4\u539f\u6709\u7cfb\u7edf\uff0c\u57fa\u4e8e PIKE-RAG \u7684\u7cfb\u7edf\u6027\u80fd\u63d0\u5347\u4e8612%\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e9b\u6210\u7ee9\u5747\u662f\u5728\u6ca1\u6709\u9488\u5bf9\u5355\u4e2a\u95ee\u9898\u8fdb\u884c\u4efb\u4f55\u5b9a\u5236\u5316\u8c03\u6574\u7684\u60c5\u51b5\u4e0b\u53d6\u5f97\u7684\uff0c\u4ec5\u901a\u8fc7\u7b97\u6cd5\u4f18\u5316\u5c31\u5b9e\u73b0\u4e86\u77e5\u8bc6\u7684\u7cbe\u51c6\u5339\u914d\u4e0e\u751f\u6210\u3002\u8fd9\u610f\u5473\u7740\uff0c\u968f\u7740\u7cfb\u7edf\u4e0d\u65ad\u5b66\u4e60\u548c\u5438\u6536\u6615\u8bfa\u98de\u7684\u4e13\u6709\u77e5\u8bc6\uff0c\u56de\u7b54\u51c6\u786e\u7387\u8fd8\u5c06\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u201c\u5728\u2018\u4ea7\u54c1\u89c4\u683c\u6d1e\u5bdf\u5de5\u5177\u2019\u7684\u6982\u5ff5\u9a8c\u8bc1\u4e2d\uff0cPIKE-RAG \u5e2e\u52a9\u6211\u4eec\u663e\u8457\u63d0\u5347\u4e86\u539f\u6709\u7cfb\u7edf\u6027\u80fd\uff0c\u8fd9\u5c06\u8fdb\u4e00\u6b65\u63d0\u5347\u5ba2\u6237\u670d\u52a1\u7684\u6574\u4f53\u6ee1\u610f\u5ea6\u3002\u76ee\u524d\uff0c\u6211\u4eec\u6b63\u4ece\u6280\u672f\u843d\u5730\u3001\u6210\u672c\u63a7\u5236\u53ca\u672a\u6765\u9002\u914d\u6027\u7b49\u591a\u7ef4\u5ea6\u8bc4\u4f30 PIKE-RAG \u7684\u5e94\u7528\u8def\u5f84\uff0c\u4e5f\u671f\u5f85\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6df1\u5316\u5408\u4f5c\uff0c\u5171\u540c\u63a8\u52a8\u76f8\u5173\u6280\u672f\u7684\u8fed\u4ee3\u53d1\u5c55\u3002\u201d\u6615\u8bfa\u98de\u4e2d\u56fd\u7814\u7a76\u9662\u9662\u957f\u5218\u6d77\u6d9b\u8868\u793a\uff0c\u201c\u66f4\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5728\u5408\u4f5c\u8fc7\u7a0b\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c55\u73b0\u4e86\u6df1\u539a\u7684\u884c\u4e1a\u77e5\u8bc6\u548c\u4e25\u8c28\u7684\u79d1\u7814\u6001\u5ea6\u3002\u9762\u5bf9\u7167\u660e\u4ea7\u54c1\u7b49\u8de8\u9886\u57df\u7684\u65b0\u5174\u77e5\u8bc6\uff0c\u4ed6\u4eec\u79ef\u6781\u4e3b\u52a8\u5b66\u4e60\u3001\u6df1\u5165\u5206\u6790\uff0c\u8ffd\u6eaf\u5e76\u5398\u6e05\u95ee\u9898\u7684\u6839\u672c\u539f\u56e0\uff0c\u4f7f PIKE-RAG \u66f4\u52a0\u5951\u5408\u6615\u8bfa\u98de\u7684\u5b9e\u9645\u5e94\u7528\u9700\u6c42\u3002\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ece\u7167\u660e\u5230\u591a\u5143\u573a\u666f-pike-rag\u5c55\u73b0\u5f3a\u5927\u6cdb\u5316\u80fd\u529b\">\u4ece\u7167\u660e\u5230\u591a\u5143\u573a\u666f\uff0cPIKE-RAG\u5c55\u73b0\u5f3a\u5927\u6cdb\u5316\u80fd\u529b<\/h2>\n\n\n\n<p>\u5728\u6615\u8bfa\u98de\u7684\u6210\u529f\u6d4b\u8bd5\u4e2d\uff0cPIKE-RAG \u5c55\u73b0\u51fa\u4e86\u5728\u590d\u6742\u5de5\u4e1a\u573a\u666f\u4e2d\u7684\u5f3a\u5927\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u5b9e\u73b0\u8de8\u9886\u57df\u7684\u5feb\u901f\u9002\u914d\uff0c\u5176\u4e09\u5927\u6838\u5fc3\u4f18\u52bf\u4e3a\uff1a<\/p>\n\n\n\n<p>\u652f\u6301\u7cfb\u7edf\u81ea\u6211\u8fdb\u5316\u4e0e\u6301\u7eed\u5b66\u4e60\u3002PIKE-RAG \u80fd\u591f\u6301\u7eed\u5206\u6790\u4ea4\u4e92\u65e5\u5fd7\u4e2d\u7684\u9519\u8bef\u6848\u4f8b\uff0c\u5229\u7528\u8fdb\u5316\u7b97\u6cd5\u81ea\u52a8\u4f18\u5316\u77e5\u8bc6\u62bd\u53d6\u7b56\u7565\uff08\u5982\u5c1d\u8bd5\u4e0d\u540c\u8868\u683c\u89e3\u6790\u65b9\u6cd5\u3001\u8c03\u6574\u591a\u6a21\u6001\u5185\u5bb9\u6743\u91cd\uff09\uff0c\u5e76\u5c06\u9a8c\u8bc1\u6709\u6548\u7684\u7b56\u7565\u56fa\u5316\u5e94\u7528\u4e8e\u672a\u6765\u7684\u95ee\u7b54\u4e2d\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u5373\u53ef\u9002\u5e94\u65b0\u77e5\u8bc6\u7c7b\u578b\u3002<\/p>\n\n\n\n<p>\u4ee5\u80fd\u529b\u9700\u6c42\u4e3a\u5bfc\u5411\u7684\u6a21\u5757\u5316\u67b6\u6784\u3002PIKE-RAG \u53ef\u4ee5\u7075\u6d3b\u7ec4\u5408\u6587\u4ef6\u89e3\u6790\u3001\u77e5\u8bc6\u63d0\u53d6\u3001\u77e5\u8bc6\u5b58\u50a8\u3001\u77e5\u8bc6\u68c0\u7d22\u3001\u77e5\u8bc6\u7ec4\u7ec7\u3001\u4ee5\u77e5\u8bc6\u4e3a\u4e2d\u5fc3\u7684\u63a8\u7406\u3001\u4efb\u52a1\u5206\u89e3\u4e0e\u534f\u8c03\u7b49\u5b50\u6a21\u5757\uff0c\u9488\u5bf9\u4e0d\u540c\u573a\u666f\u9700\u6c42\uff08\u5982\u4e8b\u5b9e\u68c0\u7d22\u3001\u591a\u8df3\u63a8\u7406\u3001\u521b\u65b0\u751f\u6210\uff09\u52a8\u6001\u8c03\u6574\u80fd\u529b\u91cd\u5fc3\uff0c\u7075\u6d3b\u6784\u5efa\u9002\u5e94\u5b9e\u9645\u573a\u666f\u7684 RAG \u65b9\u6cd5\uff0c\u9ad8\u6548\u5904\u7406\u5404\u7c7b\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u6df1\u5ea6\u9002\u914d\u9886\u57df\u4e13\u5c5e\u601d\u7ef4\u6a21\u5f0f\u3002\u901a\u8fc7 Domain Tips\uff08\u9886\u57df\u63d0\u793a\uff09\u52a8\u6001\u66f4\u65b0\u529f\u80fd\uff0c\u4f01\u4e1a\u53ef\u5b9e\u65f6\u52a0\u5165\u7279\u5b9a\u9886\u57df\u7684\u903b\u8f91\u89c4\u5219\uff08\u5982 LED \u9a71\u52a8\u5668\u7684\u201c\u6700\u5927\u8f93\u51fa\u7535\u538b\u5e94\u53d6\u5de5\u4f5c\u7535\u538b\u8303\u56f4\u7684\u6700\u5927\u503c\u800c\u975e\u53c2\u6570\u8868\u91cc\u9762\u7684\u6700\u5927\u8f93\u51fa\u7535\u538b\u201d\uff09\uff0c\u8ba9\u7cfb\u7edf\u80fd\u50cf\u4e13\u4e1a\u5de5\u7a0b\u5e08\u4e00\u6837\uff0c\u9075\u5faa\u884c\u4e1a\u7ea6\u5b9a\u4fd7\u6210\u7684\u601d\u7ef4\u65b9\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"666\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-3-1024x666.png\" alt=\"\u56fe2\uff1aPIKE-RAG \u6846\u67b6\u5168\u666f\u56fe\" class=\"wp-image-1154270\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-3-1024x666.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-3-300x195.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-3-768x500.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-3-240x156.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pike-rag-signify-3.png 1270w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aPIKE-RAG \u6846\u67b6\u5168\u666f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>PIKE-RAG \u7684\u8fd9\u79cd\u6cdb\u5316\u80fd\u529b\u5728\u6615\u8bfa\u98de\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\u4e2d\u5f97\u5230\u9a8c\u8bc1\u7684\u540c\u65f6\uff0c\u4e5f\u5728\u5de5\u4e1a\u5236\u9020\u3001\u91c7\u77ff\u3001\u5236\u836f\u7b49\u591a\u4e2a\u9886\u57df\u7684\u6d4b\u8bd5\u5e94\u7528\u4e2d\uff0c\u663e\u8457\u63d0\u5347\u4e86\u95ee\u7b54\u7cfb\u7edf\u7684\u51c6\u786e\u5ea6\u3002<\/p>\n\n\n\n<p>\u201c\u6615\u8bfa\u98de\u4f5c\u4e3a\u7167\u660e\u9886\u57df\u7684\u9886\u5bfc\u8005\uff0c\u5176\u590d\u6742\u7684\u5de5\u4e1a\u77e5\u8bc6\u4f53\u7cfb\u4e3a PIKE-RAG \u6280\u672f\u63d0\u4f9b\u4e86\u6781\u5177\u6311\u6218\u6027\u7684\u843d\u5730\u573a\u666f\u3002\u901a\u8fc7\u8fd9\u6b21\u5408\u4f5c\uff0c\u6211\u4eec\u4e0d\u4ec5\u9a8c\u8bc1\u4e86 PIKE-RAG \u7684\u901a\u7528\u65b9\u6cd5\u80fd\u5927\u5e45\u63d0\u5347\u4e13\u4e1a\u77e5\u8bc6\u95ee\u7b54\u7684\u51c6\u786e\u7387\uff0c\u52a0\u901f\u573a\u666f\u5b9a\u5236\u5468\u671f\uff0c\u66f4\u79ef\u7d2f\u4e86\u7814\u7a76\u5458\u4eec\u5904\u7406\u9886\u57df\u7279\u6709\u6570\u636e\u7684\u7ecf\u9a8c\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5168\u7403\u7814\u7a76\u5408\u4f19\u4eba\u8fb9\u6c5f\u5f3a\u8c03\uff0c\u201c\u6211\u4eec\u7684\u76ee\u6807\u4e0d\u662f\u6253\u9020\u5168\u80fd\u7684\u901a\u7528\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u6784\u5efa\u80fd\u591f\u6df1\u5ea6\u7406\u89e3\u4e13\u4e1a\u9886\u57df\u601d\u7ef4\u3001\u5177\u5907\u4e25\u8c28\u77e5\u8bc6\u63a8\u7406\u80fd\u529b\u7684\u4e13\u4e1a\u52a9\u624b\u3002\u8fd9\u624d\u662f\u5de5\u4e1a\u77e5\u8bc6\u7ba1\u7406\u667a\u80fd\u5316\u8f6c\u578b\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u3002\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1aRAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u901a\u8fc7\u4e3a AI \u914d\u5907\u201c\u5916\u6302\u77e5\u8bc6\u5e93\u201d\uff0c\u6709\u6548\u7f13\u89e3\u4e86\u5927\u6a21\u578b\u7684\u79c1\u57df\u77e5\u8bc6\u6b20\u7f3a\u548c\u5e7b\u89c9\u95ee\u9898\uff0c\u4f7f\u5176\u66f4\u9002\u5408\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u548c\u5b9e\u65f6\u6570\u636e\u652f\u6491\u7684\u4e1a\u52a1\u573a\u666f\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f00\u53d1\u7684\u591a\u529f\u80fd\u3001\u53ef\u6269\u5c55\u7684 PIKE-RAG\uff0c\u5219\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u5927\u6a21\u578b\u5728\u590d\u6742\u5de5\u4e1a\u573a\u666f\u4e2d\u7684\u63a8\u7406\u548c\u5e94\u7528\u80fd\u529b\u3002 \u57fa\u4e8e\u8fd9\u4e00\u6280\u672f\uff0c\u5168\u7403\u7167\u660e\u9886\u5bfc\u8005\u6615\u8bfa\u98de\uff08Signify\uff0c\u539f\u98de\u5229\u6d66\u7167\u660e\uff09\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5408\u4f5c\uff0c\u5728\u5176\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u4e2d\u8fdb\u884c\u4e86 PIKE-RAG \u6982\u5ff5\u9a8c\u8bc1\uff08POC\uff09\u6d4b\u8bd5\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5ba2\u670d\u6548\u7387\u548c\u56de\u7b54\u51c6\u786e\u7387\u3002\u8fd9\u4e00\u6210\u679c\u9a8c\u8bc1\u4e86 PIKE-RAG \u5728\u5de5\u4e1a\u77e5\u8bc6\u7ba1\u7406\u4e2d\u7684\u4ef7\u503c\uff0c\u4e5f\u4e3a\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u5236\u9020\u4e1a\u7b49\u4e13\u4e1a\u9886\u57df\u63d0\u4f9b\u4e86\u53ef\u590d\u7528\u7684\u6280\u672f\u6846\u67b6\u2014\u2014\u8ba9\u4eba\u5de5\u667a\u80fd\u4e0d\u6b62\u4e8e\u201c\u68c0\u7d22\u201d\uff0c\u66f4\u80fd\u50cf\u884c\u4e1a\u4e13\u5bb6\u4e00\u6837\u8fdb\u884c\u201c\u63a8\u7406\u201d\u5e76\u89e3\u51b3\u95ee\u9898\u3002 \u4f5c\u4e3a\u5168\u7403\u9886\u5148\u7684\u667a\u80fd\u4e92\u8054 LED \u4ea7\u54c1\u3001\u7167\u660e\u7cfb\u7edf\u548c\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u6615\u8bfa\u98de\uff08Signify\uff0c\u539f\u98de\u5229\u6d66\u7167\u660e\uff09\u670d\u52a1\u7684\u5bf9\u8c61\u4e0d\u4ec5\u5305\u62ec\u666e\u901a\u6d88\u8d39\u8005\uff0c\u66f4\u6db5\u76d6\u5927\u91cf\u5bf9\u6280\u672f\u53c2\u6570\u4e0e\u5de5\u7a0b\u9002\u914d\u6709\u4e25\u82db\u8981\u6c42\u7684\u4e13\u4e1a\u7528\u6237\u3002\u7136\u800c\uff0c\u9762\u5bf9\u6570\u5343\u4e2a\u4ea7\u54c1\u578b\u53f7\u3001\u590d\u6742\u7684\u5668\u4ef6\u53c2\u6570\u53ca\u591a\u7248\u672c\u7684\u6280\u672f\u8d44\u6599\uff0c\u5982\u4f55\u9ad8\u6548\u3001\u51c6\u786e\u5730\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e13\u4e1a\u89e3\u7b54\u6210\u4e3a\u4e86\u6615\u8bfa\u98de\u77e5\u8bc6\u7ba1\u7406\u65b9\u9762\u7684\u6838\u5fc3\u6311\u6218\u3002 \u4e3a\u7834\u89e3\u8fd9\u4e00\u96be\u9898\uff0c\u6615\u8bfa\u98de\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5408\u4f5c\uff0c\u5229\u7528PIKE-RAG 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\u4e3a\u8fdb\u4e00\u6b65\u91ca\u653e\u77e5\u8bc6\u7ba1\u7406\u7684\u4ef7\u503c\uff0c\u6615\u8bfa\u98de\u5f00\u59cb\u63a2\u7d22\u66f4\u9002\u914d\u4e13\u4e1a\u573a\u666f\u7684\u6280\u672f\u65b9\u6848\u3002\u5728\u4e86\u89e3\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684 PIKE-RAG \u5df2\u5728\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u9886\u57df\u7684\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u4e2d\u6210\u529f\u5e94\u7528\u5e76\u663e\u8457\u63d0\u5347\u4fe1\u606f\u51c6\u786e\u6027\u540e\uff0c\u6615\u8bfa\u98de\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5c55\u5f00\u4e86\u5408\u4f5c\uff0c\u4f9d\u6258\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\uff0c\u5bf9 PIKE-RAG \u6280\u672f\u8fdb\u884c\u4e86\u6982\u5ff5\u9a8c\u8bc1\uff08POC\uff09\uff0c\u4ee5\u63d0\u5347\u5176\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u7684\u51c6\u786e\u7387\u3002 \u4e0e\u4f20\u7edf RAG \u76f8\u6bd4\uff0cPIKE-RAG 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