{"id":1128858,"date":"2025-02-11T18:15:49","date_gmt":"2025-02-12T02:15:49","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1128858"},"modified":"2025-02-27T22:07:56","modified_gmt":"2025-02-28T06:07:56","slug":"pike-rag","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/pike-rag\/","title":{"rendered":"PIKE-RAG\uff1a\u89e3\u9501\u9886\u57df\u79c1\u6709\u6570\u636e\u4ef7\u503c\uff0c\u63a8\u52a8LLMs\u5de5\u4e1a\u5e94\u7528\u843d\u5730"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u5df2\u6210\u4e3a\u6269\u5c55\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u80fd\u529b\u7684\u91cd\u8981\u624b\u6bb5\u4e4b\u4e00\u3002\u7136\u800c\uff0c\u5f53\u8fd9\u4e9b\u7cfb\u7edf\u5e94\u7528\u4e8e\u590d\u6742\u591a\u6837\u7684\u5de5\u4e1a\u573a\u666f\u65f6\uff0c\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\u548c\u590d\u6742\u63a8\u7406\u4efb\u52a1\u65f6\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 PIKE-RAG\uff0c\u901a\u8fc7\u591a\u5c42\u6b21\u5f02\u6784\u77e5\u8bc6\u5e93\u6784\u5efa\u3001\u4efb\u52a1\u9a71\u52a8\u7684\u7cfb\u7edf\u642d\u5efa\u7b56\u7565\u4ee5\u53ca\u81ea\u6211\u8fdb\u5316\u7684\u9886\u57df\u77e5\u8bc6\u5b66\u4e60\u673a\u5236\uff0c\u663e\u8457\u63d0\u5347\u4e86 LLMs \u5728\u590d\u6742\u5de5\u4e1a\u573a\u666f\u4e2d\u7684\u63a8\u7406\u548c\u5e94\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval Augmented Generation, RAG\uff09\u7cfb\u7edf\u5728\u901a\u8fc7\u5916\u90e8\u68c0\u7d22\u6269\u5c55\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u80fd\u529b\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u9762\u5bf9\u73b0\u5b9e\u4e16\u754c\u5de5\u4e1a\u5e94\u7528\u4e2d\u590d\u6742\u591a\u6837\u7684\u9700\u6c42\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u4ecd\u9762\u4e34\u6311\u6218\u3002\u4ec5\u4f9d\u8d56\u76f4\u63a5\u68c0\u7d22\u7684\u65b9\u5f0f\uff0c\u5f80\u5f80\u96be\u4ee5\u4ece\u4e13\u4e1a\u8bed\u6599\u5e93\u4e2d\u7cbe\u51c6\u63d0\u53d6\u6df1\u5c42\u6b21\u7684\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\uff0c\u5e76\u8fdb\u4e00\u6b65\u8fdb\u884c\u6709\u6548\u7684\u903b\u8f91\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 PIKE-RAG \uff08sPecIalized KnowledgE and Rationale Augmented Generation\uff09\u65b9\u6cd5\uff0c\u4e13\u6ce8\u4e8e\u63d0\u53d6\u3001\u7406\u89e3\u548c\u5e94\u7528\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\uff0c\u540c\u65f6\u6784\u5efa\u8fde\u8d2f\u7684\u601d\u8003\u903b\u8f91\uff0c\u4ee5\u9010\u6b65\u5f15\u5bfc LLMs \u83b7\u5f97\u51c6\u786e\u7684\u54cd\u5e94\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\/02\/pike-rag-1-1024x236.png\" alt=\"PIKE-RAG logo\" class=\"wp-image-1128864\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-1-1024x236.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-1-300x69.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-1-768x177.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-1-240x55.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-1.png 1127w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0cPIKE-RAG \u65e8\u5728\u89e3\u51b3\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n\n\n\n<p><strong>1. \u77e5\u8bc6\u6765\u6e90\u7684\u591a\u6837\u6027<\/strong>\uff1a\u73b0\u6709 RAG \u65b9\u6cd5\u5728\u4ece\u591a\u6837\u5316\u7684\u6570\u636e\u6e90\u4e2d\u9ad8\u6548\u63d0\u53d6\u79c1\u6709\u77e5\u8bc6\u548c\u63ed\u793a\u6f5c\u5728\u601d\u8003\u903b\u8f91\u65b9\u9762\u5b58\u5728\u56f0\u96be\uff0c\u5c24\u5176\u662f\u5728\u590d\u6742\u7684\u5de5\u4e1a\u573a\u666f\u4e2d\u3002PIKE-RAG \u901a\u8fc7\u6784\u5efa\u591a\u5c42\u5f02\u6784\u56fe\uff0c\u80fd\u591f\u8868\u793a\u4e0d\u540c\u5c42\u6b21\u7684\u4fe1\u606f\u548c\u77e5\u8bc6\uff0c\u4ece\u800c\u66f4\u597d\u5730\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002<\/p>\n\n\n\n<p><strong>2. \u591a\u6837\u7684\u80fd\u529b\u4e0e\u7edf\u4e00\u65b9\u6cd5\u7684\u77db\u76fe<\/strong>\uff1a\u73b0\u6709 RAG \u65b9\u6cd5\u672a\u80fd\u5145\u5206\u8003\u8651\u4e0d\u540c\u5e94\u7528\u573a\u666f\u4e2d\u7684\u590d\u6742\u6027\u548c\u7279\u5b9a\u9700\u6c42\u3002\u901a\u8fc7\u4efb\u52a1\u5206\u7c7b\u548c\u7cfb\u7edf\u80fd\u529b\u5206\u7ea7\uff0cPIKE-RAG \u63d0\u4f9b\u4e86\u4e00\u79cd\u80fd\u529b\u9700\u6c42\u9a71\u52a8\u7684\u65b9\u6848\u642d\u5efa\u7b56\u7565\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u7cfb\u7edf\u5728\u4e0d\u540c\u590d\u6742\u6027\u95ee\u9898\u4e0a\u7684\u9002\u5e94\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>3. LLMs \u7684\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u4e0d\u8db3<\/strong>\uff1a\u5728\u5de5\u4e1a\u5e94\u7528\u4e2d\uff0cRAG \u9700\u8981\u5229\u7528\u4e13\u4e1a\u9886\u57df\u7684\u79c1\u6709\u77e5\u8bc6\u548c\u903b\u8f91\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u5728\u5e94\u7528\u4e8e\u4e13\u4e1a\u9886\u57df\u65f6\u8868\u73b0\u4e0d\u4f73\uff0c\u5c24\u5176\u662f\u5728 LLMs \u4e0d\u64c5\u957f\u7684\u9886\u57df\u3002PIKE-RAG \u901a\u8fc7\u77e5\u8bc6\u539f\u5b50\u5316\u548c\u4efb\u52a1\u52a8\u6001\u5206\u89e3\uff0c\u589e\u5f3a\u4e86\u5bf9\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\u7684\u63d0\u53d6\u548c\u7ec4\u7ec7\u80fd\u529b\u3002\u6b64\u5916\uff0c\u8be5\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u4ece\u7cfb\u7edf\u4ea4\u4e92\u65e5\u5fd7\u4e2d\u63d0\u53d6\u9886\u57df\u77e5\u8bc6\uff0c\u901a\u8fc7 LLMs \u5fae\u8c03\u5c06\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u56fa\u5316\u4e0b\u6765\uff0c\u4ee5\u66f4\u597d\u5730\u5e94\u7528\u4e8e\u672a\u6765\u7684\u95ee\u7b54\u4efb\u52a1\u4e2d\u3002<\/p>\n\n\n\n<p><strong><em>PIKE-RAG<\/em><\/strong><\/p>\n\n\n\n<p><em>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2501.11551\">https:\/\/arxiv.org\/abs\/2501.11551<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n<p><em>GitHub \u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/PIKE-RAG\">https:\/\/github.com\/microsoft\/PIKE-RAG<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"pike-rag\u5168\u666f\u56fe-\u57fa\u4e8e\u7cfb\u7edf\u80fd\u529b\u9700\u6c42\u9a71\u52a8\u7684\u65b9\u6848\u642d\u5efa\">PIKE-RAG\u5168\u666f\u56fe\uff1a\u57fa\u4e8e\u7cfb\u7edf\u80fd\u529b\u9700\u6c42\u9a71\u52a8\u7684\u65b9\u6848\u642d\u5efa<\/h2>\n\n\n\n<p>\u5982\u56fe1\u6240\u793a\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u591a\u529f\u80fd\u4e14\u53ef\u6269\u5c55\u7684 RAG \u6846\u67b6\u3002\u5728\u8be5\u6846\u67b6\u4e2d\uff0c\u901a\u8fc7\u8c03\u6574\u4e3b\u6a21\u5757\u5185\u7684\u5b50\u6a21\u5757\uff0c\u53ef\u4ee5\u5b9e\u73b0\u4fa7\u91cd\u4e0d\u540c\u80fd\u529b\u7684 RAG \u7cfb\u7edf\u3002\u8be5\u6846\u67b6\u4e3b\u8981\u7531\u591a\u4e2a\u57fa\u672c\u6a21\u5757\u7ec4\u6210\uff0c\u5305\u62ec\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\uff0c\u4ee5\u53ca\u4efb\u52a1\u5206\u89e3\u4e0e\u534f\u8c03\u3002\u901a\u8fc7\u8fd9\u79cd\u6a21\u5757\u5316\u7684\u67b6\u6784\u8bbe\u8ba1\uff0cPIKE-RAG \u80fd\u591f\u6839\u636e\u4e0d\u540c\u7684\u7cfb\u7edf\u80fd\u529b\u9700\u6c42\uff0c\u7075\u6d3b\u642d\u5efa\u4e0d\u540c\u7684 RAG \u65b9\u6cd5\uff0c\u4ece\u800c\u5e94\u5bf9\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u590d\u6742\u9700\u6c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"659\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-2-1024x659.png\" alt=\"PIKE-RAG \u6846\u67b6\u5168\u666f\u56fe\" class=\"wp-image-1128867\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-2-1024x659.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-2-300x193.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-2-768x494.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-2-240x154.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-2.png 1245w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aPIKE-RAG \u6846\u67b6\u5168\u666f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u901a\u8fc7\u533b\u836f\u9886\u57df\u7684\u56db\u4e2a\u6848\u4f8b\uff0c\u8be6\u7ec6\u4ecb\u7ecd PIKE-RAG \u7cfb\u7edf\u5728\u4e0d\u540c\u80fd\u529b\u4fa7\u91cd\u4e0b\u7684\u5e94\u7528\u4e0e\u4f18\u5316\uff1a<\/p>\n\n\n\n<p><em><strong>\u4fa7\u91cd\u4e8b\u5b9e\u4fe1\u606f\u68c0\u7d22\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/strong><\/em><\/p>\n\n\n\n<p><strong><em>\u4efb\u52a1\u793a\u4f8b\uff1a\u201c\u67e5\u8be2\u67d0\u4f4d\u75c5\u4eba\u5728\u67d0\u65e5\u7684\u5c31\u8bca\u8bb0\u5f55\u201d<\/em><\/strong><\/p>\n\n\n\n<p>\u5728\u6b64\u6d41\u7a0b\u4e2d\u9700\u8981\u91cd\u70b9\u5173\u6ce8\u7684\u6311\u6218\u662f\uff1a\u77e5\u8bc6\u7684\u7406\u89e3\u548c\u63d0\u53d6\u5e38\u56e0\u4e0d\u6070\u5f53\u7684\u77e5\u8bc6\u5206\u5757\u800c\u53d7\u963b\uff0c\u5bfc\u81f4\u8bed\u4e49\u8fde\u8d2f\u6027\u88ab\u7834\u574f\uff0c\u68c0\u7d22\u8fc7\u7a0b\u590d\u6742\u4e14\u4f4e\u6548\uff1b\u5e38\u7528\u7684\u57fa\u4e8e\u5d4c\u5165\u6a21\u578b\u7684\u77e5\u8bc6\u68c0\u7d22\u4f1a\u53d7\u5230\u5d4c\u5165\u6a21\u578b\u5728\u5bf9\u9f50\u4e13\u4e1a\u672f\u8bed\u548c\u522b\u540d\u65b9\u9762\u7684\u5c40\u9650\u6027\u5f71\u54cd\uff0c\u4f7f\u5f97\u7cfb\u7edf\u7cbe\u51c6\u5ea6\u964d\u4f4e\u3002\u5982\u56fe2\u6240\u793a\uff0cPIKE-RAG \u5728\u77e5\u8bc6\u62bd\u53d6\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u4f7f\u7528\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684\u5206\u7247\u6280\u672f\u3001\u81ea\u52a8\u7684\u672f\u8bed\u6807\u7b7e\u5bf9\u9f50\u6280\u672f\u4ee5\u53ca\u591a\u7c92\u5ea6\u7684\u77e5\u8bc6\u62bd\u53d6\u65b9\u6cd5\u7b49\u6a21\u5757\uff0c\u63d0\u9ad8\u77e5\u8bc6\u62bd\u53d6\u548c\u68c0\u7d22\u7684\u51c6\u786e\u5ea6\uff0c\u589e\u5f3a\u4e8b\u5b9e\u4fe1\u606f\u7684\u68c0\u7d22\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"884\" height=\"133\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-3.png\" alt=\"\u4fa7\u91cd\u4e8b\u5b9e\u4fe1\u606f\u68c0\u7d22\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b\" class=\"wp-image-1128870\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-3.png 884w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-3-300x45.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-3-768x116.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-3-240x36.png 240w\" sizes=\"auto, (max-width: 884px) 100vw, 884px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u4fa7\u91cd\u4e8b\u5b9e\u4fe1\u606f\u68c0\u7d22\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p><em><strong>\u4fa7\u91cd\u4e8b\u5b9e\u4fe1\u606f\u68c0\u7d22\u548c\u94fe\u63a5\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/strong><\/em><\/p>\n\n\n\n<p><strong><em>\u4efb\u52a1\u793a\u4f8b\uff1a\u201c\u67e5\u8be2\u5e76\u603b\u7ed3\u67d0\u4f4d\u75c5\u4eba\u8fd1\u4e94\u5e74\u7684\u5c31\u8bca\u60c5\u51b5\u201d<\/em><\/strong><\/p>\n\n\n\n<p>\u76f8\u8f83\u4e8e\u4fe1\u606f\u68c0\u7d22\u80fd\u529b\uff0c\u4fe1\u606f\u7684\u94fe\u63a5\u4e0d\u4ec5\u9700\u8981\u6709\u6548\u7684\u77e5\u8bc6\u63d0\u53d6\u548c\u5229\u7528\uff0c\u540c\u65f6\u8fd8\u9700\u8981\u7cfb\u7edf\u5177\u5907\u8f83\u5f3a\u7684\u9886\u57df\u76f8\u5173\u77e5\u8bc6\uff0c\u80fd\u591f\u51c6\u786e\u7406\u89e3\u4efb\u52a1\u5e76\u5bf9\u5176\u8fdb\u884c\u5408\u7406\u7684\u5206\u89e3\u3002\u4e3a\u4e86\u8fbe\u5230\u8fd9\u4e00\u76ee\u6807\uff0cPIKE-RAG \u53ef\u4ee5\u5728\u4e0a\u8ff0\u6d41\u7a0b\u4e2d\u589e\u52a0\u4efb\u52a1\u5206\u89e3\u6a21\u5757\uff0c\u5206\u6b65\u9aa4\u5730\u4ece\u77e5\u8bc6\u5e93\u4e2d\u63d0\u53d6\u76f8\u5173\u7684\u77e5\u8bc6\u5e76\u8fdb\u884c\u94fe\u63a5\uff0c\u76f4\u81f3\u7ed9\u51fa\u6700\u7ec8\u56de\u7b54\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"978\" height=\"253\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-4.png\" alt=\"\u4fa7\u91cd\u4e8b\u5b9e\u4fe1\u606f\u68c0\u7d22\u548c\u94fe\u63a5\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b\" class=\"wp-image-1128873\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-4.png 978w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-4-300x78.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-4-768x199.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-4-240x62.png 240w\" sizes=\"auto, (max-width: 978px) 100vw, 978px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u4fa7\u91cd\u4e8b\u5b9e\u4fe1\u606f\u68c0\u7d22\u548c\u94fe\u63a5\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p><em><strong>\u4fa7\u91cd\u57fa\u4e8e\u4e8b\u5b9e\u8fdb\u884c\u63a8\u7406\u9884\u6d4b\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/strong><\/em><\/p>\n\n\n\n<p><em><strong>\u4efb\u52a1\u793a\u4f8b\uff1a\u201c\u6839\u636e\u67d0\u4f4d\u75c5\u4eba\u7684\u75c5\u60c5\u63cf\u8ff0\uff0c\u63a8\u6d4b\u5176\u6700\u53ef\u80fd\u60a3\u7684\u75be\u75c5\u201d<\/strong><\/em><\/p>\n\n\n\n<p>\u57fa\u4e8e\u4e8b\u5b9e\u8fdb\u884c\u63a8\u7406\u9884\u6d4b\u7684\u4efb\u52a1\u5728\u8003\u9a8c\u7cfb\u7edf\u7ec4\u7ec7\u3001\u6536\u96c6\u3001\u68c0\u7d22\u4fe1\u606f\u80fd\u529b\u7684\u540c\u65f6\uff0c\u8fd8\u8981\u6c42 LLMs \u80fd\u591f\u51c6\u786e\u7406\u89e3\u8fd9\u4e9b\u4fe1\u606f\uff0c\u5e76\u7ed3\u5408\u81ea\u8eab\u638c\u63e1\u7684\u9886\u57df\u77e5\u8bc6\u8fdb\u884c\u5408\u7406\u63a8\u7406\u548c\u9884\u6d4b\u3002\u4e3a\u6b64\u9700\u8981\u5728\u77e5\u8bc6\u7ec4\u7ec7\u9636\u6bb5\u589e\u52a0\u5bf9\u7ed3\u6784\u5316\u77e5\u8bc6\u7684\u63d0\u53d6\u548c\u6574\u7406\uff0c\u4f8b\u5982\u4ece\u8fc7\u5f80\u7684\u975e\u6b63\u5f0f\u75c5\u60c5\u63cf\u8ff0\u4e2d\u63d0\u53d6\u4e13\u4e1a\u7684\u75c5\u75c7\u63cf\u8ff0\uff0c\u5e76\u4e0e\u786e\u8bca\u7684\u75be\u75c5\u548c\u6cbb\u7597\u624b\u6bb5\u8fdb\u884c\u6620\u5c04\u3002\u5b9e\u9a8c\u53d1\u73b0\uff0c\u76f8\u8f83\u4e8e\u539f\u59cb\u7684\u75c5\u60c5\u63cf\u8ff0\uff0c\u7ed3\u6784\u5316\u3001\u6807\u51c6\u5316\u7684\u75c5\u4f8b\u80fd\u591f\u663e\u8457\u63d0\u5347 LLMs \u7684\u63a8\u65ad\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"987\" height=\"276\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-5.png\" alt=\"\u4fa7\u91cd\u57fa\u4e8e\u4e8b\u5b9e\u8fdb\u884c\u63a8\u7406\u9884\u6d4b\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b\" class=\"wp-image-1128876\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-5.png 987w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-5-300x84.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-5-768x215.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-5-240x67.png 240w\" sizes=\"auto, (max-width: 987px) 100vw, 987px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u4fa7\u91cd\u57fa\u4e8e\u4e8b\u5b9e\u8fdb\u884c\u63a8\u7406\u9884\u6d4b\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p><strong><em>\u4fa7\u91cd\u57fa\u4e8e\u4e8b\u5b9e\u8fdb\u884c\u521b\u65b0\u751f\u6210\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/em><\/strong><\/p>\n\n\n\n<p><strong><em>\u4efb\u52a1\u793a\u4f8b\uff1a\u201c\u6839\u636e\u67d0\u4f4d\u75c5\u4eba\u7684\u75c5\u60c5\u63cf\u8ff0\uff0c\u5efa\u8bae\u5408\u7406\u7684\u6cbb\u7597\u65b9\u6848\u548c\u5e94\u5bf9\u63aa\u65bd\u201d<\/em><\/strong><\/p>\n\n\n\n<p>LLMs \u5728\u5904\u7406\u9886\u57df\u77e5\u8bc6\u65f6\uff0c\u9700\u8981\u4ece\u590d\u6742\u77e5\u8bc6\u5e93\u4e2d\u63d0\u53d6\u903b\u8f91\u63a8\u7406\u5e76\u5173\u8054\u591a\u4e2a\u56e0\u7d20\uff0c\u8fd9\u5bf9\u5176\u7406\u89e3\u529b\u8981\u6c42\u8f83\u9ad8\u3002\u521b\u9020\u6027\u95ee\u9898\u5f00\u653e\u6027\u5f3a\uff0c\u8bc4\u4f30\u7b54\u6848\u8d28\u91cf\u56f0\u96be\u3002\u4e3a\u4e86\u66f4\u51c6\u786e\u5730\u56de\u7b54\u6b64\u7c7b\u95ee\u9898\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u591a\u667a\u80fd\u4f53\u89c4\u5212\u80fd\u529b\uff0c\u901a\u8fc7\u4e0d\u540c\u89d2\u8272\u6a21\u62df\uff0c\u4ece\u66f4\u591a\u89c6\u89d2\u68c0\u7d22\u77e5\u8bc6\u3002\u4f8b\u5982\uff0c\u5728\u533b\u7597\u8bca\u65ad\u4e2d\uff0c\u4e0d\u540c\u79d1\u5ba4\u7684\u667a\u80fd\u4f53\u533b\u751f\u53ef\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u6cbb\u7597\u5efa\u8bae\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"238\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-6-1024x238.png\" alt=\"\u4fa7\u91cd\u57fa\u4e8e\u4e8b\u5b9e\u8fdb\u884c\u521b\u65b0\u751f\u6210\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b\" class=\"wp-image-1128879\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-6-1024x238.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-6-300x70.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-6-768x178.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-6-240x56.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-6.png 1150w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u4fa7\u91cd\u57fa\u4e8e\u4e8b\u5b9e\u8fdb\u884c\u521b\u65b0\u751f\u6210\u80fd\u529b\u7684\u7cfb\u7edf\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5982\u4f55\u652f\u6301\u591a\u5c42\u6b21\u5f02\u6784\u7684\u77e5\u8bc6\u5e93\u6784\u5efa\u4e0e\u68c0\u7d22\">\u5982\u4f55\u652f\u6301\u591a\u5c42\u6b21\u5f02\u6784\u7684\u77e5\u8bc6\u5e93\u6784\u5efa\u4e0e\u68c0\u7d22\uff1f<\/h2>\n\n\n\n<p>\u5982\u56fe6\u6240\u793a\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u5305\u62ec\u4fe1\u606f\u8d44\u6e90\u5c42\u3001\u8bed\u6599\u5e93\u5c42\u548c\u77e5\u8bc6\u63d0\u70bc\u5c42\u7684\u5f02\u6784\u56fe\uff0c\u4ee5\u5b9e\u73b0\u8bed\u4e49\u7406\u89e3\u548c\u57fa\u4e8e\u63a8\u7406\u7684\u68c0\u7d22\uff0c\u4ece\u800c\u652f\u6301\u591a\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n\n\n\n<p><strong>\u4fe1\u606f\u8d44\u6e90\u5c42<\/strong>\u8d1f\u8d23\u6355\u6349\u591a\u6837\u7684\u4fe1\u606f\u6765\u6e90\uff0c\u5e76\u5c06\u5176\u89c6\u4e3a\u6e90\u8282\u70b9\uff0c\u901a\u8fc7\u8fb9\u6765\u8868\u793a\u8282\u70b9\u4e4b\u95f4\u7684\u5f15\u7528\u5173\u7cfb\u3002\u8fd9\u79cd\u7ed3\u6784\u6709\u52a9\u4e8e\u4fe1\u606f\u7684\u4ea4\u53c9\u5f15\u7528\u548c\u77e5\u8bc6\u7684\u4e0a\u4e0b\u6587\u5316\uff0c\u4e3a\u4f9d\u8d56\u591a\u4e2a\u6765\u6e90\u7684\u590d\u6742\u63a8\u7406\u4efb\u52a1\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u6599\u5e93\u5c42<\/strong>\u4f1a\u5c06\u89e3\u6790\u7684\u4fe1\u606f\u7ec4\u7ec7\u6210\u6587\u672c\u5757\uff0c\u540c\u65f6\u4fdd\u7559\u6587\u6863\u7684\u539f\u59cb\u5c42\u7ea7\u7ed3\u6784\u3002\u5bf9\u4e8e\u591a\u6a21\u6001\u5185\u5bb9\uff08\u5982\u8868\u683c\u3001\u56fe\u5f62\u7b49\uff09\uff0c\u901a\u8fc7 LLMs 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"862\" height=\"575\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-7.png\" alt=\"\u5305\u542b\u4e09\u5c42\u4fe1\u606f\u7684\u5f02\u6784\u77e5\u8bc6\u5e93\u793a\u4f8b\" class=\"wp-image-1128882\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-7.png 862w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-7-300x200.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-7-768x512.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-7-240x160.png 240w\" sizes=\"auto, (max-width: 862px) 100vw, 862px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1a\u5305\u542b\u4e09\u5c42\u4fe1\u606f\u7684\u5f02\u6784\u77e5\u8bc6\u5e93\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u68c0\u7d22\u9636\u6bb5\uff0c\u7814\u7a76\u5458\u4eec\u4f1a\u540c\u65f6\u8003\u8651\u4e09\u4e2a\u5c42\u7ea7\u7684\u77e5\u8bc6\u3002\u9664\u4e86\u5e38\u89c1\u7684\u8bed\u4e49\u7ea7\u522b\u7684\u5173\u8054\u5916\uff0c\u4fe1\u606f\u8d44\u6e90\u5c42\u548c\u77e5\u8bc6\u63d0\u70bc\u5c42\u7684\u4fe1\u606f\u4e5f\u4f1a\u88ab\u7528\u4e8e\u8bc4\u4f30\u68c0\u7d22\u77e5\u8bc6\u7684\u5173\u8054\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"422\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-8-1024x422.png\" alt=\"\u4fe1\u606f\u68c0\u7d22\u4f1a\u540c\u65f6\u8003\u8651\u4e09\u5c42\u4fe1\u606f\u5bf9\u4e8e\u77e5\u8bc6\u6743\u91cd\u7684\u5f71\u54cd\" class=\"wp-image-1128885\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-8-1024x422.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-8-300x124.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-8-768x317.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-8-240x99.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-8.png 1184w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\u4fe1\u606f\u68c0\u7d22\u4f1a\u540c\u65f6\u8003\u8651\u4e09\u5c42\u4fe1\u606f\u5bf9\u4e8e\u77e5\u8bc6\u6743\u91cd\u7684\u5f71\u54cd<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u652f\u6301\u81ea\u6211\u8fdb\u5316\u7684\u9886\u57df\u77e5\u8bc6\u5b66\u4e60\">\u652f\u6301\u81ea\u6211\u8fdb\u5316\u7684\u9886\u57df\u77e5\u8bc6\u5b66\u4e60<\/h2>\n\n\n\n<p>\u5c3d\u7ba1\u76ee\u524d\u5229\u7528\u73b0\u6709\u7684 LLMs \u53ef\u4ee5\u8fdb\u884c\u77e5\u8bc6\u62bd\u53d6\u3001\u6574\u7406\u548c\u68c0\u7d22\uff0c\u5e76\u5b8c\u6210\u4efb\u52a1\u5206\u89e3\u3001\u63a8\u7406\u548c\u9884\u6d4b\u3002\u4f46\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u5982\u533b\u7597\u5065\u5eb7\u7b49\uff0c\u5b58\u5728\u5927\u91cf\u6709\u4ef7\u503c\u7684\u79c1\u6709\u6570\u636e\u548c\u77e5\u8bc6\uff0c\u8ba9 LLMs \u7406\u89e3\u8fd9\u4e9b\u79c1\u6709\u77e5\u8bc6\u5e76\u66f4\u597d\u5730\u7528\u4e8e\u9886\u57df\u4efb\u52a1\u7684\u5206\u89e3\u3001\u63a8\u7406\u548c\u9884\u6d4b\u662f\u4e00\u4e2a\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5728 PIKE-RAG 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1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-9-300x167.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-9-768x429.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-9-1536x858.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-9-2048x1143.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-9-240x134.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe8\uff1a\u4e00\u79cd\u81ea\u53d1\u65e0\u76d1\u7763\u7684\u6570\u636e\u6536\u96c6\u673a\u5236<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"825\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-10-1024x825.png\" alt=\"\u5982\u4f55\u4ece\u6536\u96c6\u7684\u6570\u636e\u4e2d\u63d0\u53d6\u77e5\u8bc6\u548c\u63a8\u7406\u903b\u8f91\u5e76\u56fa\u5316\u5230\u6a21\u578b\u4e2d\" class=\"wp-image-1128891\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-10-1024x825.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-10-300x242.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-10-768x619.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-10-1536x1237.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-10-223x180.png 223w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/02\/pike-rag-10.png 1934w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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LLMs \u7684\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u4e0d\u8db3\uff1a\u5728\u5de5\u4e1a\u5e94\u7528\u4e2d\uff0cRAG \u9700\u8981\u5229\u7528\u4e13\u4e1a\u9886\u57df\u7684\u79c1\u6709\u77e5\u8bc6\u548c\u903b\u8f91\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u5728\u5e94\u7528\u4e8e\u4e13\u4e1a\u9886\u57df\u65f6\u8868\u73b0\u4e0d\u4f73\uff0c\u5c24\u5176\u662f\u5728 LLMs \u4e0d\u64c5\u957f\u7684\u9886\u57df\u3002PIKE-RAG \u901a\u8fc7\u77e5\u8bc6\u539f\u5b50\u5316\u548c\u4efb\u52a1\u52a8\u6001\u5206\u89e3\uff0c\u589e\u5f3a\u4e86\u5bf9\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\u7684\u63d0\u53d6\u548c\u7ec4\u7ec7\u80fd\u529b\u3002\u6b64\u5916\uff0c\u8be5\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u4ece\u7cfb\u7edf\u4ea4\u4e92\u65e5\u5fd7\u4e2d\u63d0\u53d6\u9886\u57df\u77e5\u8bc6\uff0c\u901a\u8fc7 LLMs \u5fae\u8c03\u5c06\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u56fa\u5316\u4e0b\u6765\uff0c\u4ee5\u66f4\u597d\u5730\u5e94\u7528\u4e8e\u672a\u6765\u7684\u95ee\u7b54\u4efb\u52a1\u4e2d\u3002 PIKE-RAG \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.11551 (opens in new tab) GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/PIKE-RAG (opens in new tab) \u5982\u56fe1\u6240\u793a\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u591a\u529f\u80fd\u4e14\u53ef\u6269\u5c55\u7684 RAG \u6846\u67b6\u3002\u5728\u8be5\u6846\u67b6\u4e2d\uff0c\u901a\u8fc7\u8c03\u6574\u4e3b\u6a21\u5757\u5185\u7684\u5b50\u6a21\u5757\uff0c\u53ef\u4ee5\u5b9e\u73b0\u4fa7\u91cd\u4e0d\u540c\u80fd\u529b\u7684 RAG [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1128903,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":null,"footnotes":""},"research-area":[13556],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1128858","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1128858","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":6,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1128858\/revisions"}],"predecessor-version":[{"id":1128909,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1128858\/revisions\/1128909"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1128903"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1128858"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1128858"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1128858"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1128858"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}