{"id":1136190,"date":"2025-04-09T03:54:42","date_gmt":"2025-04-09T10:54:42","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1136190"},"modified":"2025-04-09T03:58:21","modified_gmt":"2025-04-09T10:58:21","slug":"yuqing-yang-agentic-system","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/yuqing-yang-agentic-system\/","title":{"rendered":"\u4ece\u80fd\u529b\u5230\u6548\u7387\uff0c\u591a\u7ba1\u9f50\u4e0b\u63d0\u5347\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u667a\u80fd\u201c\u5bc6\u5ea6\u201d"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u6768\u7389\u5e86<\/em><\/p>\n\n\n\n<div class=\"wp-block-media-text has-vertical-margin-small  has-vertical-padding-none  is-stacked-on-mobile has-white-background-color has-background\" style=\"grid-template-columns:34% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1015\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"801\" height=\"466\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-1.png\" alt=\"\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bb0\u5fc6\u5c42\u7ea7\" class=\"wp-image-1136191\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-1.png 801w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-1-300x175.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-1-768x447.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-1-480x280.png 480w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-1-240x140.png 240w\" sizes=\"auto, (max-width: 801px) 100vw, 801px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bb0\u5fc6\u5c42\u7ea7<\/figcaption><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u6837\u7684\u8ba4\u8bc6\uff0c\u6211\u4eec\u4ece\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u201c\u6570\u636e\u52a0\u5de5\u201d\u6d41\u7a0b\u5165\u624b\uff0c\u6839\u636e\u6570\u636e\u6d41\u52a8\u548c\u76f8\u4e92\u5173\u7cfb\uff0c\u4ece\u4e09\u4e2a\u65b9\u5411\u63a2\u7d22\u4e86\u63d0\u5347\u6548\u7387\u3001\u53ef\u9760\u6027\u548c\u9002\u5e94\u6027\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><strong>\u9996\u5148\uff0c\u7814\u7a76\u9762\u5411\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7f16\u7a0b<\/strong>\uff0c\u5373\u5982\u4f55\u9ad8\u6548\u7ec4\u7ec7\u548c\u4f18\u5316\u5927\u6a21\u578b\u7684\u8f93\u5165\uff0c\u4f7f\u5176\u80fd\u591f\u51c6\u786e\u5b9e\u73b0\u5f00\u53d1\u8005\u7684\u610f\u56fe\u3002\u6211\u4eec\u7279\u522b\u5173\u6ce8\u5916\u90e8\u6570\u636e\u7684\u52a8\u6001\u6ce8\u5165\u4ee5\u53ca\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u63a8\u7406\u6df1\u5ea6\uff0c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<strong>\u5176\u6b21\uff0c\u63a2\u7d22\u5982\u4f55\u9a8c\u8bc1\u5927\u6a21\u578b\u7684\u8f93\u51fa<\/strong>\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u8bed\u4e49\u9a8c\u8bc1\u8fd9\u4e00\u5173\u952e\u6982\u5ff5\uff0c\u5e76\u4e14\u5df2\u7ecf\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\u6784\u5efa\u4e86\u4e00\u5957\u7cfb\u7edf\u5316\u7684\u9a8c\u8bc1\u6846\u67b6\u3002\u76ee\u524d\uff0c\u6211\u4eec\u6b63\u5728\u5c06\u9a8c\u8bc1\u4ece\u79bb\u7ebf\u6269\u5c55\u5230\u8fd0\u884c\u65f6\uff0c\u5e76\u8fdb\u4e00\u6b65\u7814\u7a76\u5982\u4f55\u8ba9\u6a21\u578b\u4ece\u9a8c\u8bc1\u7ed3\u679c\u4e2d\u5b66\u4e60\uff0c\u5f62\u6210\u95ed\u73af\u4f18\u5316\u673a\u5236\u3002<strong>\u6700\u540e\uff0c\u6784\u5efa\u667a\u80fd\u4f53\u7cfb\u7edf\u539f\u751f\u7684\u670d\u52a1\u7cfb\u7edf<\/strong>\u3002\u6211\u4eec\u5c06\u6574\u4e2a\u667a\u80fd\u4f53\u7cfb\u7edf\u89c6\u4f5c\u6700\u4f18\u7ea7\u7684\u6838\u5fc3\u67b6\u6784\u8fdb\u884c\u8bbe\u8ba1\uff0c\u901a\u8fc7\u7aef\u5230\u7aef\u7684\u4efb\u52a1\u7f16\u6392\u548c\u4f18\u5316\u6846\u67b6\uff0c\u5168\u9762\u63d0\u5347\u7cfb\u7edf\u7684\u6027\u80fd\u548c\u8d44\u6e90\u5229\u7528\u6548\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u9762\u5411\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7f16\u7a0b-programming-with-llms\">\u9762\u5411\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7f16\u7a0b\uff08Programming with LLMs\uff09<\/h3>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u54cd\u5e94\u8d28\u91cf\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u5176\u63a5\u6536\u7684\u8f93\u5165\uff0c\u5373\u201c\u63d0\u793a\u8bcd\u201d\u3002\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0c\u63d0\u793a\u8bcd\u7684\u201c\u5185\u5bb9\u201d\u548c\u201c\u5f62\u5f0f\u201d\u4f1a\u663e\u8457\u5f71\u54cd\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u8d28\u91cf\u3002\u867d\u7136\u5f88\u591a\u4f7f\u7528\u8005\u5bf9\u81ea\u7136\u8bed\u4e49\u7684\u4ea4\u4e92\u65b9\u5f0f\u5df2\u7ecf\u5341\u5206\u719f\u6089\uff0c\u4f46\u64b0\u5199\u6709\u6548\u7684\u63d0\u793a\u8bcd\u5f80\u5f80\u6bd4\u9884\u671f\u7684\u66f4\u52a0\u56f0\u96be\uff0c\u9700\u8981\u5927\u91cf\u8bd5\u9a8c\u548c\u53cd\u590d\u8c03\u6574\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86<strong>\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u8f7b\u677e\u5730\u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a\u8bcd<\/strong>\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f00\u53d1\u4e86\u81ea\u52a8\u63d0\u793a\u4f18\u5316\u5de5\u5177\uff08Auto Prompt Optimization\uff0cAPO\uff09\u548c\u63d0\u793a\u538b\u7f29\u5de5\u5177\uff08prompt compression\uff09\u7b49\u5de5\u5177\u4e0e\u65b9\u6cd5\u3002\u6211\u4eec\u5e0c\u671b\u501f\u52a9\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u591f\u51cf\u8f7b\u5f00\u53d1\u8005\u8bbe\u8ba1\u63d0\u793a\u8bcd\u7684\u8d1f\u62c5\uff0c\u66f4\u91cd\u8981\u7684\u662f\u8ba9\u5927\u6a21\u578b\u603b\u80fd\u63a5\u6536\u5230\u7cbe\u786e\u4e14\u201c\u53cb\u597d\u201d\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-7\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6211\u4eec\u8bbe\u8ba1\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u793a\u538b\u7f29\u6846\u67b6 LLMLingua \u548c LongLLMLingua<\/a>\uff0c\u4ee5\u9ad8\u6548\u538b\u7f29\u63d0\u793a\u8bcd\uff0c\u5728\u5927\u5e45\u52a0\u901f\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u7684\u540c\u65f6\u4fdd\u6301\u6a21\u578b\u7684\u63a8\u7406\u6027\u80fd\u3002\u901a\u8fc7\u52a8\u6001\u5206\u914d\u538b\u7f29\u6bd4\u548c\u8fed\u4ee3\u538b\u7f29\uff0cLLMLingua \u80fd\u591f\u5728\u4e0d\u540c\u538b\u7f29\u6bd4\u4e0b\u4fdd\u6301\u8bed\u4e49\u7684\u5b8c\u6574\u6027\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u63d0\u4f9b\u66f4\u9ad8\u6548\u4e14\u7ecf\u6d4e\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u6846\u67b6\u5229\u7528\u56f0\u60d1\u5ea6\uff08perplexity\uff09\u6765\u8bc4\u4f30\u6bcf\u4e2a\u8bcd\u6216\u53e5\u5b50\u7684\u4fe1\u606f\u91cf\uff0c\u4fdd\u7559\u5bf9\u6a21\u578b\u63a8\u7406\u6700\u4e3a\u5173\u952e\u7684\u90e8\u5206\uff0c\u5e76\u901a\u8fc7\u52a8\u6001\u9009\u62e9\u548c\u538b\u7f29\u63d0\u793a\u8bcd\u4e2d\u7684\u5173\u952e\u90e8\u5206\uff0c\u51cf\u5c11\u6570\u636e\u5197\u4f59\uff0c\u4f7f\u63d0\u793a\u8bcd\u66f4\u5177\u7ed3\u6784\u5316\u3002\u5728\u6570\u636e\u5bc6\u96c6\u578b\u4efb\u52a1\u4e2d\uff0cLLMLingua \u7684\u4f18\u52bf\u5c24\u4e3a\u660e\u663e\u3002\u901a\u8fc7\u591a\u4e2a\u6570\u636e\u96c6\u7684\u6d4b\u8bd5\uff0cLLMLingua \u4e0d\u4ec5\u5b9e\u73b0\u4e86\u9ad8\u8fbe20\u500d\u7684\u538b\u7f29\u6bd4\uff0c\u8fd8\u4fdd\u6301\u4e86\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u6210\u672c\u3002<\/p>\n\n\n\n<p><strong>\u9664\u4e86\u63d0\u793a\u8bcd\u5185\u5bb9\u7684\u8bbe\u8ba1\uff0c\u201c\u5916\u90e8\u6570\u636e\u7684\u6ce8\u5165\u201d\u4e5f\u662f\u63d0\u5347\u6a21\u578b\u6027\u80fd\u7684\u91cd\u8981\u624b\u6bb5<\/strong>\u3002\u4f46\u9009\u62e9\u6700\u76f8\u5173\u548c\u6700\u6709\u7528\u7684\u6570\u636e\u5e76\u5c06\u5176\u878d\u5165\u63d0\u793a\u8bcd\u5e76\u975e\u6613\u4e8b\uff0c\u9700\u8981\u5bf9\u4efb\u52a1\u9700\u6c42\u548c\u6a21\u578b\u884c\u4e3a\u6709\u6df1\u5165\u7684\u7406\u89e3\u548c\u7cbe\u7ec6\u7684\u8bbe\u8ba1\u3002\u5f53\u6d89\u53ca\u201c\u975e\u7eaf\u6587\u672c\u6570\u636e\u201d\u65f6\uff0c\u6311\u6218\u4fbf\u66f4\u52a0\u590d\u6742\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u201c<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/rag-and-beyond\/\" target=\"_blank\" rel=\"noreferrer noopener\">RAG \u4efb\u52a1\u5206\u7c7b\u6cd5<\/a>\u201d\uff0c\u5c06\u7528\u6237\u5bf9\u5916\u90e8\u6570\u636e\u67e5\u8be2\u7684\u9700\u6c42\u7c7b\u578b\u5206\u4e3a\u56db\u4e2a\u7ea7\u522b\uff0c\u5e76\u5206\u6790\u5176\u96be\u70b9\u548c\u9002\u7528\u7684\u6280\u672f\u624b\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Level-1 \u663e\u6027\u4e8b\u5b9e\u67e5\u8be2\uff08explicit fact queries\uff09\uff1a\u6307\u90a3\u4e9b\u53ef\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u660e\u786e\u5b58\u5728\u7684\u4e8b\u5b9e\uff0c\u65e0\u9700\u989d\u5916\u63a8\u7406\u3002\u6b64\u65f6\u53ea\u9700\u4f7f\u7528\u57fa\u7840\u7684 RAG \u65b9\u6cd5\uff0c\u901a\u8fc7\u68c0\u7d22\u589e\u5f3a\u6765\u5b9a\u4f4d\u548c\u63d0\u53d6\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>Level-2 \u9690\u6027\u4e8b\u5b9e\u67e5\u8be2\uff08implicit fact queries\uff09\uff1a\u9700\u8981\u4ece\u6570\u636e\u4e2d\u63ed\u793a\u9690\u542b\u7684\u4e8b\u5b9e\uff0c\u53ef\u80fd\u6d89\u53ca\u5e38\u8bc6\u63a8\u7406\u6216\u7b80\u5355\u7684\u903b\u8f91\u63a8\u65ad\u3002\u6b64\u65f6\u53ef\u80fd\u9700\u8981\u591a\u6b65\u68c0\u7d22\uff0c\u6216\u57fa\u4e8e\u56fe\/\u6811\u7684\u68c0\u7d22\uff0c\u751a\u81f3\u5c06\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u6362\u4e3a SQL \u67e5\u8be2\uff0c\u4ee5\u4ece\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u68c0\u7d22\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>Level-3 \u53ef\u89e3\u91ca\u63a8\u7406\u67e5\u8be2\uff08interpretable rationale queries\uff09\uff1a\u8981\u6c42\u6a21\u578b\u7406\u89e3\u5e76\u5e94\u7528\u4e0e\u6570\u636e\u80cc\u666f\u5bc6\u5207\u76f8\u5173\u7684\u9886\u57df\u7279\u5b9a\u63a8\u7406\u4f9d\u636e\u3002\u6211\u4eec\u9700\u8981\u5c06\u5916\u90e8\u903b\u8f91\u5173\u7cfb\u8f93\u5165\u5927\u6a21\u578b\u5e76\u786e\u4fdd\u5176\u9075\u5faa\u8fd9\u4e9b\u903b\u8f91\u6765\u751f\u6210\u56de\u5e94\u3002<\/li>\n\n\n\n<li>Level-4 \u9690\u5f0f\u63a8\u7406\u67e5\u8be2\uff08hidden rationale queries\uff09\uff1a\u8fd9\u79cd\u60c5\u51b5\u4e0b\u6a21\u578b\u6ca1\u6709\u660e\u786e\u7684\u63a8\u7406\u4f9d\u636e\u8bb0\u5f55\uff0c\u9700\u8981\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u7ed3\u679c\u6765\u63a8\u65ad\u3002\u6b64\u65f6\uff0c\u6211\u4eec\u9700\u8981\u8ba9\u6a21\u578b\u901a\u8fc7\u79bb\u7ebf\u5b66\u4e60\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u89c4\u5219\u548c\u539f\u5219\uff0c\u5e76\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u4ee5\u53ca\u5229\u7528\u76d1\u7763\u5b66\u4e60\u5c06\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\u6574\u5408\u5230\u6a21\u578b\u4e2d\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"547\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2-1024x547.png\" alt=\"\u6570\u636e\u589e\u5f3a\u578b\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u4e0d\u540c\u67e5\u8be2\u5c42\u7ea7\u7684\u4e3b\u8981\u6280\u672f\u603b\u7ed3\" class=\"wp-image-1136192\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2-1024x547.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2-300x160.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2-768x410.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2-1536x821.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2-710x380.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2-240x128.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-2.png 2045w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u6570\u636e\u589e\u5f3a\u578b\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u4e2d\u4e0d\u540c\u67e5\u8be2\u5c42\u7ea7\u7684\u4e3b\u8981\u6280\u672f\u603b\u7ed3<\/figcaption><\/figure>\n\n\n\n<p>\u76ee\u524d\u8be5 RAG \u4efb\u52a1\u5206\u7c7b\u6cd5\u5df2\u7ecf\u5728\u4e0e\u4e13\u4e1a\u533b\u7597\u673a\u6784\u7684\u5408\u4f5c\u4e2d\u6709\u6240\u5e94\u7528\uff0c\u4f7f\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u903b\u8f91\u548c\u6027\u80fd\u5c55\u73b0\u51fa\u660e\u663e\u7684\u4f18\u52bf\u3002\u6211\u4eec\u76f8\u4fe1\u8fd9\u9879\u7814\u7a76\u53ef\u4ee5\u5e2e\u52a9\u5927\u6a21\u578b\u66f4\u597d\u5730\u6574\u5408\u4e13\u6709\u9886\u57df\u77e5\u8bc6\uff0c\u5728\u7279\u5b9a\u9886\u57df\u53d1\u6325\u66f4\u524d\u6cbf\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u6700\u540e\u662f\u5173\u4e8e\u957f\u4e0a\u4e0b\u6587\u7684\u4f18\u5316\u3002<\/strong>\u5b9e\u8df5\u8bc1\u660e\uff0c\u5c06\u6574\u4e2a\u6587\u6863\u4ea4\u7ed9\u5927\u6a21\u578b\u5904\u7406\uff0c\u5927\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u5bf9\u5185\u5bb9\u7406\u89e3\u7684\u66f4\u52a0\u5168\u9762\u51c6\u786e\uff0c\u8fd8\u53ef\u4ee5\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u964d\u4f4e\u8f6f\u4ef6\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\u3001\u7f29\u77ed\u5f00\u53d1\u8c03\u8bd5\u5468\u671f\u3002\u7136\u800c\u5de8\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\u5f00\u9500\u662f\u957f\u6587\u672c\u5904\u7406\u7ed5\u4e0d\u5f00\u7684\u74f6\u9888\uff0c\u5236\u7ea6\u4e86\u957f\u6587\u672c\u6a21\u578b\u7684\u5e7f\u6cdb\u5e94\u7528\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6b63\u5728\u5f00\u53d1\u521b\u65b0\u7684\u7b97\u6cd5\u3001\u67b6\u6784\u548c\u7cfb\u7edf\uff0c\u4ee5\u5b9e\u73b0\u5bf9\u5927\u89c4\u6a21\u6a21\u578b\u4e2d\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u7684\u9ad8\u6548\u7ba1\u7406\uff0c\u8fdb\u800c\u63d0\u5347\u5355\u4f4d\u7b97\u529b\u7684\u667a\u80fd\u8f93\u51fa\u3002\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u7b97\u6cd5\u548c\u7cfb\u7edf\u534f\u540c\u521b\u65b0\u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u5e76\u4e14\u6536\u83b7\u4e86\u8d85\u51fa\u9884\u671f\u7684\u6210\u679c\u3002<\/p>\n\n\n\n<p>\u5728\u7b97\u6cd5\u5c42\u9762\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u9488\u5bf9\u957f\u4e0a\u4e0b\u6587\u6ce8\u610f\u529b\u673a\u5236\u7684\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u7b97\u6cd5\uff08dynamic sparse attention\uff09\uff0c\u5e76\u7528\u4e8e\u00a0<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-18\/\" target=\"_blank\" rel=\"noreferrer noopener\">MInference 1.0<\/a>\u00a0\u63a8\u7406\u52a0\u901f\u7b97\u6cd5\u3002MInference \u7684\u6838\u5fc3\u5728\u4e8e\u5229\u7528\u957f\u4e0a\u4e0b\u6587\u4e2d\u6ce8\u610f\u529b\u673a\u5236\u7684\u52a8\u6001\u7a00\u758f\u6027\uff0c\u901a\u8fc7\u79bb\u7ebf\u786e\u5b9a\u6bcf\u4e2a\u6ce8\u610f\u529b\u7684\u6700\u4f73\u7a00\u758f\u6a21\u5f0f\uff0c\u800c\u4e14\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u52a8\u6001\u6784\u5efa\u7a00\u758f\u7d22\u5f15\uff0c\u5229\u7528\u4f18\u5316\u7684 GPU \u5185\u6838\u6267\u884c\u9ad8\u6548\u7a00\u758f\u6ce8\u610f\u529b\u8ba1\u7b97\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5c06\u5355\u5361 A100 GPU \u4e0a\u7684\u9884\u586b\u5145\u5ef6\u8fdf\u964d\u4f4e\u591a\u8fbe10\u500d\uff0c\u540c\u65f6\u5728\u591a\u79cd\u4efb\u52a1\u548c\u6a21\u578b\u4e0a\u4fdd\u6301\u4e0e\u5168\u6ce8\u610f\u529b\u76f8\u5f53\u751a\u81f3\u66f4\u4f18\u7684\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<p>\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u4e5f\u88ab\u7528\u4e8e RetrievalAttention\u2014\u2014\u4e00\u79cd\u52a0\u901f\u957f\u6587\u672c\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u7684\u521b\u65b0\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u5c06\u5927\u90e8\u5206\u952e\u503c\u5411\u91cf\u5378\u8f7d\u5230 CPU \u5185\u5b58\uff0c\u5e76\u901a\u8fc7\u5411\u91cf\u641c\u7d22\u5b9e\u73b0\u52a8\u6001\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\uff0c\u9009\u62e9\u6027\u5730\u53ea\u8ba1\u7b97\u90a3\u4e9b\u201c\u91cd\u8981\u201d\u5143\u7d20\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5728\u4fdd\u8bc1\u51c6\u786e\u6027\u7684\u540c\u65f6\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u548c GPU \u5185\u5b58\u5360\u7528\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0cRetrievalAttention \u80fd\u4f7f\u4e00\u4e2a\u5305\u542b80\u4ebf\u53c2\u6570\u3001128K\u6807\u8bb0\u7684\u6a21\u578b\u5728\u5355\u4e2a24GB\u7684 NVIDIA 4080 GPU \u4e0a\u8fd0\u884c\u3002\u76f8\u5173\u5de5\u4f5c\u83b7\u5f97\u4e86 NeurIPS ENSLP 2024 \u6700\u4f73\u8bba\u6587\u5956\u3002<\/p>\n\n\n\n<p>\u5728\u7cfb\u7edf\u5c42\u9762\uff0c\u6211\u4eec\u8fdb\u884c\u4e86 GPU Kernel \u7684\u4f18\u5316\u3002\u5e38\u89c4\u7684 GPU \u8ba1\u7b97\u5047\u8bbe\u6bcf\u4e2a\u6570\u636e\u5757\u662f\u8fde\u7eed\u4e14\u540c\u8d28\u7684\uff0c\u4f46\u5728\u5904\u7406\u52a8\u6001\u7a00\u758f\u6570\u636e\u65f6\uff0c\u8fd9\u79cd\u5047\u8bbe\u4e0d\u518d\u6210\u7acb\u3002\u4e8e\u662f\u6211\u4eec\u5f15\u5165\u4e86\u5e73\u79fb\u4e0d\u53d8\u6027\u2014\u2014\u901a\u8fc7\u91cd\u65b0\u6392\u5e8f\u7a00\u758f\u6570\u636e\uff0c\u4f7f\u6570\u636e\u5757\u5728\u8ba1\u7b97\u65f6\u66f4\u52a0\u8fde\u7eed\uff0c\u4e14\u4e0d\u6539\u53d8\u6570\u636e\u672c\u8eab\uff0c\u53ea\u662f\u8c03\u6574\u4e86\u5b83\u4eec\u5728\u5185\u5b58\u4e2d\u7684\u4f4d\u7f6e\uff0c\u4ece\u800c\u5927\u5927\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u9a8c\u8bc1\u5927\u6a21\u578b\u7684\u8f93\u51fa\">\u9a8c\u8bc1\u5927\u6a21\u578b\u7684\u8f93\u51fa<\/h3>\n\n\n\n<p>\u786e\u4fdd\u5927\u6a21\u578b\u8f93\u51fa\u7684\u8d28\u91cf\uff0c\u5c24\u5176\u662f\u8bed\u4e49\u7684\u6b63\u786e\u6027\uff0c\u662f\u63d0\u5347\u667a\u80fd\u4f53\u7cfb\u7edf\u53ef\u9760\u6027\u7684\u5173\u952e\u3002\u6211\u4eec\u4ee5\u5927\u6a21\u578b\u5728\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\uff08data science agent\uff09\u573a\u666f\u4e2d\u7684\u5e94\u7528\u4e3a\u7a81\u7834\u70b9\uff0c\u6df1\u5165\u63a2\u7d22\u4e86\u8bed\u4e49\u68c0\u9a8c\u7684\u5171\u6027\u95ee\u9898\u3002\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\u6d89\u53ca\u6570\u636e\u9884\u5904\u7406\u3001\u7edf\u8ba1\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f00\u53d1\u4ee5\u53ca\u591a\u6a21\u6001\u6570\u636e\u53ef\u89c6\u5316\u7b49\u4efb\u52a1\u3002\u8fd9\u4e9b\u4efb\u52a1\u4e0d\u4ec5\u9700\u8981\u6280\u672f\u4e0a\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u8981\u6c42\u4e0e\u7528\u6237\u610f\u56fe\u5728\u8bed\u4e49\u4e0a\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u6211\u4eec\u4ece\u201c\u6570\u636e\u201d\u548c\u201c\u6846\u67b6\u201d\u4e24\u4e2a\u5c42\u9762\u5165\u624b\uff0c\u6784\u5efa\u4e86 \u201cDSEval\u201d \u548c \u201c<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/viseval\/\" target=\"_blank\" rel=\"noreferrer noopener\">VisEval<\/a>\u201d \u4e24\u4e2a\u7efc\u5408\u6027\u57fa\u51c6\uff08benchmark\uff09\u3002DSEval \u4e13\u6ce8\u4e8e\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\u7684\u5168\u751f\u547d\u5468\u671f\u8bc4\u4f30\uff0c\u6db5\u76d6\u6570\u636e\u9884\u5904\u7406\u3001\u5206\u6790\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f00\u53d1\u7b49\u4efb\u52a1\uff0c\u53ef\u4ee5\u8bc4\u4f30\u8f93\u51fa\u7ed3\u679c\u7684\u6b63\u786e\u6027\uff0c\u5e76\u4e14\u8fd8\u5173\u6ce8\u53ef\u80fd\u51fa\u73b0\u7684\u526f\u4f5c\u7528\uff0c\u80fd\u66f4\u5168\u9762\u5730\u53cd\u6620\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002VisEval \u5219\u9488\u5bf9\u81ea\u7136\u8bed\u8a00\u5230\u6570\u636e\u53ef\u89c6\u5316\uff08NL2VIS\uff09\u7684\u4efb\u52a1\uff0c\u901a\u8fc7\u91c7\u7528\u6709\u6548\u6027\u3001\u5408\u6cd5\u6027\u548c\u53ef\u8bfb\u6027\u7b49\u591a\u7ef4\u5ea6\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u7cfb\u7edf\u5730\u9a8c\u8bc1\u667a\u80fd\u4f53\u751f\u6210\u7684\u53ef\u89c6\u5316\u7ed3\u679c\u662f\u5426\u7b26\u5408\u8bed\u4e49\u8981\u6c42\u3002<\/p>\n\n\n\n<p>\u5728\u6784\u5efa\u8fd9\u4e9b\u57fa\u51c6\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u201c\u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff08DSEAL\uff09\u201d\u548c\u4e00\u5957\u5185\u7f6e\u7684\u201c\u6821\u9a8c\u539f\u8bed\uff08validation primitives\uff09\u201d\uff0c\u4ee5\u7cfb\u7edf\u5316\u5730\u8bc4\u4f30\u6570\u636e\u79d1\u5b66\u667a\u80fd\u4f53\u7684\u5168\u751f\u547d\u5468\u671f\u3002\u4f8b\u5982\uff0cDSEval \u4e2d\u7684\u6821\u9a8c\u539f\u8bed\u7528\u4e8e\u9a8c\u8bc1\u526f\u4f5c\u7528\uff0c\u786e\u4fdd\u667a\u80fd\u4f53\u4e0d\u4f1a\u610f\u5916\u4fee\u6539\u539f\u59cb\u6570\u636e\uff1bVisEval \u4e2d\u5b9a\u4e49\u4e86\u591a\u7ef4\u5ea6\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u80fd\u5168\u9762\u8861\u91cf\u53ef\u89c6\u5316\u7ed3\u679c\u8d28\u91cf\u3002\u8fd9\u4e9b\u6821\u9a8c\u539f\u8bed\u4ece\u591a\u4e2a\u89d2\u5ea6\u5bf9\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8f93\u51fa\u8fdb\u884c\u8bed\u4e49\u9a8c\u8bc1\uff0c\u786e\u4fdd\u7ed3\u679c\u5728\u6280\u672f\u6b63\u786e\u7684\u540c\u65f6\u4e5f\u80fd\u6ee1\u8db3\u7528\u6237\u610f\u56fe\u3002&nbsp;<\/p>\n\n\n\n<p>\u5728\u6027\u80fd\u8bc4\u4f30\u4e4b\u5916\uff0c\u6211\u4eec\u4e5f\u5728\u79ef\u6781\u63a2\u7d22\u201c\u79bb\u7ebf\u8bc4\u4f30\u5411\u5728\u7ebf\uff08\u8fd0\u884c\u65f6\uff09\u68c0\u9a8c\u201d\u7684\u8f6c\u53d8\u3002\u5728\u6211\u4eec\u7684\u6700\u65b0\u5de5\u4f5c<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzNjc1NzUzMw==&mid=2247786365&idx=2&sn=4fe044f2899eb3540b72449e40e8eab0&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">&nbsp;V-Droid<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;\u4e2d\uff0c\u5b9e\u65f6\u8fd0\u884c\u7684\u9a8c\u8bc1\u5668\uff08verifier\uff09\u4e0d\u4ec5\u80fd\u591f\u7ed9\u5f53\u524d\u7684\u52a8\u4f5c\u6253\u5206\uff0c\u8fd8\u80fd\u591f\u6307\u5bfc\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u667a\u80fd\u4f53\u5bfb\u627e\u5230\u5b8c\u6210\u4efb\u52a1\u7684\u6700\u4f18\u8def\u5f84\u3002\u51ed\u501f\u5176\u5168\u65b0\u7684\u201c\u9a8c\u8bc1\u5668\u9a71\u52a8\u201d\u67b6\u6784\uff0cV-Droid \u4e0d\u4ec5\u5237\u65b0\u4e86\u79fb\u52a8\u8bbe\u5907\u4e0a\u4efb\u52a1\u81ea\u52a8\u5316\u7684\u4efb\u52a1\u5b8c\u6210\u7387\u8bb0\u5f55\uff0c\u540c\u65f6\u5728\u51b3\u7b56\u54cd\u5e94\u901f\u5ea6\u4e0a\u4e5f\u5b9e\u73b0\u4e86\u63a5\u8fd1\u5b9e\u65f6\u7684\u8868\u73b0\uff0c\u4e3a\u79fb\u52a8\u7aef\u81ea\u52a8\u5316\u63a7\u5236\u5f00\u8f9f\u4e86\u5168\u65b0\u5c40\u9762\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"336\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-3-1024x336.png\" alt=\"V-Droid \u5168\u65b0\u9a8c\u8bc1\u5668\u9a71\u52a8\u67b6\u6784\" class=\"wp-image-1136193\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-3-1024x336.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-3-300x98.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-3-768x252.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-3-1536x504.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-3-240x79.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-3.png 1783w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aV-Droid \u5168\u65b0\u9a8c\u8bc1\u5668\u9a71\u52a8\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>\u65e0\u8bba\u662f\u6570\u636e\u79d1\u5b66\u573a\u666f\u8fd8\u662f\u79fb\u52a8\u8bbe\u5907\u4efb\u52a1\u81ea\u52a8\u5316\u573a\u666f\uff0c\u9ad8\u8d28\u91cf\u7684\u6807\u6ce8\u6570\u636e\u90fd\u6781\u4e3a\u7a00\u7f3a\uff0c\u6240\u4ee5\u6211\u4eec\u4e5f\u7279\u522b\u6ce8\u91cd\u6570\u636e\u96c6\u751f\u6210\u7684\u53ef\u6269\u5c55\u6027\u548c\u6548\u7387\u3002\u6211\u4eec\u5728\u591a\u4e2a\u9879\u76ee\u4e2d\u90fd\u6210\u529f\u5f15\u5165\u4e86\u4eba\u673a\u8054\u5408\u7684\u201c\u81ea\u4e3e\u5f0f\u6807\u6ce8\uff08bootstrapped annotation\uff09\u201d\u65b9\u6cd5\uff0c\u6781\u5927\u5730\u51cf\u5c11\u4e86\u4eba\u5de5\u6295\u5165\uff0c\u63d0\u5347\u4e86\u6570\u636e\u7684\u89c4\u6a21\u548c\u8986\u76d6\u8303\u56f4\u3002\u4f8b\u5982\uff0c\u5728 V-Droid \u4e2d\uff0c\u7cfb\u7edf\u521d\u59cb\u9636\u6bb5\u7531\u4eba\u5de5\u4f5c\u4e1a\u5b8c\u6210\u6807\u6ce8\uff0c\u968f\u540e\u5229\u7528\u7ecf\u8fc7\u521d\u6b65\u8bad\u7ec3\u7684\u9a8c\u8bc1\u5668\u81ea\u52a8\u751f\u6210\u64cd\u4f5c\u6807\u6ce8\uff0c\u518d\u7531\u4eba\u5de5\u5ba1\u6838\u3001\u4fee\u6b63\u3002\u968f\u7740\u8fed\u4ee3\u8bad\u7ec3\u7684\u8fdb\u884c\uff0c\u9a8c\u8bc1\u5668\u7684\u51c6\u786e\u6027\u4e0d\u65ad\u63d0\u5347\uff0c\u4eba\u5de5\u4ecb\u5165\u6bd4\u4f8b\u9010\u6e10\u4e0b\u964d\uff0c\u8fdb\u800c\u9ad8\u6548\u6784\u5efa\u8d77\u4e00\u4e2a\u6db5\u76d6\u4e0a\u4e07\u6761\u4efb\u52a1\u8f68\u8ff9\u7684\u6570\u636e\u96c6\uff0c\u4e3a\u540e\u7eed\u7684\u5927\u89c4\u6a21\u8bad\u7ec3\u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u6784\u5efa\u548c\u5f3a\u5316\u5b66\u4e60\uff0c\u6211\u4eec\u6b63\u5728\u5b9e\u73b0\u201c\u8ba9\u6a21\u578b\u4ece\u68c0\u9a8c\u7ed3\u679c\u4e2d\u5b66\u4e60\u201d\u3002\u5f53\u524d\uff0c\u68c0\u9a8c\u8fc7\u7a0b\u4e3b\u8981\u4f5c\u4e3a\u8bca\u65ad\u5de5\u5177\uff0c\u7528\u4e8e\u8bc6\u522b\u6a21\u578b\u8f93\u51fa\u4e2d\u7684\u9519\u8bef\u6216\u5c40\u9650\u6027\uff0c\u4f46\u68c0\u9a8c\u7ed3\u679c\u901a\u5e38\u4e0d\u80fd\u53cd\u9988\u5230\u6a21\u578b\u4e2d\u4fc3\u8fdb\u5176\u6539\u8fdb\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5c06\u68c0\u9a8c\u7ed3\u679c\u878d\u5165\u6a21\u578b\u7684\u5b66\u4e60\u8fc7\u7a0b\uff0c\u5f62\u6210\u95ed\u73af\u3002\u8fd9\u5c06\u6709\u671b\u6253\u9020\u51fa\u80fd\u591f\u81ea\u6211\u6539\u8fdb\u7684\u667a\u80fd\u4f53\uff0c\u4f7f\u5176\u968f\u65f6\u95f4\u63a8\u79fb\u66f4\u597d\u5730\u9002\u5e94\u7528\u6237\u504f\u597d\u548c\u4efb\u52a1\u9700\u6c42\uff0c\u63d0\u5347\u8bed\u4e49\u7406\u89e3\u548c\u4efb\u52a1\u8868\u73b0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6784\u5efa\u667a\u80fd\u4f53\u539f\u751f\u670d\u52a1\u7cfb\u7edf\">\u6784\u5efa\u667a\u80fd\u4f53\u539f\u751f\u670d\u52a1\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u5f53\u524d\uff0c\u5927\u591a\u6570\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u5e94\u7528\u90fd\u4f9d\u8d56\u4e8e\u516c\u5171\u5927\u8bed\u8a00\u6a21\u578b\u670d\u52a1\uff0c\u7136\u800c\u8fd9\u4e9b\u516c\u5171\u670d\u52a1\u53ea\u80fd\u89c2\u5bdf\u5230\u5927\u91cf\u7684\u5355\u72ec\u8bf7\u6c42\uff0c\u65e0\u6cd5\u4e86\u89e3\u5e94\u7528\u7ea7\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u5b83\u4eec\u65e0\u6cd5\u5224\u65ad\u54ea\u4e9b\u8bf7\u6c42\u5c5e\u4e8e\u540c\u4e00\u5e94\u7528\uff0c\u4e0d\u540c\u8bf7\u6c42\u4e4b\u95f4\u5982\u4f55\u8fde\u63a5\uff0c\u6216\u662f\u5426\u5b58\u5728\u76f8\u4f3c\u6027\u3002\u8fd9\u79cd\u4fe1\u606f\u7f3a\u5931\u4f7f\u5f97\u516c\u5171\u670d\u52a1\u53ea\u80fd\u76f2\u76ee\u4f18\u5316\u5355\u4e2a\u8bf7\u6c42\u7684\u6027\u80fd\uff0c\u5bfc\u81f4\u5e94\u7528\u6574\u4f53\u5728\u7aef\u5230\u7aef\u4e4b\u95f4\u4ea7\u751f\u4e00\u7cfb\u5217\u6027\u80fd\u6b21\u4f18\u95ee\u9898\uff0c\u5982\u7f51\u7edc\u5ef6\u8fdf\u3001\u6392\u961f\u7b49\u989d\u5916\u5f00\u9500\uff0c\u51fa\u73b0\u4f18\u5316\u8c03\u5ea6\u9519\u4f4d\uff0c\u4ee5\u53ca\u91cd\u590d\u63d0\u4f9b\u5e38\u89c1\u7684\u524d\u7f00\u63d0\u793a\uff0c\u9020\u6210\u8ba1\u7b97\u3001\u5b58\u50a8\u7b49\u8d44\u6e90\u7684\u5de8\u5927\u6d6a\u8d39\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8bbe\u60f3\u6253\u9020\u4e00\u79cd\u80fd\u5c06\u8bf7\u6c42\u95f4\u7684\u5404\u79cd\u5173\u7cfb\u201c\u4f20\u8fbe\u201d\u81f3\u670d\u52a1\u540e\u7aef\u7684\u65b9\u6cd5\uff0c\u5373\u667a\u80fd\u4f53\u539f\u751f\u670d\u52a1\u7cfb\u7edf\uff08agent-native serving systems\uff09\u3002\u5728\u8fd9\u4e2a\u65b9\u6cd5\u4e2d\uff0c\u4f18\u5316\u5bf9\u8c61\u4ece\u5355\u4e2a\u8bf7\u6c42\u8f6c\u53d8\u4e3a\u6574\u4e2a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u7cfb\u7edf\u6210\u4e3a\u88ab\u4f18\u5316\u7684\u6838\u5fc3\u67b6\u6784\u3002\u57fa\u4e8e\u8fd9\u4e00\u601d\u8def\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u00a0<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/parrot\/\" target=\"_blank\" rel=\"noreferrer noopener\">Parrot \u670d\u52a1\u7cfb\u7edf<\/a>\u3002Parrot \u5f15\u5165\u4e86\u201c\u8bed\u4e49\u53d8\u91cf\uff08semantic variable\uff09\u201d\u8fd9\u4e00\u6838\u5fc3\u62bd\u8c61\uff0c\u7528\u4e8e\u6807\u6ce8\u8bf7\u6c42\u63d0\u793a\u4e2d\u7684\u8f93\u5165\/\u8f93\u51fa\u53d8\u91cf\uff0c\u5e76\u6784\u5efa\u8bf7\u6c42\u4e4b\u95f4\u7684\u6570\u636e\u7ba1\u9053\uff0c\u4ece\u800c\u5c06\u5e94\u7528\u7ea7\u77e5\u8bc6\u5448\u73b0\u7ed9\u516c\u5171\u5927\u8bed\u8a00\u6a21\u578b\u670d\u52a1\u3002<\/p>\n\n\n\n<p>\u201c\u8bed\u4e49\u53d8\u91cf\u201d\u662f\u8bf7\u6c42\u63d0\u793a\u4e2d\u7684\u4e00\u4e2a\u6587\u672c\u533a\u57df\uff0c\u5177\u6709\u7279\u5b9a\u7684\u8bed\u4e49\u76ee\u7684\uff0c\u5982\u4efb\u52a1\u6307\u4ee4\u3001\u8f93\u5165\u6216\u8f93\u51fa\u3002\u901a\u8fc7\u5206\u6790\u8bed\u4e49\u53d8\u91cf\uff0cParrot \u53ef\u4ee5\u6784\u5efa\u8bf7\u6c42\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u56fe\uff08DAG\uff09\uff0c\u5e76\u901a\u8fc7\u5206\u6790 DAG \u548c\u6700\u7ec8\u8f93\u51fa\u7684\u6027\u80fd\u76ee\u6807\uff0c\u63a8\u5bfc\u51fa\u6bcf\u4e2a\u8bf7\u6c42\u7684\u8c03\u5ea6\u504f\u597d\u6765\u4f18\u5316\u8c03\u5ea6\u3002\u4e0d\u4ec5\u5982\u6b64\uff0cParrot \u8fd8\u80fd\u901a\u8fc7\u5206\u6790\u63d0\u793a\u7ed3\u6784\uff0c\u5feb\u901f\u76d1\u6d4b\u591a\u4e2a\u8bf7\u6c42\u4e4b\u95f4\u7684\u516c\u5171\u524d\u7f00\uff0c\u51cf\u5c11\u5197\u4f59\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7279\u5f81\u4f7f Parrot \u80fd\u591f\u5927\u5e45\u4f18\u5316\u667a\u80fd\u4f53\u7cfb\u7edf\u7aef\u5230\u7aef\u7684\u6027\u80fd\u3002\u4ee5\u591a\u667a\u80fd\u4f53\u7f16\u7a0b\u4efb\u52a1\u4e3a\u4f8b\uff0cParrot \u901a\u8fc7\u8bc6\u522b\u4efb\u52a1\u7ec4\u5e76\u4f18\u5316\u8c03\u5ea6\u7b56\u7565\uff0c\u5b9e\u73b0\u4e86\u9ad8\u8fbe11.7\u500d\u7684\u6027\u80fd\u63d0\u5347\u3002Parrot \u7684\u8bbe\u8ba1\u4e3a\u672a\u6765\u6784\u5efa\u539f\u751f\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u670d\u52a1\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u89c6\u89d2\u4e0e\u542f\u53d1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"570\" height=\"321\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-4.png\" alt=\"application\" class=\"wp-image-1136194\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-4.png 570w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-4-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/yuqing-yang-agentic-system-4-240x135.png 240w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aParrot \u7cfb\u7edf\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" 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href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/low-bit-quantization\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4ece\u7b97\u6cd5\u7f16\u7801\u5c42\u5bf9 token \u7684\u4f4e\u6bd4\u7279\u91cf\u5316<\/a>\uff0c\u5230\u7cfb\u7edf\u67b6\u6784\u5c42\u5bf9\u5927\u6a21\u578b\u6027\u80fd\u7684\u4f18\u5316\uff0c\u4ee5\u53ca\u9488\u5bf9\u57fa\u7840\u6a21\u578b\u548c\u7cfb\u7edf\u5e95\u5c42\u7684\u7814\u7a76\u2014\u2014\u4f8b\u5982\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f00\u53d1\u7684\u00a0<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649499759&idx=1&sn=20c30e95d075d020f737b2a54ea0e5a0&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">YOCO<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u00a0\u548c\u00a0<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649498640&idx=1&sn=a860101ceee6bc3a777f465bdd1586da&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">BitNet<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\uff0c\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u4e0e\u6548\u7387\u8fb9\u754c\u3002\u8fd9\u4e9b\u7814\u7a76\u65b9\u5411\u76f8\u8f85\u76f8\u6210\uff0c\u4ece\u4e0d\u540c\u65b9\u5411\u5bf9\u667a\u80fd\u4f53\u7cfb\u7edf\u5f62\u6210\u201c\u5411\u5fc3\u201d\u4f18\u5316\uff0c\u4e3a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u590d\u6742\u73b0\u5b9e\u4efb\u52a1\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u667a\u80fd\u4f53\u7cfb\u7edf\u8fd9\u4e00\u6e90\u81ea\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u4ea7\u7269\uff0c\u667a\u80fd\u6c34\u5e73\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u5982\u4f55\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u548c\u66f4\u5c11\u7684\u8d44\u6e90\u83b7\u5f97\u66f4\u5927\u4ea7\u51fa\uff0c\u9020\u798f\u4e8e\u66f4\u591a\u4eba\uff0c\u624d\u662f\u5176\u521b\u9020\u793e\u4f1a\u4ef7\u503c\u7684\u5173\u952e\u6240\u5728\u3002\u968f\u7740\u521b\u65b0\u65b9\u6cd5\u8bba\u7684\u63a8\u8fdb\u548c\u9a8c\u8bc1\uff0c\u6211\u4eec\u76f8\u4fe1\u667a\u80fd\u4f53\u7cfb\u7edf\u666e\u60e0\u5927\u4f17\u7684\u4e00\u5929\u5e76\u4e0d\u9065\u8fdc\u3002<\/p>\n\n\n\n<p><strong>\u672c\u6587\u4f5c\u8005<\/strong><\/p>\n\n\n\n<p>\u6768\u7389\u5e86\u535a\u58eb\u73b0\u4efb\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u53d1\u7ecf\u7406\uff0c\u5e26\u9886\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08\u4e0a\u6d77\uff09\u7cfb\u7edf\u4e0e\u5de5\u7a0b\u7ec4\u4e13\u6ce8\u4e8e\u5927\u6a21\u578b\u7cfb\u7edf\u548c\u591a\u6a21\u6001\u7cfb\u7edf\u7684\u7814\u7a76\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u5305\u62ec\u5927\u6a21\u578b\u7684\u9ad8\u6548\u8ba1\u7b97\u548c\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u9876\u5c42\u8bbe\u8ba1\u7b49\u3002\u76f8\u5173\u7814\u7a76\u6210\u679c\u591a\u6b21\u53d1\u8868\u4e8e OSDI\u3001SOSP\u3001EuroSys\u3001ATC\u3001CVPR\u3001ICCV\u3001NeurIPS \u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u6768\u7389\u5e86 \u5927\u6a21\u578b\u7684\u53d1\u5c55\u5df2\u6210\u4e3a\u63a8\u52a8\u8f6f\u4ef6\u5f62\u6001\u5de8\u53d8\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\uff0c\u5b83\u6b63\u5728\u50ac\u751f\u4e00\u79cd\u5168\u65b0\u7684\u8f6f\u4ef6\u5f62\u6001\uff0c\u5373\u76ee\u524d\u6211\u4eec\u6240\u7406\u89e3\u7684\u667a\u80fd\u4f53\uff08AI agent\uff09\u6216\u667a\u80fd\u4f53\u7cfb\u7edf\uff08agentic system\uff09\u3002 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