{"id":1086192,"date":"2024-09-22T20:33:56","date_gmt":"2024-09-23T03:33:56","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1086192"},"modified":"2024-09-23T22:18:40","modified_gmt":"2024-09-24T05:18:40","slug":"reme","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/reme\/","title":{"rendered":"\u5b88\u62a4\u8bb0\u5fc6\uff1a\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e3a\u8ba4\u77e5\u969c\u788d\u60a3\u8005\u5e26\u6765\u5168\u65b0\u7684\u8bad\u7ec3\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6bcf\u5e74\u76849\u670821\u65e5\u662f\u201c\u4e16\u754c\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u65e5\u201d\uff0c\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u4f5c\u4e3a\u6700\u5e38\u89c1\u7684\u8ba4\u77e5\u969c\u788d\uff0c\u4e00\u76f4\u4ee5\u6765\u90fd\u5907\u53d7\u5173\u6ce8\u3002\u7814\u7a76\u8bc1\u660e\uff0c\u79d1\u5b66\u7684\u8ba4\u77e5\u8bad\u7ec3\u53ef\u4ee5\u8d77\u5230\u5bf9\u8be5\u75be\u75c5\u7684\u9884\u9632\u548c\u5ef6\u7f13\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u4e0a\u6d77\u5e02\u7cbe\u795e\u536b\u751f\u4e2d\u5fc3\u643a\u624b\u5c55\u5f00\u8054\u5408\u7814\u7a76\uff0c\u57fa\u4e8e\u5fae\u8f6f Azure OpenAI \u670d\u52a1\u4e2d\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u5f00\u53d1\u4e86\u5229\u7528\u591a\u79cd\u6a21\u6001\u6570\u636e\uff08\u5982\u8bed\u97f3\u3001\u6587\u5b57\u3001\u56fe\u7247\u3001\u97f3\u4e50\u7b49\u4fe1\u606f\uff09\u7684\u4e2a\u6027\u5316\u8ba4\u77e5\u8bad\u7ec3\u6846\u67b6\uff0c\u4e3a\u8ba4\u77e5\u969c\u788d\u60a3\u8005\u7684\u8ba4\u77e5\u8bad\u7ec3\u5e26\u6765\u4e86\u65b0\u7684\u53ef\u80fd\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u968f\u7740\u5168\u7403\u4eba\u53e3\u8001\u9f84\u5316\u7684\u52a0\u5267\uff0c\u4ee5\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u4e3a\u4ee3\u8868\u7684\u8ba4\u77e5\u75c7\u88ab\u8ba4\u4e3a\u662f\u4e8c\u5341\u4e00\u4e16\u7eaa\u6700\u5927\u7684\u5065\u5eb7\u5371\u673a\u4e4b\u4e00\u3002\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u4e0a\u6d77\u5e02\u7cbe\u795e\u536b\u751f\u4e2d\u5fc3\u5c55\u5f00\u8054\u5408\u7814\u7a76\uff0c\u501f\u52a9\u5fae\u8f6f Azure OpenAI \u670d\u52a1\u4e2d\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u4ee5\u53ca\u667a\u80fd\u4ee3\u7406\uff08AI agent\uff09\u6280\u672f\uff0c\u5f00\u53d1\u4e86<strong>\u4e2a\u6027\u5316\u8ba4\u77e5\u8bad\u7ec3\u6846\u67b6\u201c\u5fc6\u6211\u201d\uff08ReMe\uff09<\/strong>\uff0c\u6269\u5c55\u4e86\u81ea\u52a8\u5316\u8ba4\u77e5\u8bad\u7ec3\u7684\u8bad\u7ec3\u8303\u56f4\uff0c\u4e3a\u6570\u5b57\u5316\u8ba4\u77e5\u8bad\u7ec3\u63d0\u4f9b\u4e86\u65b0\u65b9\u6cd5\uff0c\u6709\u671b\u5e2e\u52a9\u5ef6\u7f13\u8ba4\u77e5\u4e0b\u964d\u3002\u8fd9\u9879\u521b\u65b0\u5de5\u5177\u5c06\u52a9\u529b\u63a8\u8fdb\u8ba4\u77e5\u8bad\u7ec3\u7814\u7a76\uff0c\u4e3a\u5404\u7c7b\u8ba4\u77e5\u969c\u788d\uff0c\u5305\u62ec\u8f7b\u5ea6\u8ba4\u77e5\u969c\u788d\u7684\u65e9\u671f\u9884\u9632\u548c\u975e\u836f\u7269\u5e72\u9884\u63d0\u4f9b\u65b0\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"746\" height=\"247\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-1.png\" alt=\"\u5fc6\u6211\u7a0b\u5e8flogo\" class=\"wp-image-1086207\" style=\"width:340px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-1.png 746w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-1-300x99.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-1-240x79.png 240w\" sizes=\"(max-width: 746px) 100vw, 746px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-2-1024x682.jpg\" alt=\"hold hands\" class=\"wp-image-1086210\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-2-1024x682.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-2-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-2-768x512.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-2-240x160.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-2.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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id=\"\u57fa\u4e8e\u5fae\u8f6fazure-openai\u670d\u52a1-\u8ba9\u8ba4\u77e5\u8bad\u7ec3\u65e2\u901a\u7528\u53c8\u4e2a\u6027\u5316\">\u57fa\u4e8e\u5fae\u8f6fAzure OpenAI\u670d\u52a1\uff0c\u8ba9\u8ba4\u77e5\u8bad\u7ec3\u65e2\u901a\u7528\u53c8\u4e2a\u6027\u5316<\/h2>\n\n\n\n<p>\u7efc\u5408\u4e0a\u6d77\u5e02\u7cbe\u795e\u536b\u751f\u4e2d\u5fc3\u4e13\u5bb6\u7684\u5efa\u8bae\u4e0e\u60a3\u8005\u7684\u9700\u6c42\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4ece\u6613\u7528\u6027\u3001\u754c\u9762\u53cb\u597d\u6027\u3001\u529f\u80fd\u4e13\u4e1a\u6027\u548c\u5165\u95e8\u96be\u6613\u5ea6\u7b49\u591a\u4e2a\u7ef4\u5ea6\u51fa\u53d1\uff0c\u5f00\u53d1\u4e86\u4e2a\u6027\u5316\u8ba4\u77e5\u8bad\u7ec3\u6846\u67b6\u201c\u5fc6\u6211\u201d\uff08ReMe\uff09\u3002<strong>\u8be5\u5de5\u5177\u4ee5\u5fae\u8f6f Azure OpenAI 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https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-3-768x631.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-3-1536x1263.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-3-2048x1683.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/09\/reme-3-219x180.jpg 219w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u201c\u5fc6\u6211\u201d\u5e94\u7528\u754c\u9762<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u201c\u5c06\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\u4e0e\u4e13\u4e1a\u77e5\u8bc6\u76f8\u7ed3\u5408\uff0c\u5e94\u7528\u5230\u8ba4\u77e5\u8bad\u7ec3\u9886\u57df\uff0c\u6253\u9020\u4e00\u4e2a\u4e13\u4e1a\u7684\u9886\u57df\u667a\u80fd\u4f53\uff0c\u662f\u6211\u4eec\u9762\u4e34\u7684\u4e00\u4e2a\u6311\u6218\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458\u738b\u5b50\u9f99\u8868\u793a\uff0c\u201c\u6b64\u524d\uff0c\u6211\u4eec\u5df2\u7ecf\u5f00\u5c55\u4e86\u4e00\u7cfb\u5217\u7814\u7a76\uff0c\u63a2\u7d22\u5982\u4f55\u901a\u8fc7\u601d\u7ef4\u94fe\uff08Chain of Thoughts\uff09\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval Augmented Generation, 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sensing\uff09\u7684\u65b9\u5f0f\u8bb0\u5f55\u65e5\u5e38\u751f\u6d3b\u4e2d\u7684\u91cd\u8981\u8282\u70b9\u548c\u4e8b\u4ef6\uff0c\u4fc3\u8fdb\u66f4\u4fbf\u6377\u7684\u4e2a\u6027\u5316\u4e2a\u4eba\u8bb0\u5fc6\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" 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AI 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