{"id":1151568,"date":"2025-09-09T00:47:00","date_gmt":"2025-09-09T07:47:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1151568"},"modified":"2025-10-09T00:48:49","modified_gmt":"2025-10-09T07:48:49","slug":"bridge","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/bridge\/","title":{"rendered":"BRIDGE\uff1a\u7a81\u7834SFT-RL\u4e24\u9636\u6bb5\u8bad\u7ec3\u74f6\u9888\uff0c\u5f00\u8f9f\u63a8\u7406\u6a21\u578b\u534f\u540c\u4f18\u5316\u65b0\u8def\u5f84"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u7b49\u9ad8\u5ea6\u6311\u6218\u7684\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6b63\u5728\u5c55\u73b0\u524d\u6240\u672a\u6709\u7684\u7a81\u7834\u3002\u7136\u800c\uff0c\u652f\u6491\u5176\u80cc\u540e\u7684\u4f20\u7edf\u8bad\u7ec3\u8303\u5f0f\u4ecd\u5b58\u5728\u6548\u7387\u4f4e\u4e0b\u4e0e\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u7684\u56f0\u5883\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u8054\u5408\u63d0\u51fa\u4e86 BRIDGE \u6846\u67b6\uff0c\u901a\u8fc7\u53cc\u5c42\u4f18\u5316\u673a\u5236\u8ba9\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u4e0e\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u201c\u643a\u624b\u5e76\u8fdb\u201d\uff0c\u7a81\u7834\u4e86\u957f\u671f\u4ee5\u6765\u7684\u4e24\u9636\u6bb5\u8bad\u7ec3\u74f6\u9888\u3002BRIDGE \u4e0d\u4ec5\u5728\u591a\u4e2a\u6743\u5a01\u6d4b\u8bd5\u4e2d\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u8fd8\u4e3a\u672a\u6765\u5927\u6a21\u578b\u540e\u8bad\u7ec3\u5f00\u8f9f\u4e86\u65b0\u65b9\u5411\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5927\u578b\u63a8\u7406\u6a21\u578b\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u7b49\u6311\u6218\u6027\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u652f\u6491\u8fd9\u4e00\u8fdb\u6b65\u7684\u6838\u5fc3\u6280\u672f\u201c\u57fa\u4e8e\u53ef\u9a8c\u8bc1\u5956\u52b1\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u8bd5\u9519\u5b66\u4e60\uff0c\u6240\u4ee5\u9762\u4e34\u7740\u8bad\u7ec3\u6548\u7387\u4f4e\u4e0b\u7684\u4e25\u5cfb\u6311\u6218\u3002\u4f20\u7edf\u7684\u89e3\u51b3\u65b9\u6848\u662f\u91c7\u7528\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u4f5c\u4e3a\u9884\u70ed\uff0c\u518d\u8fdb\u5165 RL\uff0c\u4f46\u8fd9\u79cd\u89e3\u8026\u7684\u4e24\u9636\u6bb5\u65b9\u6cd5\u9650\u5236\u4e86 SFT \u4e0e RL \u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u4ece\u800c\u5236\u7ea6\u4e86\u6574\u4f53\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 BRIDGE \u6846\u67b6\uff0c\u901a\u8fc7\u53cc\u5c42\u4f18\u5316\u5b9e\u73b0\u4e86 SFT \u548c RL \u7684\u6df1\u5ea6\u534f\u540c\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u63a8\u7406\u80fd\u529b\u7684\u8bad\u7ec3\u5f00\u8f9f\u4e86\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n<p><em>Beyond Two-Stage Training: Cooperative SFT and RL for LLM Reasoning<\/em><\/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\/2509.06948\">https:\/\/arxiv.org\/abs\/2509.06948<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"942\" height=\"280\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-1.png\" alt=\"chart\" class=\"wp-image-1151569\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-1.png 942w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-1-300x89.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-1-768x228.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-1-240x71.png 240w\" sizes=\"auto, (max-width: 942px) 100vw, 942px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u5bf9\u6bd4 SFT-RL \u4e24\u9636\u6bb5\u8bad\u7ec3\u548c BRIDGE \u534f\u540c\u8bad\u7ec3<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4f20\u7edf\u4e24\u9636\u6bb5\u8bad\u7ec3\u7684\u56f0\u5883-\u7f3a\u5931\u7684-\u4ea4\u4e92\">\u4f20\u7edf\u4e24\u9636\u6bb5\u8bad\u7ec3\u7684\u56f0\u5883\uff1a\u7f3a\u5931\u7684&#8221;\u4ea4\u4e92&#8221;<\/h2>\n\n\n\n<p>\u5f53\u524d\u4e3b\u6d41\u7684\u5927\u8bed\u8a00\u6a21\u578b\u540e\u8bad\u7ec3\u901a\u5e38\u91c7\u7528&#8221;\u5148 SFT \u540e RL&#8221;\u7684\u4e24\u9636\u6bb5\u8bad\u7ec3\u8303\u5f0f\u3002\u7b2c\u4e00\u9636\u6bb5\u901a\u8fc7\u76d1\u7763\u5fae\u8c03\u8ba9\u6a21\u578b\u5b66\u4e60\u4e13\u5bb6\u7ea7\u7684\u63a8\u7406\u8f68\u8ff9\uff0c\u7b2c\u4e8c\u9636\u6bb5\u5219\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8ba9\u6a21\u578b\u81ea\u4e3b\u63a2\u7d22\u5e76\u4f18\u5316\u63a8\u7406\u8def\u5f84\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u770b\u4f3c\u5408\u7406\uff0c\u5374\u5b58\u5728\u4e00\u4e2a\u6839\u672c\u6027\u7f3a\u9677\uff1a\u4e24\u4e2a\u9636\u6bb5\u5b8c\u5168\u89e3\u8026\uff0c\u7f3a\u4e4f\u4fe1\u606f\u4ea4\u6362\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u5bf9\u6bd4\u5b9e\u9a8c\uff0c\u63ed\u793a\u4e86\u4e0d\u540c\u8bad\u7ec3\u65b9\u6cd5\u7684\u5dee\u5f02\u3002\u56fe2\u5c55\u793a\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6d4b\u8bd5\u51c6\u786e\u7387\u7684\u53d8\u5316\u3002\u7ed3\u679c\u8868\u660e\uff0c\u867d\u7136 SFT \u4f5c\u4e3a\u51b7\u542f\u52a8\u8bad\u7ec3\u4e3a RL \u8bad\u7ec3\u63d0\u4f9b\u4e86\u6709\u6548\u7684\u521d\u59cb\u5316\u548c\u5feb\u901f\u7684\u65e9\u671f\u6536\u655b\uff0c\u4f46\u5bf9\u6700\u7ec8\u6536\u655b\u6027\u80fd\u7684\u8d21\u732e\u6709\u9650\u3002\u8fd9\u5bfc\u81f4\u521d\u671f\u51c6\u786e\u7387\u63d0\u5347\u8f83\u5feb\uff0c\u4f46\u5728\u4e24\u9636\u6bb5\u6d41\u7a0b\u7684\u540e\u671f\u9636\u6bb5\u8868\u73b0\u8d8b\u4e8e\u5e73\u7a33\uff0c\u589e\u76ca\u5f88\u5c0f\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5c3d\u7ba1 RL \u5355\u72ec\u8bad\u7ec3\u6536\u655b\u8f83\u6162\uff0c\u4f46\u6700\u7ec8\u5374\u80fd\u8fbe\u5230\u76f8\u8fd1\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"390\" height=\"264\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-2.png\" alt=\"chart, line chart\" class=\"wp-image-1151570\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-2.png 390w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-2-300x203.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-2-240x162.png 240w\" sizes=\"auto, (max-width: 390px) 100vw, 390px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6d4b\u8bd5\u96c6\u53d8\u5316<\/figcaption><\/figure>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e9b\u7ed3\u679c\u53ef\u4ee5\u770b\u5230 SFT \u548c RL \u5728\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u5404\u81ea\u4f18\u52bf\uff1aSFT \u53ef\u4ee5\u4fc3\u8fdb\u5feb\u901f\u7684\u521d\u59cb\u5b66\u4e60\uff0cRL \u5219\u80fd\u591f\u5b9e\u73b0\u66f4\u597d\u7684\u6700\u7ec8\u6027\u80fd\u3002\u7136\u800c\uff0c\u51b7\u542f\u52a8\u8bad\u7ec3\u4e2d\u7b80\u5355\u7684\u4e24\u9636\u6bb5\u7ed3\u5408\u672a\u80fd\u5145\u5206\u53d1\u6325\u8fd9\u4e24\u8005\u7684\u4e92\u8865\u4f18\u52bf\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u5176\u4e2d\u6709\u4e24\u4e2a\u4e3b\u8981\u7684\u5c40\u9650\uff1a<\/p>\n\n\n\n<p>\uff081\uff09\u707e\u96be\u6027\u9057\u5fd8\uff1a\u4e24\u9636\u6bb5\u8bad\u7ec3\u6a21\u5f0f\u5b58\u5728\u56fa\u6709\u7684\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\uff0c\u5373\u6a21\u578b\u5728\u4ece SFT \u8fc7\u6e21\u5230 RL \u8bad\u7ec3\u65f6\u4f1a\u4e22\u5931\u90e8\u5206 SFT \u9636\u6bb5\u7684\u77e5\u8bc6\u3002\u8fd9\u79cd\u73b0\u8c61\u4f53\u73b0\u5728\u51b7\u542f\u52a8\u7b2c\u4e8c\u9636\u6bb5\u7684\u56de\u590d\u957f\u5ea6\u53d8\u5316\u4e2d\uff08\u89c1\u56fe3\uff09\uff0c\u56de\u590d\u957f\u5ea6\u4f1a\u5148\u5927\u5e45\u4e0b\u964d\u7136\u540e\u9010\u6e10\u56de\u5347\uff0c\u5448\u73b0\u51fa\u201c\u5148\u964d\u540e\u5347\u201d\u7684\u6a21\u5f0f\uff0c\u8868\u660e\u6a21\u578b\u5148\u5fd8\u8bb0\u4e86\u4e00\u4e9b\u4e13\u5bb6\u884c\u4e3a\uff0c\u518d\u6162\u6162\u63a2\u7d22\u51fa\u65b0\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u63a2\u7d22\u6548\u7387\u4f4e\u4e0b\uff1a\u5c3d\u7ba1 SFT \u521d\u59cb\u5316\u6709\u6548\uff0c\u4f46\u5728\u7ebf RL \u5728\u89e3\u51b3\u56f0\u96be\u95ee\u9898\u65f6\u7ecf\u5e38\u9047\u5230\u63a2\u7d22\u6548\u7387\u4f4e\u4e0b\u7684\u95ee\u9898\uff0c\u7279\u522b\u662f\u5728\u6a21\u578b\u9047\u5230\u56f0\u96be\u95ee\u9898\u65f6\uff0c\u5bb9\u6613\u9677\u5165\u5c40\u90e8\u6700\u4f18\uff0c\u96be\u4ee5\u53d1\u73b0\u53ef\u4ee5\u5e26\u6765\u6b63\u5956\u52b1\u7684\u8def\u5f84\uff08\u89c1\u56fe3\uff09\u3002SFT \u9636\u6bb5\u7ed3\u675f\u540e\uff0cRL \u7f3a\u4e4f\u6301\u7eed\u7684\u6307\u5bfc\u5bfc\u81f4\u5956\u52b1\u5f88\u5feb\u6536\u655b\u5230\u74f6\u9888\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"321\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-3-1024x321.png\" alt=\"chart, line chart\" class=\"wp-image-1151571\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-3-1024x321.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-3-300x94.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-3-768x241.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-3-240x75.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-3.png 1430w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u56de\u590d\u957f\u5ea6\u548c\u5956\u52b1\u8bad\u7ec3\u53d8\u5316<\/figcaption><\/figure>\n\n\n\n<p>\u8fd9\u4e9b\u5c40\u9650\u4fc3\u4f7f\u7814\u7a76\u5458\u4eec\u5c06 SFT \u548c RL \u8bad\u7ec3\u6574\u5408\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\u4e2d\uff0c\u4fc3\u8fdb\u4e24\u8005\u7684\u4ea4\u4e92\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"bridge\u6846\u67b6-\u8ba9sft\u4e0erl-\u643a\u624b\u5e76\u8fdb\">BRIDGE\u6846\u67b6\uff1a\u8ba9SFT\u4e0eRL&#8221;\u643a\u624b\u5e76\u8fdb&#8221;<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u53ef\u884c\u6027\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148\u5c1d\u8bd5\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u4ea4\u66ff\u8bad\u7ec3\u65b9\u6cd5\uff08naive alternating\uff09\u2014\u2014\u5728\u540c\u4e00\u9636\u6bb5\u4ea4\u66ff\u8fdb\u884c RL \u548c SFT \u7684\u5b66\u4e60\u3002\u4ee4\u4eba\u60ca\u559c\u7684\u662f\uff0c\u5373\u4f7f\u662f\u8fd9\u79cd\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u4e5f\u53d6\u5f97\u4e86\u6bd4\u4f20\u7edf\u65b9\u6cd5\u66f4\u597d\u7684\u6536\u655b\u6548\u679c\uff08\u89c1\u56fe2\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u53d1\u73b0\u5f15\u53d1\u4e86\u7814\u7a76\u5458\u4eec\u66f4\u6df1\u5c42\u7684\u601d\u8003\uff1a&#8221;\u5982\u4f55\u8bbe\u8ba1\u8bad\u7ec3\u7b56\u7565\uff0c\u4ee5\u4fdd\u8bc1 SFT \u4e0e RL \u7684\u534f\u540c\u5408\u4f5c\u80fd\u591f\u5b9e\u73b0\u4f18\u4e8e\u4f7f\u7528\u5355\u4e00\u65b9\u6cd5\u7684\u6027\u80fd\u8868\u73b0\uff1f&#8221;<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 BRIDGE \u7684\u5408\u4f5c\u8bad\u7ec3\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u901a\u8fc7\u4e00\u79cd\u57fa\u4e8e\u53cc\u5c42\u4f18\u5316\uff08bilevel optimization\uff09\u7684\u5143\u5b66\u4e60\uff08meta-learning\uff09\u6846\u67b6\u5efa\u7acb SFT \u4e0e RL \u4e4b\u95f4\u7684\u6df1\u5ea6\u534f\u540c\u673a\u5236\u3002<\/p>\n\n\n\n<p><strong>\u67b6\u6784\u8bbe\u8ba1\uff1a\u8f7b\u91cf\u7ea7\u7684\u589e\u5f3a<\/strong><\/p>\n\n\n\n<p>\u9996\u5148\uff0cBRIDGE \u63d0\u51fa\u4e86\u4e00\u79cd\u5de7\u5999\u7684\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u7840\u6a21\u578b\uff08\u03b8\uff09\uff1a\u4f5c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6838\u5fc3\u63a8\u7406\u5f15\u64ce\uff0c\u8d1f\u8d23\u751f\u6210\u63a8\u7406\u8fc7\u7a0b<\/li>\n\n\n\n<li>LoRA \u6a21\u5757\uff08\u03c9\uff09\uff1a\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u7684&#8221;\u534f\u8c03\u5668&#8221;\uff0c\u4fc3\u8fdb RL \u548c SFT \u4e24\u79cd\u8bad\u7ec3\u8303\u5f0f\u7684\u6df1\u5ea6\u5408\u4f5c<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e24\u4e2a\u7ec4\u4ef6\u5171\u540c\u6784\u6210\u4e86\u4e00\u4e2a&#8221;\u589e\u5f3a\u6a21\u578b&#8221; (\u03b8 \u0305=[\u03b8,\u03c9])\u3002\u901a\u8fc7\u8fd9\u79cd\u8bbe\u8ba1\uff0cBRIDGE \u80fd\u591f\u5728\u51e0\u4e4e\u4e0d\u589e\u52a0\u53c2\u6570\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u73b0 SFT \u4e0e RL \u901a\u8baf\u7684\u201c\u786c\u4ef6\u57fa\u7840\u201d\u3002<\/p>\n\n\n\n<p><strong>\u534f\u540c\u5143\u5b66\u4e60\u65b9\u6cd5\uff1a\u53cc\u5c42\u4f18\u5316\u7684\u827a\u672f<\/strong><\/p>\n\n\n\n<p>\u5728\u6b64\u67b6\u6784\u4e0a\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u79cd\u534f\u540c\u5143\u5b66\u4e60\u65b9\u6cd5 BRIDGE\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"168\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-4.png\" alt=\"formular\" class=\"wp-image-1151572\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-4.png 650w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-4-300x78.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-4-240x62.png 240w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/figure>\n\n\n\n<p>\u5176\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u53cc\u5c42\u4f18\u5316\u7ed3\u6784\u5b9e\u73b0 SFT \u4e0e RL \u7684\u6df1\u5ea6\u878d\u5408\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u5c42\u4f18\u5316\uff08\u9886\u5bfc\u8005\uff09\uff1aSFT \u76ee\u6807\u626e\u6f14&#8221;\u5bfc\u5e08&#8221;\u89d2\u8272\uff0c\u8d1f\u8d23\u63d0\u4f9b\u4e13\u5bb6\u7ea7\u7684\u63a8\u7406\u6307\u5bfc<\/li>\n\n\n\n<li>\u4e0b\u5c42\u4f18\u5316\uff08\u8ffd\u968f\u8005\uff09\uff1aRL \u76ee\u6807\u626e\u6f14&#8221;\u5b66\u751f&#8221;\u89d2\u8272\uff0c\u5728\u5956\u52b1\u4fe1\u53f7\u7684\u9a71\u52a8\u4e0b\u8fdb\u884c\u81ea\u4e3b\u63a2\u7d22<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\uff1aSFT \u5728\u4f18\u5316\u65f6\u80fd\u591f\u524d\u77bb\u6027\u5730\u8003\u8651 RL \u7684\u6700\u4f18\u89e3 \u03b8*\uff08\u56fe2\u4e2d\u53cd\u5411\u6d88\u606f\u4f20\u9012\uff09\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u6709\u9488\u5bf9\u6027\u7684\u6307\u5bfc\u3002\u8fd9\u5c31\u50cf\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u8001\u5e08\uff0c\u4e0d\u4ec5\u4f20\u6388\u77e5\u8bc6\uff0c\u8fd8\u80fd\u9884\u89c1\u5b66\u751f\u5728\u5b9e\u8df5\u4e2d\u53ef\u80fd\u9047\u5230\u7684\u96be\u70b9\uff0c\u63d0\u524d\u7ed9\u4e88\u6709\u9488\u5bf9\u6027\u7684\u6307\u5bfc\u3002<\/p>\n\n\n\n<p><strong>\u7b97\u6cd5\u5b9e\u73b0\uff1a\u57fa\u4e8e\u60e9\u7f5a\u51fd\u6570\u65b9\u6cd5<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u53cc\u5c42\u4f18\u5316\u95ee\u9898\u5728\u5b9e\u8df5\u4e2d\u9ad8\u6548\u6c42\u89e3\uff0c\u7814\u7a76\u56e2\u961f\u4f7f\u7528\u4e86\u57fa\u4e8e\u60e9\u7f5a\u51fd\u6570\u7684\u4e00\u9636\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u5305\u62ec\uff1a<\/p>\n\n\n\n<p>1. \u57fa\u7840\u6a21\u578b\u66f4\u65b0\u89c4\u5219\uff1a\u878d\u5408 SFT \u548c RL \u7684\u68af\u5ea6\uff0c\u5b9e\u73b0\u4e24\u79cd\u76ee\u6807\u7684\u5e73\u8861\u4f18\u5316<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"84\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-5-1024x84.png\" alt=\"formular\" class=\"wp-image-1151573\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-5-1024x84.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-5-300x25.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-5-768x63.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-5-240x20.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-5.png 1101w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>2. LoRA \u6a21\u5757\u66f4\u65b0\uff1a\u901a\u8fc7\u6700\u5927\u5316&#8221;\u8054\u5408\u8bad\u7ec3&#8221;\u4e0e&#8221;\u7eaf RL \u8bad\u7ec3&#8221;\u4e4b\u95f4\u7684\u5956\u52b1\u5dee\u8ddd\uff0c\u663e\u5f0f\u9f13\u52b1\u534f\u540c\u589e\u76ca<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"129\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-6-1024x129.png\" alt=\"formular\" class=\"wp-image-1151574\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-6-1024x129.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-6-300x38.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-6-768x97.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-6-1536x193.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-6-2048x258.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-6-240x30.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u786e\u4fdd\u4e86\u8054\u5408\u8bad\u7ec3\u7684\u6548\u679c\u59cb\u7ec8\u4f18\u4e8e\u5355\u72ec\u4f7f\u7528 RL\uff0c\u4ece\u800c\u4fdd\u8bc1\u4e86\u534f\u540c\u65b9\u6cd5\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u5168\u65b9\u4f4d\u7684\u6027\u80fd\u548c\u8bad\u7ec3\u6548\u7387\u63d0\u5347<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u5728\u591a\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u6570\u5b66\u63a8\u7406\u57fa\u51c6\u4e0a\u9a8c\u8bc1\u4e86 BRIDGE \u7684\u6548\u679c\uff0c\u5305\u62ec&nbsp;MATH500\u3001Minerva Math\u3001OlympiadBench \u7b49\u6807\u51c6\u6d4b\u8bd5\u96c6\uff0c\u4ee5\u53ca AIME 2024\u3001AMC 2023 \u7b49\u7ade\u8d5b\u7ea7\u522b\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>\u5728 Qwen2.5-3B\uff0cQwen3-8B \u548c Llama3.2-3B-Instruct \u6a21\u578b\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cBRIDGE \u7684\u65b9\u6cd5\u76f8\u5bf9\u4e24\u9636\u6bb5\u7684\u51b7\u542f\u52a8\u65b9\u6cd5\u670910\u201331%\u7684\u5e73\u5747\u6027\u80fd\u63d0\u5347\uff0c\u5e76\u4e14\u5728\u6240\u6709\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u5747\u53d6\u5f97\u4e86\u4f18\u5f02\u6210\u7ee9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"329\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-7-1024x329.png\" alt=\"table\" class=\"wp-image-1151575\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-7-1024x329.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-7-300x96.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-7-768x247.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-7-1066x344.png 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-7-240x77.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-7.png 1070w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1aQwen2.5-3B \u5b9e\u9a8c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"332\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-8-1024x332.png\" alt=\"table\" class=\"wp-image-1151576\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-8-1024x332.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-8-300x97.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-8-768x249.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-8-240x78.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-8.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1aQwen3-8B \u5b9e\u9a8c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"319\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-9-1024x319.png\" alt=\"table\" class=\"wp-image-1151577\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-9-1024x319.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-9-300x93.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-9-768x239.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-9-240x75.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-9.png 1098w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88683\uff1aLlama3.2-3B-Instruct \u5b9e\u9a8c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u8fd8\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u6210\u672c\u6548\u76ca\u5206\u6790\u3002<strong>BRIDGE \u5728\u8bad\u7ec3\u6548\u7387\u65b9\u9762\u8868\u73b0\u51fa\u8272<\/strong>\uff0c\u5728 Qwen2.5-3B \u4e0a\u76f8\u6bd4\u51b7\u542f\u52a8\u5b9e\u73b0\u4e86<strong>44%\u7684\u8bad\u7ec3\u901f\u5ea6\u63d0\u9ad8<\/strong>\uff0c\u540c\u65f6\u6027\u80fd\u63d0\u5347\u4e8613%\uff1b\u5728 Qwen3-8B \u4e0a<strong>\u8bad\u7ec3\u901f\u5ea6\u63d0\u9ad8\u4e8614%<\/strong>\uff0c\u6027\u80fd\u63d0\u5347\u4e8610%\u3002\u867d\u7136 BRIDGE \u589e\u52a0\u4e86\u9002\u5ea6\u7684\u5185\u5b58\u5f00\u9500\uff0c\u4f46\u5728\u6548\u7387\u548c\u51c6\u786e\u6027\u4e0a\u7684\u663e\u8457\u6539\u8fdb\u8db3\u4ee5\u8bc1\u660e\u8fd9\u79cd\u6743\u8861\u662f\u5408\u7406\u7684\u3002\u8fd9\u79cd\u8bad\u7ec3\u6548\u7387\u7684\u63d0\u5347\u4e3b\u8981\u6765\u6e90\u4e8e BRIDGE \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u751f\u6210\u7684\u56de\u7b54\u66f4\u77ed\uff08\u89c1\u56fe3\uff09\uff0c\u4ece\u800c\u663e\u8457\u51cf\u5c11\u4e86\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"197\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-10-1024x197.png\" alt=\"table\" class=\"wp-image-1151578\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-10-1024x197.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-10-300x58.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-10-768x148.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-10-240x46.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/bridge-10.png 1347w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88684\uff1aQwen2.5-3B \u8bad\u7ec3\u65f6\u95f4\u5206\u6790<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u63a8\u7406\u6a21\u578b\u8bad\u7ec3\u7684\u65b0\u8d77\u70b9\">\u63a8\u7406\u6a21\u578b\u8bad\u7ec3\u7684\u65b0\u8d77\u70b9<\/h2>\n\n\n\n<p>BRIDGE \u7684\u6210\u529f\u6e90\u4e8e\u4e09\u4e2a\u5173\u952e\u7684\u6280\u672f\u6d1e\u5bdf\u3002\u9996\u5148\uff0c\u5b83\u5f15\u5165\u4e86<strong>\u52a8\u6001\u6307\u5bfc\u673a\u5236<\/strong>\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u65b9\u6cd5\u5c06 SFT \u4ec5\u4f5c\u4e3a\u521d\u59cb\u5316\u65b9\u6cd5\u4f7f\u7528\u8fd9\u4e00\u65b9\u5f0f\uff0cBRIDGE \u8ba9 SFT \u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6301\u7eed\u63d0\u4f9b\u6307\u5bfc\uff0c\u5e2e\u52a9 RL \u66f4\u9ad8\u6548\u5730\u63a2\u7d22\u3002\u5176\u6b21\uff0cBRIDGE \u901a\u8fc7<strong>\u534f\u540c\u4f18\u5316\u4fdd\u8bc1<\/strong>\uff0c\u5728\u673a\u5236\u8bbe\u8ba1\u4e0a\u6700\u5927\u5316\u8054\u5408\u8bad\u7ec3\u4e0e\u7eaf RL \u8bad\u7ec3\u7684\u5956\u52b1\u5dee\u8ddd\uff0c\u786e\u4fdd\u4e86\u534f\u540c\u6548\u5e94\u7684\u4ea7\u751f\u3002\u6700\u540e\uff0c\u5b83\u91c7\u7528\u4e86<strong>\u5355\u9636\u6bb5\u7684\u6846\u67b6<\/strong>\uff0c\u6709\u6548\u907f\u514d\u4e86\u4f20\u7edf\u4e24\u9636\u6bb5\u8bad\u7ec3\u4e2d\u5e38\u89c1\u7684\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\uff0c\u4f7f\u8bad\u7ec3\u8fc7\u7a0b\u66f4\u52a0\u7a33\u5065\u3001\u9ad8\u6548\u3002<\/p>\n\n\n\n<p>BRIDGE \u6846\u67b6\u7684\u63d0\u51fa\uff0c\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5f53\u524d\u4e24\u9636\u6bb5\u8bad\u7ec3\u7684\u5c40\u9650\u6027\uff0c\u66f4\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u8bad\u7ec3\u5f00\u8f9f\u4e86\u65b0\u7684\u7814\u7a76\u65b9\u5411\u3002\u672a\u6765\u7684\u5de5\u4f5c\u53ef\u4ee5\u4ece\u4e09\u4e2a\u65b9\u9762\u5c55\u5f00\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6269\u5c55\u81f3\u66f4\u5927\u89c4\u6a21<\/strong>\uff1a\u5c06 BRIDGE 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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=2649504434&idx=1&sn=479211003cc08abc18527ab6b2031b73&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u7b49\u9ad8\u5ea6\u6311\u6218\u7684\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6b63\u5728\u5c55\u73b0\u524d\u6240\u672a\u6709\u7684\u7a81\u7834\u3002\u7136\u800c\uff0c\u652f\u6491\u5176\u80cc\u540e\u7684\u4f20\u7edf\u8bad\u7ec3\u8303\u5f0f\u4ecd\u5b58\u5728\u6548\u7387\u4f4e\u4e0b\u4e0e\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u7684\u56f0\u5883\u3002\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u8054\u5408\u63d0\u51fa\u4e86 BRIDGE 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\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 BRIDGE \u6846\u67b6\uff0c\u901a\u8fc7\u53cc\u5c42\u4f18\u5316\u5b9e\u73b0\u4e86 SFT \u548c RL \u7684\u6df1\u5ea6\u534f\u540c\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u63a8\u7406\u80fd\u529b\u7684\u8bad\u7ec3\u5f00\u8f9f\u4e86\u65b0\u8def\u5f84\u3002 Beyond Two-Stage Training: Cooperative SFT and RL for LLM Reasoning \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2509.06948 (opens in new tab) \u5f53\u524d\u4e3b\u6d41\u7684\u5927\u8bed\u8a00\u6a21\u578b\u540e\u8bad\u7ec3\u901a\u5e38\u91c7\u7528&#8221;\u5148 SFT \u540e 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[&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1151580,"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-1151568","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\/1151568","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":5,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1151568\/revisions"}],"predecessor-version":[{"id":1163609,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1151568\/revisions\/1163609"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1151580"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1151568"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1151568"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1151568"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1151568"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}