{"id":1153877,"date":"2025-10-29T03:08:20","date_gmt":"2025-10-29T10:08:20","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1153877"},"modified":"2025-10-31T15:02:32","modified_gmt":"2025-10-31T22:02:32","slug":"docreward","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/docreward\/","title":{"rendered":"DocReward\uff1a\u8ba9\u667a\u80fd\u4f53\u201c\u5199\u5f97\u66f4\u4e13\u4e1a\u201d\u7684\u6587\u6863\u5956\u52b1\u6a21\u578b"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5f53\u5927\u6a21\u578b\u5df2\u80fd\u201c\u5199\u5bf9\u201d\u5185\u5bb9\uff0c\u5982\u4f55\u8ba9\u6587\u6863\u4e5f\u201c\u597d\u770b\u3001\u6613\u8bfb\u201d\u6210\u4e3a\u529e\u516c\u667a\u80fd\u4f53\u8f6c\u578b\u7684\u65b0\u7126\u70b9\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u643a\u624b\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u63d0\u51fa\u4e86\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u8bc4\u4f30\u6587\u6863\u201c\u7ed3\u6784\u4e0e\u6837\u5f0f\u201d\u4e13\u4e1a\u6027\u7684\u5956\u52b1\u6a21\u578b DocReward\u3002\u8be5\u6a21\u578b\u4e3a\u667a\u80fd\u4f53\u751f\u6210\u7684\u6587\u6863\u63d0\u4f9b\u4e86\u6e05\u6670\u3001\u53ef\u91cf\u5316\u7684\u4f18\u5316\u4fe1\u53f7\uff0c\u4f7f\u5176\u4e0d\u4ec5\u5728\u5185\u5bb9\u5c42\u9762\u51c6\u786e\u53ef\u4fe1\uff0c\u66f4\u5728\u5f62\u5f0f\u5448\u73b0\u4e0a\u6e05\u6670\u6709\u5e8f\u3001\u4e13\u4e1a\u89c4\u8303\uff0c\u4e3a\u4e0b\u4e00\u4ee3\u667a\u80fd\u529e\u516c\u667a\u80fd\u4f53\u7684\u843d\u5730\u5960\u5b9a\u4e86\u5173\u952e\u57fa\u7840\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u667a\u80fd\u4f53\u5316\u8f6c\u578b\uff08Agentic Transformation\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0cAI \u81ea\u52a8\u5316\u80fd\u529b\u6301\u7eed\u7a81\u7834\uff0c\u5df2\u7ecf\u8986\u76d6\u6587\u6863\u751f\u6210\u3001\u4ee3\u7801\u751f\u6210\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u89c9\u7406\u89e3\u3001\u6570\u5b66\u63a8\u7406\u7b49\u591a\u79cd\u590d\u6742\u4efb\u52a1\u3002\u8fd9\u4e00\u8d8b\u52bf\u51f8\u663e\u4e86\u4f20\u7edf\u8f6f\u4ef6\u667a\u80fd\u4f53\u5316\u8f6c\u578b\u7684\u91cd\u8981\u6027\uff0c\u4ee5 Microsoft Office \u4e3a\u4ee3\u8868\u7684\u6838\u5fc3\u751f\u4ea7\u529b\u5e73\u53f0\uff0c\u82e5\u5347\u7ea7\u4e3a\u5177\u5907\u81ea\u4e3b\u63a8\u7406\u4e0e\u64cd\u4f5c\u80fd\u529b\u7684\u4e0b\u4e00\u4ee3\u667a\u80fd\u4f53\uff0c\u5219\u5c06\u5b9e\u73b0\u81ea\u7136\u8bed\u8a00\u4e0e\u529e\u516c\u81ea\u52a8\u5316\u7684\u65e0\u7f1d\u8854\u63a5\uff0c\u663e\u8457\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u548c\u4e13\u4e1a\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>\u4e3a\u63a8\u52a8\u8fd9\u4e00\u8f6c\u578b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u5408\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u63d0\u51fa\u4e86\u4e13\u6ce8\u4e8e\u6587\u6863\u7ed3\u6784\u4e0e\u6837\u5f0f\u4e13\u4e1a\u5ea6\u7684\u5956\u52b1\u6a21\u578b DocReward\u3002DocReward \u53ef\u4ee5\u8bc4\u4f30\u6587\u6863\u7684\u89c6\u89c9\u5c42\u6b21\u3001\u6392\u7248\u89c4\u8303\u548c\u6574\u4f53\u53ef\u8bfb\u6027\uff0c\u4e3a\u81ea\u52a8\u5316\u6587\u6863\u521b\u4f5c\u63d0\u4f9b\u6838\u5fc3\u652f\u6491\u3002\u901a\u8fc7\u4f18\u5316\u7ed3\u6784\u4e0e\u6837\u5f0f\uff0cDocReward \u80fd\u591f\u5e2e\u52a9\u7531\u667a\u80fd\u4f53\u751f\u6210\u7684\u6587\u6863\u5728\u5f62\u5f0f\u4e0a\u8fbe\u5230\u4e13\u4e1a\u6807\u51c6\uff0c\u786e\u4fdd\u5185\u5bb9\u5448\u73b0\u6e05\u6670\u3001\u6709\u5e8f\u3001\u6613\u8bfb\u3002<\/p>\n\n\n\n<p>\u5728\u5185\u5bb9\u751f\u6210\u65b9\u9762\uff0cDeep Research \u901a\u8fc7\u667a\u80fd\u4f53\u5316\u7684\u6587\u732e\u8c03\u7814\uff0c\u53ef\u9ad8\u6548\u6574\u5408\u4fe1\u606f\u5e76\u8f93\u51fa\u4e13\u4e1a\u62a5\u544a\u3002\u7ed3\u5408 DocReward\uff0c\u667a\u80fd\u4f53\u4e0d\u4ec5\u80fd\u591f\u4ea7\u51fa\u5185\u5bb9\u53ef\u9760\u3001\u4fe1\u606f\u4e30\u5bcc\u7684\u6587\u6863\uff0c\u8fd8\u80fd\u4fdd\u8bc1\u6587\u6863\u7ed3\u6784\u6e05\u6670\u3001\u98ce\u683c\u4e13\u4e1a\uff0c\u5b9e\u73b0\u4ece\u4fe1\u606f\u8c03\u7814\u5230\u9ad8\u8d28\u91cf\u6587\u6863\u5448\u73b0\u7684\u5b8c\u6574\u95ed\u73af\uff0c\u4e3a\u4f20\u7edf\u529e\u516c\u8f6f\u4ef6\u667a\u80fd\u4f53\u5316\u8f6c\u578b\u5960\u5b9a\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"682\" height=\"352\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-1.png\" alt=\"table\" class=\"wp-image-1153881\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-1.png 682w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-1-300x155.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-1-240x124.png 240w\" sizes=\"auto, (max-width: 682px) 100vw, 682px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aDocReward \u80fd\u591f\u6839\u636e\u6587\u6863\u7684\u7ed3\u6784\u548c\u6837\u5f0f\u81ea\u52a8\u8bc4\u4f30\u5176\u4e13\u4e1a\u6027\uff0c\u4ece\u800c\u8f85\u52a9\u73b0\u6709\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c\u751f\u6210\u66f4\u52a0\u4e13\u4e1a\u7684\u6587\u6863\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong><em>DocReward: A Document Reward Model for Structuring and Stylizing<\/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\/2510.11391\">https:\/\/arxiv.org\/abs\/2510.11391<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e13\u4e1a\u6587\u6863\u667a\u80fd\u4f53\u5316\u751f\u6210\u9762\u4e34\u7684\u6311\u6218\">\u4e13\u4e1a\u6587\u6863\u667a\u80fd\u4f53\u5316\u751f\u6210\u9762\u4e34\u7684\u6311\u6218<\/h2>\n\n\n\n<p>\u5982\u4eca\uff0c\u667a\u80fd\u4f53\u5316\u7684\u4e13\u4e1a\u6587\u6863\u751f\u6210\u5df2\u7ecf\u6210\u4e3a\u4e00\u4e2a\u5907\u53d7\u5173\u6ce8\u7684\u65b9\u5411\u3002\u7136\u800c\uff0c\u76ee\u524d\u7684\u7814\u7a76\u5927\u591a\u96c6\u4e2d\u5728\u201c\u6587\u672c\u5185\u5bb9\u8d28\u91cf\u201d\u7684\u63d0\u5347\u4e0a\uff0c\u5bf9\u201c\u7ed3\u6784\u4e0e\u6837\u5f0f\u201d\u8fd9\u4e9b\u89c6\u89c9\u5143\u7d20\u7684\u91cd\u8981\u6027\u5173\u6ce8\u4e0d\u8db3\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4e00\u4efd\u771f\u6b63\u4e13\u4e1a\u7684\u6587\u6863\u4e0d\u4ec5\u8981\u5185\u5bb9\u624e\u5b9e\uff0c\u66f4\u8981\u7ed3\u6784\u6e05\u6670\u3001\u6837\u5f0f\u6070\u5f53\u3002\u6e05\u6670\u7684\u7ed3\u6784\u80fd\u8ba9\u8bfb\u8005\u987a\u7545\u5730\u7406\u89e3\u4fe1\u606f\uff0c\u800c\u6070\u5f53\u7684\u6837\u5f0f\u5219\u6709\u52a9\u4e8e\u63d0\u5347\u6574\u4f53\u7684\u9605\u8bfb\u4f53\u9a8c\u4e0e\u4e13\u4e1a\u611f\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u5ffd\u89c6\u7684\u6839\u6e90\u5728\u4e8e\uff1a\u73b0\u6709\u7684\u5956\u52b1\u6a21\u578b\u5c1a\u65e0\u6cd5\u6709\u6548\u6307\u5bfc\u667a\u80fd\u4f53\u751f\u6210\u5728\u89c6\u89c9\u4e0a\u66f4\u4e13\u4e1a\u3001\u7ed3\u6784\u4e0e\u6837\u5f0f\u66f4\u5408\u7406\u7684\u6587\u6863\u3002\u4f46\u672a\u6765\u7684\u7814\u7a76\u5c06\u81f4\u529b\u4e8e\u8ba9 AI \u4e0d\u4ec5\u80fd\u5199\u51fa\u201c\u5bf9\u201d\u7684\u5185\u5bb9\uff0c\u66f4\u80fd\u5199\u51fa\u201c\u6613\u8bfb\u3001\u7f8e\u89c2\u201d\u7684\u4f5c\u54c1\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u5956\u52b1\u6a21\u578b DocReward\uff0c\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30\u6587\u6863\u7ed3\u6784\u548c\u6837\u5f0f\u7684\u4e13\u4e1a\u6027\uff0c\u4ece\u800c\u8f85\u52a9\u73b0\u6709\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c\u751f\u6210\u66f4\u52a0\u4e13\u4e1a\u7684\u6587\u6863\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4efb\u52a1\u5efa\u6a21-\u6587\u6863\u7ed3\u6784\u548c\u6837\u5f0f\u8bc4\u4f30\">\u4efb\u52a1\u5efa\u6a21\u2014\u2014\u6587\u6863\u7ed3\u6784\u548c\u6837\u5f0f\u8bc4\u4f30<\/h2>\n\n\n\n<p>\u5047\u8bbe\u6709\u4e00\u7ec4\u6587\u6863 {D_i}\uff0c\u6bcf\u4efd\u6587\u6863\u7684\u6587\u672c\u5185\u5bb9\u548c\u5bf9\u5e94\u7684\u6e32\u67d3\u56fe\u50cf\u5206\u522b\u7528 D_(text,i) \u548c D_(img,i) \u8868\u793a\u3002\u6587\u6863\u5956\u52b1\u6a21\u578b\u4f1a\u5bf9\u8fd9\u4e9b\u6587\u6863\u8fdb\u884c\u8bc4\u5206\uff0c\u4f7f\u5f97\u8bc4\u5206\u80fd\u591f\u53cd\u6620\u6587\u6863\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u4e0a\u7684\u4e13\u4e1a\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u5185\u5bb9\u76f8\u540c\u7684\u4e00\u7ec4\u6587\u6863\uff0c\u7814\u7a76\u5458\u4eec\u5e0c\u671b\u5956\u52b1\u6a21\u578b\uff08\u7528 R_\u03b8 \u8868\u793a\uff09\u9884\u6d4b\u7684\u8bc4\u5206\u987a\u5e8f\u80fd\u591f\u5c3d\u53ef\u80fd\u4e0e\u6587\u6863\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u4e0a\u7684\u771f\u5b9e\u4f18\u52a3\u987a\u5e8f\uff08\u7528 \u03c0* \u8868\u793a\uff09\u4fdd\u6301\u4e00\u81f4\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5956\u52b1\u6a21\u578b\u80fd\u591f\u533a\u5206\u540c\u4e00\u6587\u672c\u5185\u5bb9\u4e0b\u6587\u6863\u7684\u4f18\u52a3\uff0c\u4ece\u800c\u63d0\u5347\u7ed3\u6784\u548c\u6837\u5f0f\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u5f62\u5f0f\u5316\u8868\u793a\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"133\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-2-1024x133.png\" alt=\"text\" class=\"wp-image-1153882\" style=\"width:636px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-2-1024x133.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-2-300x39.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-2-768x100.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-2-1536x200.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-2-2048x266.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-2-240x31.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6587\u6863\u7ed3\u6784\u4e0e\u6837\u5f0f\u4e13\u4e1a\u6027\u7684\u5b9a\u4e49\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ed3\u6784\uff08Structure\uff09\uff1a\u6587\u6863\u5e94\u5408\u7406\u4f7f\u7528\u7a7a\u767d\u533a\u57df\uff0c\u4fdd\u6301\u9002\u5f53\u7684\u9875\u8fb9\u8ddd\uff1b\u7ae0\u8282\u5206\u9694\u6e05\u6670\uff0c\u6587\u672c\u5bf9\u9f50\u826f\u597d\uff0c\u6bb5\u843d\u95f4\u8ddd\u548c\u7f29\u8fdb\u9002\u5f53\uff0c\u9875\u7709\u9875\u811a\u4f7f\u7528\u89c4\u8303\uff1b\u6574\u4f53\u5185\u5bb9\u903b\u8f91\u6e05\u6670\u3001\u6761\u7406\u5206\u660e\u3002<\/li>\n\n\n\n<li>\u6837\u5f0f\uff08Style\uff09\uff1a\u6587\u6863\u5e94\u9009\u62e9\u5408\u7406\u7684\u5b57\u4f53\uff0c\u5305\u62ec\u5b57\u4f53\u7c7b\u578b\u3001\u5927\u5c0f\u3001\u989c\u8272\u548c\u53ef\u8bfb\u6027\uff1b\u6807\u9898\u6837\u5f0f\u6e05\u6670\uff0c\u6709\u6548\u4f7f\u7528\u52a0\u7c97\u3001\u659c\u4f53\u7b49\u5f3a\u8c03\u624b\u6bb5\uff1b\u9879\u76ee\u7b26\u53f7\u548c\u7f16\u53f7\u4f7f\u7528\u5f97\u5f53\uff0c\u6574\u4f53\u683c\u5f0f\u7edf\u4e00\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"docreward-\u805a\u7126\u7ed3\u6784\u548c\u6837\u5f0f\u7684\u6587\u6863\u5956\u52b1\u6a21\u578b\">DocReward\uff1a\u805a\u7126\u7ed3\u6784\u548c\u6837\u5f0f\u7684\u6587\u6863\u5956\u52b1\u6a21\u578b<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8bad\u7ec3 DocReward\uff0c\u7814\u7a76\u56e2\u961f\u6784\u9020\u4e86 DocPair \u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b11.7\u4e07\u5bf9\u6587\u6863\uff0c\u6db5\u76d632\u4e2a\u9886\u57df\u548c267\u79cd\u6587\u6863\u7c7b\u578b\u3002\u6a21\u578b\u901a\u8fc7\u504f\u597d\u5b66\u4e60\u4f18\u5316\uff0c\u80fd\u591f\u51c6\u786e\u8bc4\u4f30\u6587\u6863\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u7684\u4e13\u4e1a\u5ea6\u3002<\/p>\n\n\n\n<p>\u5982\u56fe2\u6240\u793a\uff0cDocPair \u7684\u6570\u636e\u6784\u9020\u6d41\u7a0b\u5206\u4e3a\u4e09\u4e2a\u6b65\u9aa4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"790\" height=\"457\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-3.png\" alt=\"graphical user interface\" class=\"wp-image-1153883\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-3.png 790w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-3-300x174.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-3-768x444.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-3-240x139.png 240w\" sizes=\"auto, (max-width: 790px) 100vw, 790px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aDocPair \u7684\u6570\u636e\u6784\u9020\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-\u9ad8\u8d28\u91cf\u6587\u6863\u7684\u6536\u96c6\">1. \u9ad8\u8d28\u91cf\u6587\u6863\u7684\u6536\u96c6<\/h3>\n\n\n\n<p>\u9996\u5148\uff0c\u7814\u7a76\u56e2\u961f\u6536\u96c6\u4e86\u4e00\u6279\u4eba\u7c7b\u64b0\u5199\u7684 Microsoft Word \u6587\u4ef6\uff0c\u6db5\u76d6\u6b63\u5f0f\u7684\u673a\u6784\u6587\u6863\u548c\u65e5\u5e38\u529e\u516c\u6587\u6863\u3002\u6570\u636e\u6765\u6e90\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u653f\u5e9c\u4e0e\u673a\u6784\u6587\u6863\uff1aGovDocs1 \u548c NapierOne \u6570\u636e\u96c6\u3002GovDocs1 \u5305\u542b\u5927\u91cf\u7f8e\u56fd\u653f\u5e9c\u7f51\u7ad9\u7684\u653f\u7b56\u62a5\u544a\u3001\u884c\u653f\u8868\u683c\u3001\u7edf\u8ba1\u62a5\u544a\u3001\u4f1a\u8bae\u8bb0\u5f55\u7b49\u6587\u6863\uff0cNapierOne \u5219\u5305\u542b\u4e30\u5bcc\u7684\u516c\u5171\u673a\u6784\u529e\u516c\u6587\u6863\uff0c\u8fd9\u4e9b\u6587\u6863\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u4e0a\u5177\u6709\u9ad8\u5ea6\u7684\u4e13\u4e1a\u6027\u3002<\/li>\n\n\n\n<li>\u7f51\u7edc\u6587\u6863\uff1a\u4ece CommonCrawl \u6570\u636e\u5e93\u4e2d\u6536\u96c6\u4e86\u771f\u5b9e\u4e16\u754c\u7684\u5404\u79cd\u4e13\u4e1a\u6587\u6863\uff0c\u5305\u62ec\u5546\u4e1a\u3001\u6559\u80b2\u3001\u975e\u8425\u5229\u3001\u533b\u7597\u7b49\u9886\u57df\u7684\u63d0\u6848\u3001\u8bfe\u7a0b\u5927\u7eb2\u3001\u65b0\u95fb\u901a\u8baf\u3001\u6280\u672f\u624b\u518c\u548c\u653f\u7b56\u7b80\u62a5\u7b49\uff0c\u8fd9\u5927\u5927\u589e\u52a0\u4e86\u6570\u636e\u7684\u7ed3\u6784\u548c\u6837\u5f0f\u591a\u6837\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4e86\u786e\u4fdd\u6570\u636e\u9002\u7528\u4e8e\u5956\u52b1\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u7814\u7a76\u5458\u4eec\u5bf9\u6587\u6863\u8fdb\u884c\u4e86\u9884\u5904\u7406\u548c\u7b5b\u9009\uff1a\u5c06\u6240\u6709\u6587\u6863\u7edf\u4e00\u8f6c\u6362\u4e3a DOCX \u683c\u5f0f\uff0c\u5254\u9664\u5f02\u5e38\u6216\u683c\u5f0f\u9519\u8bef\u7684\u6587\u6863\uff0c\u5e76\u4f7f\u7528 GPT-5 \u5bf9\u6587\u6863\u7ed3\u6784\u548c\u6837\u5f0f\u8fdb\u884c\u81ea\u52a8\u8bc4\u5206\uff08\u5206\u6570\u8303\u56f40-10\uff09\uff0c\u4fdd\u7559\u8bc4\u5206\u9ad8\u4e8e8\u7684\u6587\u6863\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c\u5904\u7406\u8fc7\u7684\u6570\u636e\u8986\u76d632\u4e2a\u9886\u57df\uff08\u5982\u653f\u5e9c\u3001\u6559\u80b2\u3001\u975e\u8425\u5229\u673a\u6784\u3001\u533b\u7597\u3001\u79d1\u5b66\u3001\u6cd5\u5f8b\u3001\u5546\u4e1a\u3001\u5b66\u672f\u4e0e\u6280\u672f\u7b49\uff09\u548c267\u79cd\u6587\u6863\u7c7b\u578b\uff08\u5982\u804c\u4f4d\u8bf4\u660e\u3001\u653f\u5e9c\u8868\u683c\u3001\u653f\u7b56\u6587\u4ef6\u3001\u4f1a\u8bae\u7eaa\u8981\u3001\u65b0\u95fb\u7a3f\u3001\u8bfe\u7a0b\u5927\u7eb2\u7b49\uff09\uff0c\u5f62\u6210\u4e86\u540e\u7eed\u6784\u5efa\u6587\u6863\u5bf9\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u56fe3\u4e0e\u56fe4\u5206\u522b\u5c55\u793a\u4e86 Top 10 \u7684\u9886\u57df\u5206\u5e03\u4e0e Top 30 \u7684\u6587\u6863\u7c7b\u578b\u5206\u5e03\uff0c\u4f53\u73b0\u51fa\u4e86 DocPair \u6570\u636e\u96c6\u7684\u5e7f\u5ea6\u4e0e\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"890\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-4-1024x890.png\" alt=\"chart, pie chart\" class=\"wp-image-1153884\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-4-1024x890.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-4-300x261.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-4-768x667.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-4-207x180.png 207w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-4.png 1145w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aTop 10 \u7684\u6587\u6863\u9886\u57df\u5206\u5e03<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"731\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-5-1024x731.png\" alt=\"chart, bar chart\" class=\"wp-image-1153885\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-5-1024x731.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-5-300x214.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-5-768x548.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-5-1536x1097.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-5-240x171.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-5.png 1560w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aTop 30 \u7684\u6587\u6863\u7c7b\u578b\u5206\u5e03<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-\u901a\u8fc7\u667a\u80fd\u4f53\u6269\u5c55\u6587\u6863\u6570\u636e\">2. \u901a\u8fc7\u667a\u80fd\u4f53\u6269\u5c55\u6587\u6863\u6570\u636e<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u83b7\u5f97\u6587\u672c\u5185\u5bb9\u76f8\u540c\u4f46\u7ed3\u6784\u548c\u6837\u5f0f\u4e0d\u540c\u7684\u6587\u6863\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e24\u7c7b\u6587\u6863\u751f\u6210\u667a\u80fd\u4f53\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u672c\u5230\u6587\u6863\u751f\u6210 agent\uff1a\u63d0\u53d6\u6e90\u6587\u6863\u7684\u6587\u672c\u5185\u5bb9\uff0c\u53bb\u6389\u6240\u6709\u7ed3\u6784\u548c\u6837\u5f0f\u4fe1\u606f\uff0c\u7136\u540e\u4f7f\u7528\u9ad8\u7ea7\u751f\u6210\u6a21\u578b\uff08\u5982 GPT-4o\u3001Claude Sonnet 4\u3001GPT-5 \u7b49\uff09\uff0c\u4ee5\u751f\u6210 python-docx \u4ee3\u7801\u7684\u65b9\u5f0f\u4ea7\u751f DOCX \u6587\u6863\u3002<\/li>\n\n\n\n<li>\u7ed3\u6784\u4e0e\u6837\u5f0f\u4f18\u5316 agent\uff1a\u4e3a\u4e86\u8fdb\u4e00\u6b65\u4f18\u5316\u5408\u6210\u6587\u6863\u7684\u7ed3\u6784\u548c\u6837\u5f0f\uff0c\u8ba9\u667a\u80fd\u4f53\u53c2\u8003\u539f\u59cb\u4eba\u7c7b\u6587\u6863\uff0c\u7814\u7a76\u5458\u4eec\u91c7\u7528\u4e24\u9636\u6bb5\u4f18\u5316\u2014\u2014\u7b2c\u4e00\u9636\u6bb5\u751f\u6210\u4f18\u5316\u8ba1\u5212\uff0c\u7b2c\u4e8c\u9636\u6bb5\u4fee\u6539 DOCX \u6587\u4ef6\u7684 python-docx \u4ee3\u7801\uff0c\u5b9e\u73b0\u7ed3\u6784\u548c\u6837\u5f0f\u7684\u63d0\u5347\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-\u6587\u6863\u6392\u5e8f\u4e0e\u6ce8\u91ca\">3. \u6587\u6863\u6392\u5e8f\u4e0e\u6ce8\u91ca<\/h3>\n\n\n\n<p>\u5728\u6bcf\u4e2a\u6587\u6863\u7ec4\u4e2d\uff0c\u6587\u6863\u90fd\u5177\u6709\u76f8\u540c\u7684\u6587\u672c\u5185\u5bb9\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u6784\u9020\u4e86\u4ee5\u4e0b\u4e24\u79cd\u6bd4\u8f83\u5bf9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4eba\u7c7b\u6587\u6863 vs \u5408\u6210\u6587\u6863\uff1a\u82e5\u6587\u6863\u5bf9\u4e2d\u6709\u771f\u5b9e\u7684\u4eba\u7c7b\u6587\u6863\uff0c\u5219\u76f4\u63a5\u5c06\u4eba\u7c7b\u6587\u6863\u6807\u4e3a\u66f4\u4e13\u4e1a\u3002<\/li>\n\n\n\n<li>\u5408\u6210\u6587\u6863 vs \u5408\u6210\u6587\u6863\uff1a\u82e5\u6587\u6863\u5bf9\u4e2d\u4e24\u4efd\u6587\u6863\u5747\u4e3a\u5408\u6210\u6587\u6863\uff0c\u5219\u4ee5\u771f\u5b9e\u4eba\u7c7b\u6587\u6863\u4f5c\u4e3a\u53c2\u8003\uff0c\u4f7f\u7528 GPT-5 \u6807\u6ce8\u66f4\u4e13\u4e1a\u7684\u5408\u6210\u6587\u6863\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u7ec8\u6784\u5efa\u51fa\u7684 DocPair \u6570\u636e\u96c6\u5305\u542b11.7\u4e07\u5bf9\u6587\u6863\uff0c\u4e3a\u8bad\u7ec3 DocReward \u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6587\u6863\u7684\u591a\u9875\u89c6\u89c9\u6e32\u67d3\u56fe\u50cf\u8f93\u5165 vision encoder\uff0c\u7814\u7a76\u5458\u4eec\u5728\u8bed\u8a00\u6a21\u578b\u4e0a\u6dfb\u52a0\u4e86\u4e00\u4e2a\u56de\u5f52\u5934\uff0c\u5728\u8f93\u5165\u56fe\u50cf\u5e8f\u5217\u672b\u5c3e\u6dfb\u52a0\u4e86\u4e00\u4e2a\u7279\u6b8a\u7684 token\uff0c\u8be5 token \u5bf9\u5e94\u7684\u8bed\u8a00\u6a21\u578b\u9690\u85cf\u72b6\u6001\uff0c\u7ecf\u8fc7\u56de\u5f52\u5934\u6765\u9884\u6d4b\u6587\u6863\u7684\u8bc4\u5206\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"171\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-6-1024x171.png\" alt=\"text\" class=\"wp-image-1153889\" style=\"width:532px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-6-1024x171.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-6-300x50.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-6-768x128.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-6-240x40.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-6.png 1055w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bad\u7ec3\u91c7\u7528 Bradley-Terry \u635f\u5931\uff08BT\uff09\u7528\u4e8e\u4ece\u6210\u5bf9\u7684\u504f\u597d\u4e2d\u8fdb\u884c\u5b66\u4e60\u3002\u5177\u4f53\u6765\u8bf4\uff0cDocReward \u4f1a\u5206\u522b\u8f93\u5165\u6bcf\u4efd\u6587\u6863\u7684\u6e32\u67d3\u9875\u5e76\u8f93\u51fa\u8bc4\u5206\uff0c\u635f\u5931\u51fd\u6570\u7684\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u5bf9\u83b7\u80dc\u6587\u6863\u7684\u8bc4\u5206\u9ad8\u4e8e\u5931\u8d25\u6587\u6863\u7684\u8bc4\u5206\uff0c\u9f13\u52b1\u6a21\u578b\u6b63\u786e\u533a\u5206\u6210\u5bf9\u6587\u6863\u7684\u7ed3\u6784\u548c\u6837\u5f0f\u4f18\u52a3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c\u4e0e\u8bc4\u6d4b\">\u5b9e\u9a8c\u4e0e\u8bc4\u6d4b<\/h2>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u7684\u5b9e\u9a8c\uff0c\u4ee5\u6d4b\u8bd5 DocReward \u5728\u8bc4\u4f30\u6587\u6863\u7ed3\u6784\u4e0e\u6837\u5f0f\u4e13\u4e1a\u6027\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c\u4e00-\u504f\u597d\u51c6\u786e\u7387\u8bc4\u6d4b\">\u5b9e\u9a8c\u4e00\uff1a\u504f\u597d\u51c6\u786e\u7387\u8bc4\u6d4b<\/h3>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u4ece\u524d\u8ff0\u6574\u7406\u7684\u9ad8\u8d28\u91cf\u6587\u6863\u4e2d\u968f\u673a\u91c7\u6837\u90e8\u5206\u6837\u672c\uff0c\u6784\u5efa\u4e86\u8bc4\u4f30\u6570\u636e\u96c6\u3002\u8be5\u8bc4\u6d4b\u96c6\u540c\u65f6\u5305\u542b\u4eba\u7c7b\u64b0\u5199\u7684\u771f\u5b9e\u6587\u6863\u548c\u7531\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u5408\u6210\u6587\u6863\uff0c\u4ee5\u4fdd\u8bc1\u7ed3\u6784\u548c\u6837\u5f0f\u7684\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6bcf\u7ec4\u5185\u5bb9\u76f8\u540c\u4f46\u7ed3\u6784\u548c\u6837\u5f0f\u4e0d\u540c\u7684\u6587\u6863\uff0c\u4eba\u5de5\u4e13\u5bb6\u6839\u636e\u5176\u7ed3\u6784\u4e0e\u6837\u5f0f\u7684\u4e13\u4e1a\u7a0b\u5ea6\u8fdb\u884c\u4e86\u6392\u5e8f\u3002\u968f\u540e\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u8fd9\u4e9b\u6392\u5e8f\u7ed3\u679c\u8f6c\u6362\u4e3a473\u5bf9\u6587\u6863\u5bf9\u6bd4\u6837\u672c\uff0c\u5e76\u5728\u6bcf\u5bf9\u6837\u672c\u4e2d\u6807\u6ce8\u51fa\u54ea\u4e00\u4efd\u66f4\u4f18\u3002<\/p>\n\n\n\n<p>\u5982\u88681\u6240\u793a\uff0c\u5728\u4e0a\u8ff0\u8bc4\u4f30\u6570\u636e\u96c6\u4e0a\uff0cDocReward \u6a21\u578b\u53d6\u5f97\u4e86\u663e\u8457\u63d0\u5347\uff0c\u8d85\u8d8a\u4e86 GPT-4o\u3001Claude Sonnet 4 \u548c GPT-5 \u7b49\u5f3a\u57fa\u7ebf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"496\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-7-1024x496.png\" alt=\"table\" class=\"wp-image-1153886\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-7-1024x496.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-7-300x145.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-7-768x372.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-7-240x116.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-7.png 1351w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u4e0d\u540c\u5956\u52b1\u6a21\u578b\u7684\u504f\u597d\u51c6\u786e\u7387\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0cDocReward-7B \u5728\u6574\u4f53\u4eba\u5de5\u504f\u597d\u51c6\u786e\u7387\u4e0a\u8fbe\u5230\u4e8689.22%\uff0c\u6bd4\u8868\u73b0\u6700\u597d\u7684\u95ed\u6e90\u57fa\u7ebf GPT-5\uff0869.77%\uff09 \u9ad8\u51fa19.45\u4e2a\u767e\u5206\u70b9\u3002\u5373\u4fbf\u5728\u66f4\u5177\u6311\u6218\u6027\u7684\u201c\u5408\u6210\u6587\u6863 vs \u5408\u6210\u6587\u6863\u201d\u573a\u666f\u4e0b\uff0cDocReward-7B \u4f9d\u7136\u4fdd\u6301\u4e8678.22%\u7684\u51c6\u786e\u7387\uff0c\u9ad8\u4e8e GPT-5 \u768464.85%\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u8bf4\u660e\uff0cDocReward \u80fd\u591f\u6709\u6548\u6355\u6349\u6587\u6863\u7ed3\u6784\u4e0e\u6837\u5f0f\u7684\u8d28\u91cf\u4fe1\u53f7\uff0c\u800c\u8fd9\u4e9b\u5f80\u5f80\u662f\u73b0\u6709\u5927\u8bed\u8a00\u6a21\u578b\u6240\u5ffd\u89c6\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c\u4e8c-\u57fa\u4e8e-docreward-\u7684\u6587\u6863\u751f\u6210\u6539\u8fdb\">\u5b9e\u9a8c\u4e8c\uff1a\u57fa\u4e8e DocReward \u7684\u6587\u6863\u751f\u6210\u6539\u8fdb<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1 DocReward \u5728\u5b9e\u9645\u6587\u6863\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u4ef7\u503c\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u5f00\u5c55\u4e86\u57fa\u4e8e\u5956\u52b1\u6a21\u578b\u7684\u6587\u6863\u751f\u6210\u5b9e\u9a8c\u3002\u5728\u8be5\u5b9e\u9a8c\u4e2d\uff0c\u6587\u6863\u751f\u6210\u667a\u80fd\u4f53\u6839\u636e\u76f8\u540c\u7684\u6587\u672c\u5185\u5bb9\u751f\u6210\u4e86\u591a\u4efd\u5019\u9009\u6587\u6863\uff0c\u968f\u540e\u7531\u4e0d\u540c\u7684\u5956\u52b1\u6a21\u578b\u4ece\u4e2d\u6311\u9009\u51fa\u7ed3\u6784\u4e0e\u6837\u5f0f\u6700\u4f18\u7684\u4e00\u4efd\u4f5c\u4e3a\u6700\u7ec8\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u9996\u5148\u5bf9\u6bd4\u4e86\u4e09\u79cd\u5956\u52b1\u7b56\u7565\uff1a\u968f\u673a\u9009\u62e9\u3001GPT-5 \u5956\u52b1\u6a21\u578b\u4ee5\u53ca DocReward \u5956\u52b1\u6a21\u578b\u3002\u63a5\u7740\uff0c\u4eba\u5de5\u6807\u6ce8\u8005\u6839\u636e\u6587\u6863\u7684\u7ed3\u6784\u4e0e\u6837\u5f0f\u5bf9\u4e09\u79cd\u5956\u52b1\u7b56\u7565\u751f\u6210\u7684\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30\uff0c\u5e76\u7edf\u8ba1\u4e0d\u540c\u5956\u52b1\u6a21\u578b\u4e4b\u95f4\u7684\u80dc\/\u8d1f\/\u5e73\u5c40\u6bd4\u4f8b\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u5982\u56fe5\u6240\u793a\uff0c\u968f\u673a\u5956\u52b1\u8868\u73b0\u6700\u5dee\uff0c\u4ec5\u572824.6%\u7684\u5bf9\u6bd4\u4e2d\u83b7\u80dc\uff1b\u800c GPT-5 \u7684\u80dc\u7387\u63d0\u5347\u81f337.7%\uff1b\u76f8\u6bd4\u4e4b\u4e0b\uff0cDocReward \u7684\u80dc\u7387\u8fbe60.8%\uff0c\u5931\u8d25\u7387\u4ec5\u4e3a16.9%\uff0c\u663e\u8457\u4f18\u4e8e\u4e24\u79cd\u57fa\u7ebf\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0cDocReward \u6240\u63d0\u4f9b\u7684\u5956\u52b1\u4fe1\u53f7\u80fd\u66f4\u51c6\u786e\u5730\u53cd\u6620\u4eba\u7c7b\u5728\u6587\u6863\u7ed3\u6784\u4e0e\u6837\u5f0f\u4e0a\u7684\u504f\u597d\u3002\u5c06 DocReward \u96c6\u6210\u5230\u6587\u6863\u751f\u6210\u6d41\u7a0b\u4e2d\uff0c\u5373\u4f7f\u4e0d\u6539\u53d8\u539f\u6709\u751f\u6210\u6a21\u578b\u672c\u8eab\uff0c\u4e5f\u80fd\u663e\u8457\u63d0\u5347\u6700\u7ec8\u8f93\u51fa\u6587\u6863\u7684\u4e13\u4e1a\u6027\uff0c\u4e0e\u4eba\u7c7b\u504f\u597d\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"423\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-8-1024x423.png\" alt=\"chart, bar chart\" class=\"wp-image-1153887\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-8-1024x423.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-8-300x124.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-8-768x317.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-8-240x99.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-8.png 1431w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u4e0d\u540c\u5956\u52b1\u6a21\u578b\u7528\u4e8e\u6587\u6863\u751f\u6210\u65f6\u7684\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u793a DocReward \u5bf9\u6587\u6863\u7ed3\u6784\u4e0e\u6837\u5f0f\u4e13\u4e1a\u6027\u7684\u611f\u77e5\u80fd\u529b\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u8fdb\u884c\u4e86\u6837\u4f8b\u5206\u6790\u3002\u672c\u5b9e\u9a8c\u9009\u53d6\u4e86\u4e00\u7ec4\u5185\u5bb9\u76f8\u540c\u4f46\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u4e0a\u5b58\u5728\u5dee\u5f02\u7684\u6587\u6863\uff0c\u5982\u56fe6\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"414\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-9-1024x414.png\" alt=\"DocReward \u80fd\u591f\u6355\u6349\u6587\u6863\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u65b9\u9762\u7684\u4e13\u4e1a\u6027\u5dee\u5f02\" class=\"wp-image-1153888\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-9-1024x414.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-9-300x121.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-9-768x310.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-9-1536x620.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-9-2048x827.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/docreward-9-240x97.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aDocReward \u80fd\u591f\u6355\u6349\u6587\u6863\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u65b9\u9762\u7684\u4e13\u4e1a\u6027\u5dee\u5f02<\/figcaption><\/figure>\n\n\n\n<p>\u6837\u4f8b (a)\uff1a\u6587\u6863\u7684\u7a7a\u767d\u533a\u57df\u5206\u914d\u4e0d\u5408\u7406\uff1a\u59d3\u6c0f\u680f\uff08Last 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