{"id":1191663,"date":"2026-10-15T18:00:00","date_gmt":"2026-10-16T01:00:00","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1191663"},"modified":"2026-10-27T20:56:49","modified_gmt":"2026-10-28T03:56:49","slug":"docatlas-xl-docbench","status":"publish","type":"msr-blog-post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/articles\/docatlas-xl-docbench\/","title":{"rendered":"NeurIPS 2026 | \u4e0d\u6b62\u8bfb\u61c2\u6587\u6863\uff1aDocAtlas\u4e0eXL-DocBench\uff0c\u8ba9\u957f\u6587\u6863\u7814\u7a76\u53ef\u79ef\u7d2f\u3001\u53ef\u68c0\u9a8c"},"content":{"rendered":"\n<p 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class=\"wp-block-paragraph\">\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u7684&nbsp;<strong>DocAtlas<\/strong>&nbsp;\u4e0e&nbsp;<strong>XL-DocBench<\/strong>\uff0c\u5206\u522b\u4ece\u7814\u7a76\u8fc7\u7a0b\u4e0e\u80fd\u529b\u8bc4\u6d4b\u4e24\u4e2a\u65b9\u5411\u63a2\u7d22\u4e86\u957f\u6587\u6863\u7406\u89e3\uff1aDocAtlas&nbsp;\u8ba9\u667a\u80fd\u4f53\u80fd\u591f\u5728\u641c\u7d22\u3001\u9605\u8bfb\u3001\u8bb0\u5f55\u548c\u56de\u987e\u4e4b\u95f4\u6301\u7eed\u63a8\u8fdb\u7814\u7a76\uff1bXL-DocBench&nbsp;\u5219\u901a\u8fc7\u8d85\u957f\u4e13\u4e1a\u6587\u6863\u3001\u4eba\u5de5\u8bc1\u636e\u6807\u6ce8\u4ee5\u53ca\u7ec6\u7c92\u5ea6\u4efb\u52a1\uff0c\u7cfb\u7edf\u68c0\u9a8c\u6a21\u578b\u80fd\u5426\u627e\u5230\u6240\u9700\u4fe1\u606f\uff0c\u5e76\u636e\u6b64\u8fdb\u884c\u53ef\u9760\u63a8\u7406\u3002\u4e24\u9879\u5de5\u4f5c\u4f7f\u957f\u6587\u6863\u7406\u89e3\u6210\u4e3a\u4e86\u4e00\u4e2a\u6709\u4f9d\u636e\u3001\u53ef\u79ef\u7d2f\u3001\u53ef\u6838\u9a8c\u7684\u7814\u7a76\u8fc7\u7a0b\u3002<strong>\u76f8\u5173\u8bba\u6587\u5df2\u88abNeurIPS 2026\u63a5\u6536\u3002<\/strong><\/p>\n\n\n\n<h2 id=\"docatlas-\u8ba9\u6bcf\u4e00\u6b21\u9605\u8bfb-\u90fd\u4e3a\u540e\u7eed\u7814\u7a76\u7559\u4e0b\u7ebf\u7d22\" class=\"wp-block-heading\">DocAtlas\uff1a\u8ba9\u6bcf\u4e00\u6b21\u9605\u8bfb\uff0c\u90fd\u4e3a\u540e\u7eed\u7814\u7a76\u7559\u4e0b\u7ebf\u7d22<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4efd PDF \u7684\u7ae0\u8282\u3001\u9875\u7801\u8303\u56f4\u548c\u6458\u8981\u53ef\u4ee5\u5f62\u6210\u4e00\u68f5\u53ef\u5bfc\u822a\u7684\u6587\u6863\u6811\u3002\u591a\u4efd\u6587\u6863\u4e5f\u53ef\u4ee5\u7ec4\u7ec7\u5728\u540c\u4e00\u4e2a\u96c6\u5408\u4e2d\uff0c\u540c\u65f6\u4fdd\u7559\u5404\u81ea\u7684\u6811\u7ed3\u6784\u548c\u6765\u6e90\u8eab\u4efd\u3002\u6587\u6863\u6811\u80fd\u591f\u5e2e\u52a9\u667a\u80fd\u4f53\u5224\u65ad\u9605\u8bfb\u65b9\u5411\uff0c\u4f46\u7ae0\u8282\u6458\u8981\u548c\u641c\u7d22\u7ed3\u679c\u5e76\u4e0d\u4f1a\u81ea\u52a8\u6210\u4e3a\u6700\u7ec8\u8bc1\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u8ba9\u8fd9\u4e9b\u7ebf\u7d22\u80fd\u591f\u6301\u7eed\u53c2\u4e0e\u540e\u7eed\u7814\u7a76\uff0cDocAtlas&nbsp;\u5c06\u957f\u6587\u6863\u7406\u89e3\u5efa\u6a21\u4e3a\u667a\u80fd\u4f53\u4e0e\u53ef\u79ef\u7d2f\u7814\u7a76\u72b6\u6001\u4e4b\u95f4\u7684\u6301\u7eed\u4ea4\u4e92\uff0c\u800c\u4e0d\u53ea\u662f\u4e00\u6b21\u6027\u68c0\u7d22\u540e\u76f4\u63a5\u751f\u6210\u7b54\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8211;&nbsp;<strong>Search&nbsp;<\/strong><strong>\u627e\u65b9\u5411<\/strong><strong>\uff0c<\/strong><strong>Read&nbsp;<\/strong><strong>\u67e5\u539f\u6587\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728DocAtlas\u4e2d\uff0c\u4e3b\u6a21\u578b\u4f1a\u9996\u5148\u5b9a\u4f4d\u53ef\u80fd\u76f8\u5173\u7684\u533a\u57df\uff0c\u518d\u6839\u636e\u9700\u8981\u6253\u5f00\u6587\u672c\u3001\u9875\u9762\u56fe\u50cf\u6216\u56fe\u8868\u3002\u5982\u679c\u73b0\u6709\u6750\u6599\u4e0d\u8db3\u4ee5\u652f\u6301\u5224\u65ad\uff0c\u90a3\u4e48\u667a\u80fd\u4f53\u53ef\u4ee5\u6cbf\u7740\u65b0\u7ebf\u7d22\u7ee7\u7eed\u63a2\u7d22\uff0c\u4e0d\u4f1a\u518d\u673a\u68b0\u5730\u6d88\u8017\u56fa\u5b9a\u6570\u91cf\u7684\u68c0\u7d22\u7247\u6bb5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8211;&nbsp;<strong>Note \u4fdd\u5b58\u53d1\u73b0\uff0cReview<\/strong><strong>\u53ec\u56de<\/strong><strong>\u8bb0\u5f55\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b14\u8bb0\u4e0d\u53ea\u8bb0\u5f55\u4e00\u53e5\u7ed3\u8bba\uff0c\u8fd8\u53ef\u4ee5\u4fdd\u7559\u4fe1\u606f\u6765\u6e90\u3001\u5df2\u77e5\u6761\u4ef6\u548c\u5c1a\u672a\u89e3\u51b3\u7684\u95ee\u9898\u3002DocAtlas\u7684\u9875\u7ea7\u53d1\u73b0\u53ef\u4ee5\u4e3a\u5bf9\u5e94\u7684\u6587\u6863\u6811\u8282\u70b9\u8865\u5145\u7814\u7a76\u6ce8\u91ca\uff0c\u4f7f\u540e\u7eed\u641c\u7d22\u5728\u80fd\u591f\u5229\u7528\u65b0\u7ebf\u7d22\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u539f\u59cb&nbsp;PDF&nbsp;\u548c\u539f\u6709\u7ae0\u8282\u6458\u8981\u4e0d\u53d8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"892\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-1024x892.png\" alt=\"diagram\" class=\"wp-image-1191664\" style=\"width:400px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-1024x892.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-300x261.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-768x669.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-688x599-1.png 688w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-631x550.png 631w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-422x368.png 422w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-826x720.png 826w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-321x280.png 321w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-1-68x59.png 68w, 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class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u8bfb\u8005\u53ef\u4ee5\u5148\u4e86\u89e3\u4e00\u7bc7\u8bba\u6587\u7684\u4e3b\u8981\u8d21\u732e\uff0c\u518d\u6838\u5bf9\u652f\u6491\u7ed3\u8bba\u7684\u5b9e\u9a8c\u8bbe\u7f6e\uff0c\u5e76\u628a\u9650\u5236\u6761\u4ef6\u4fdd\u5b58\u4e0b\u6765\u3002\u4e0b\u4e00\u6b21\u8ffd\u95ee\u65f6\uff0cReview\u53ef\u4ee5\u53ec\u56de\u4e0e\u5f53\u524d\u95ee\u9898\u76f8\u5173\u7684\u8bb0\u5f55\uff0c\u65e0\u9700\u91cd\u65b0\u8f7d\u5165\u5168\u90e8\u5386\u53f2\u6750\u6599\u3002\u4f46\u6d89\u53ca\u91cd\u8981\u5224\u65ad\u65f6\uff0c\u4ecd\u9700\u56de\u5230\u539f\u6587\u8fdb\u884c\u6838\u5bf9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e0e\u201c\u628a\u804a\u5929\u8bb0\u5f55\u518d\u603b\u7ed3\u4e00\u904d\u201d\u4e0d\u540c\u3002DocAtlas\u79ef\u7d2f\u7684\u662f\u5e26\u6709\u6765\u6e90\u3001\u80fd\u7ee7\u7eed\u8ffd\u8e2a\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u800c\u975e\u6ca1\u6709\u51fa\u5904\u7684\u538b\u7f29\u6587\u672c\u3002\u8fd9\u91cc\u7684\u5de5\u4f5c\u8bb0\u5fc6\u4e5f\u4e0d\u610f\u5473\u7740\u81ea\u52a8\u8bad\u7ec3\u6a21\u578b\uff0c\u6216\u5f62\u6210\u4e2a\u4eba\u504f\u597d\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DocAtlas\u7684\u5173\u952e\u5e76\u4e0d\u53ea\u662f\u589e\u52a0\u51e0\u79cd\u5de5\u5177\uff0c\u66f4\u5728\u4e8e\u628a\u201c\u4e0b\u4e00\u6b65\u8bfb\u54ea\u91cc\u201d\u4ea4\u7ed9\u4e00\u4e2a\u80fd\u611f\u77e5\u5df2\u6709\u7814\u7a76\u72b6\u6001\u7684\u8fc7\u7a0b\u3002\u5c40\u90e8\u95ee\u9898\u53ef\u80fd\u53ea\u9700\u9605\u8bfb\u5c11\u91cf\u9875\u9762\uff0c\u4f46\u5f53\u9762\u5bf9\u8de8\u7ae0\u8282\u5173\u7cfb\u65f6\uff0c\u667a\u80fd\u4f53\u5219\u53ef\u4ee5\u7ee7\u7eed\u5bfb\u627e\u5e76\u8865\u9f50\u7f3a\u5931\u6761\u4ef6\u3002\u7531\u4e8e\u65b0\u53d1\u73b0\u53ef\u80fd\u6539\u53d8\u540e\u7eed\u7684\u63a2\u7d22\u65b9\u5411\uff0c\u6240\u4ee5\u5df2\u7ecf\u4fdd\u5b58\u7684\u7ebf\u7d22\u4e5f\u4ecd\u9700\u63a5\u53d7\u539f\u6587\u6838\u9a8c\uff0c\u800c\u4e0d\u4f1a\u56e0\u4e3a\u8fdb\u5165\u7b14\u8bb0\u5c31\u81ea\u52a8\u6210\u4e3a\u6b63\u786e\u7ed3\u8bba\u3002<\/p>\n\n\n\n<p 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https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-2-768x935.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-2-148x180.png 148w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-2.png 1080w\" sizes=\"auto, (max-width: 841px) 100vw, 841px\" \/><figcaption class=\"wp-element-caption\">\u56fe 2\uff1a\u771f\u5b9e TUI \u6f14\u793a<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Web \u754c\u9762\u80fd\u591f\u628a\u6a21\u578b\u56de\u7b54\u4e0e\u539f\u6587\u6838\u9a8c\u653e\u5728\u540c\u4e00\u4e2a\u5de5\u4f5c\u6d41\u4e2d\u3002\u7528\u6237\u53ef\u4ee5\u4e0a\u4f20\u8bba\u6587\u5e76\u63d0\u51fa\u95ee\u9898\uff0c\u70b9\u51fb\u5f15\u7528\u6253\u5f00\u539f\u59cb PDF\uff0c\u4e5f\u53ef\u4ee5\u9009\u4e2d\u6bb5\u843d\uff0c\u56f4\u7ed5\u660e\u786e\u7684\u4e0a\u4e0b\u6587\u7ee7\u7eed\u8ffd\u95ee\u3002\u9047\u5230\u503c\u5f97\u4fdd\u7559\u7684\u5185\u5bb9\u65f6\uff0c\u8fd8\u53ef\u4ee5\u5355\u72ec\u4fdd\u5b58\u4e00\u6761\u6765\u6e90\u6e05\u6670\u7684\u7b14\u8bb0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"722\" height=\"1024\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-3-722x1024.png\" alt=\"graphical user interface, text, application\" class=\"wp-image-1191666\" style=\"width:400px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-3-722x1024.png 722w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-3-211x300.png 211w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-3-768x1089.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-3-127x180.png 127w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-3.png 1080w\" sizes=\"auto, (max-width: 722px) 100vw, 722px\" \/><figcaption class=\"wp-element-caption\">\u56fe 3\uff1a\u4e0a\u56fe\u4e3a\u539f\u6587\u6838\u5bf9\uff1b\u4e0b\u56fe\u662f\u4fdd\u5b58\u7814\u7a76\u8bb0\u5f55\u3002TUI \u4e0e Web \u662f\u72ec\u7acb\u4f1a\u8bdd\uff1bWeb \u4e3a\u672c\u673a\u7814\u7a76\u9884\u89c8\uff0c\u6682\u672a\u516c\u5f00\u90e8\u7f72\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u6863\u5730\u56fe\u4e2d\u7684\u65b0\u589e\u6216\u4fee\u8ba2\u63d0\u793a\u90fd\u5c5e\u4e8e\u7814\u7a76\u5c42\uff0c\u4e0d\u4f1a\u6539\u5199\u539f\u59cb\u76ee\u5f55\u3002\u4fdd\u5b58\u7b14\u8bb0\u4e5f\u4e0d\u5fc5\u89e6\u53d1\u4e00\u6b21\u65b0\u7684\u6a21\u578b\u56de\u7b54\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8bba\u6587\u4e2d\u7684 Review \u7b14\u8bb0\u53ec\u56de\uff0c\u4e0e Web&nbsp;\u4e2d\u7684\u4eba\u5de5\u5ba1\u9605\u5de5\u4f5c\u533a\u5e76\u4e0d\u662f\u540c\u4e00\u79cd\u80fd\u529b\uff0c\u4e0d\u5e94\u6df7\u4e3a\u4e00\u8c08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u754c\u9762\u4e0a\u7684\u53ef\u89c1\u6027\u540c\u6837\u91cd\u8981\u3002\u8bfb\u8005\u53ef\u4ee5\u533a\u5206\u6a21\u578b\u751f\u6210\u7684\u8868\u8ff0\u4e0e PDF \u4e2d\u5b9e\u9645\u51fa\u73b0\u7684\u5185\u5bb9\uff0c\u6838\u5bf9\u5f15\u7528\u662f\u5426\u652f\u6301\u5f53\u524d\u5224\u65ad\uff0c\u518d\u51b3\u5b9a\u54ea\u4e9b\u53d1\u73b0\u503c\u5f97\u4fdd\u7559\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5de5\u5177\u7684\u4ef7\u503c\u4e0d\u53ea\u662f\u7701\u53bb\u51e0\u6b21\u7ffb\u9875\uff0c\u66f4\u5728\u4e8e\u8ba9\u9605\u8bfb\u3001\u6838\u5bf9\u4e0e\u8bb0\u5f55\u6210\u4e3a\u8fde\u7eed\u7814\u7a76\u8fc7\u7a0b\u4e2d\u7684\u4e0d\u540c\u73af\u8282\u3002<\/p>\n\n\n\n<h2 id=\"xl-docbench-\u6bd4-1-519-\u9053\u9898-\u66f4\u91cd\u8981\u7684\u662f\u9898\u76ee\u5982\u4f55\u6784\u6210\" class=\"wp-block-heading\">XL-DocBench\uff1a\u6bd4\u201c1,519\u00a0\u9053\u9898\u201d\u66f4\u91cd\u8981\u7684\u662f\u9898\u76ee\u5982\u4f55\u6784\u6210\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u987a\u5229\u5b8c\u6210\u7684\u6f14\u793a\uff0c\u5e76\u4e0d\u8db3\u4ee5\u8bf4\u660e\u7cfb\u7edf\u80fd\u5904\u7406\u5404\u79cd\u7c7b\u578b\u7684\u957f\u6587\u6863\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u9636\u6bb5\u5df2\u6709\u7684\u57fa\u51c6\u5404\u6709\u4fa7\u91cd\uff1a\u5355\u9875\u4efb\u52a1\u4e3b\u8981\u8003\u5bdf\u89c6\u89c9\u4e0e\u8868\u683c\u7406\u89e3\uff1b\u591a\u9875\u4efb\u52a1\u589e\u52a0\u8de8\u9875\u67e5\u627e\uff1b\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u6269\u5c55\u7d20\u6750\u957f\u5ea6\uff1b\u9886\u57df\u57fa\u51c6\u5219\u5f15\u5165\u4e13\u4e1a\u77e5\u8bc6\u3002\u65b0\u7684\u95ee\u9898\u662f\uff0c\u4e00\u4e2a\u57fa\u51c6\u80fd\u5426\u540c\u65f6\u8986\u76d6\u8d85\u957f\u4e13\u4e1a\u6750\u6599\u3001\u8de8\u9875\u4e0e\u8de8\u6587\u6863\u8bc1\u636e\u3001\u591a\u6a21\u6001\u5185\u5bb9\uff0c\u4ee5\u53ca\u53ef\u4ee5\u6838\u9a8c\u7684\u63a8\u7406\u89c4\u5219\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">XL-DocBench\u5173\u6ce8\u7684\u6b63\u662f\u8fd9\u79cd\u7efc\u5408\u8986\u76d6\u3002\u5b83\u4e0d\u4ec5\u80fd\u591f\u8861\u91cf\u7b54\u6848\u662f\u5426\u6b63\u786e\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8bc1\u636e\u6807\u6ce8\u548c\u4efb\u52a1\u5206\u7c7b\uff0c\u4e3a\u5206\u6790\u7cfb\u7edf\u7684\u5931\u8d25\u539f\u56e0\u63d0\u4f9b\u4f9d\u636e\u3002XL-DocBench\u5305\u542b1,519&nbsp;\u9053\u9898\u3001331&nbsp;\u4efd\u6587\u6863\u30016&nbsp;\u4e2a\u9886\u57df\u548c&nbsp;12&nbsp;\u7c7b\u63a8\u7406\u3002\u516d\u4e2a\u9886\u57df\u8986\u76d6\u91d1\u878d\u5546\u4e1a\u3001\u6cd5\u5f8b\u76d1\u7ba1\u3001\u533b\u7597\u4e34\u5e8a\u3001\u6280\u672f\u5de5\u7a0b\u3001\u79d1\u5b66\u5b66\u672f\u53ca\u53d9\u4e8b\u6587\u5b66\uff0c\u5e76\u975e\u53ea\u56f4\u7ed5\u67d0\u4e00\u79cd\u62a5\u544a\u6216\u5355\u4e00\u7c7b\u578b\u6587\u6863\u51fa\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"912\" height=\"1024\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-4-912x1024.png\" alt=\"diagram\" class=\"wp-image-1191668\" style=\"width:400px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-4-912x1024.png 912w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-4-267x300.png 267w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-4-767x861.png 767w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-4-160x180.png 160w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-4.png 1080w\" sizes=\"auto, (max-width: 912px) 100vw, 912px\" \/><figcaption class=\"wp-element-caption\">\u56fe 4\uff1a\u00a0XL-DocBench \u5728\u516d\u4e2a\u9886\u57df\u7684\u95ee\u9898\u5206\u5e03<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\u957f\u7684\u4e0d\u53ea\u662f\u6587\u6863\uff0c\u8bc1\u636e\u4e4b\u95f4\u4e5f\u6709\u8ddd\u79bb<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728XL-DocBench\u4e2d\uff0c\u539f\u59cb\u6587\u6863\u5408\u8ba1\u6709&nbsp;98,342 \u9875\uff0c\u5e73\u5747\u6bcf\u4efd\u6587\u6863&nbsp;297.1 \u9875\uff0c\u4e2d\u4f4d\u6570 211 \u9875\uff0c\u6700\u957f\u7684\u5355\u4efd\u6587\u6863\u6709&nbsp;2,062 \u9875\u3002\u5bf9\u4e8e\u7531\u591a\u4efd\u6587\u6863\u7ec4\u6210\u7684\u7cfb\u5217\uff0c\u4e00\u9053\u9898\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\u53ef\u80fd\u6a2a\u8de8\u591a\u4e2a&nbsp;PDF\uff0c\u6700\u957f\u8fbe\u5230&nbsp;2,303&nbsp;\u9875\u3002\u9700\u8981\u7279\u522b\u533a\u5206\u7684\u662f\uff0c\u5355\u4efd\u6587\u6863\u957f\u5ea6\u548c\u4e00\u9053\u9898\u6240\u6d89\u53ca\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u662f\u4e24\u4e2a\u4e0d\u540c\u7684\u7edf\u8ba1\u5bf9\u8c61\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"582\" height=\"1024\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-5-582x1024.png\" alt=\"chart, bar chart\" class=\"wp-image-1191671\" style=\"width:400px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-5-582x1024.png 582w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-5-171x300.png 171w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-5-768x1350.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-5-874x1536.png 874w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-5-102x180.png 102w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-5.png 1080w\" sizes=\"auto, (max-width: 582px) 100vw, 582px\" \/><figcaption class=\"wp-element-caption\">\u56fe 5\uff1aXL-DocBench \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0e\u8bc1\u636e\u8de8\u5ea6\u5206\u5e03\u3002\u4e0a\u56fe\u5c55\u793a\u9898\u76ee\u6d89\u53ca\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4e0b\u56fe\u5c55\u793a\u4eba\u5de5\u6807\u6ce8\u7684\u8bc1\u636e\u8de8\u5ea6\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ecf\u7814\u7a76\u5458\u8c03\u7814\u663e\u793a\uff0c\u4eba\u5de5\u6807\u6ce8\u7684\u8bc1\u636e\u9875\u6570\u5e73\u5747\u4e3a 2.30 \u9875\u3001\u6700\u591a 24 \u9875\uff1b\u8bc1\u636e\u8de8\u5ea6\u4e2d\u4f4d\u6570\u4e3a 7 \u9875\uff0cP95 \u4e3a 255 \u9875\uff0c\u6700\u5927\u8fbe\u5230 1,002 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https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-6-918x1536.png 918w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-6-108x180.png 108w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-6.png 1080w\" sizes=\"auto, (max-width: 612px) 100vw, 612px\" \/><figcaption class=\"wp-element-caption\">\u56fe 6\uff1aXL-DocBench \u7684\u8bc1\u636e\u9875\u6570\u3001\u8de8\u6587\u6863\u8bc1\u636e\u4e0e\u7b54\u6848\u5f62\u5f0f\u5206\u5e03\u3002\u4e0a\u56fe\u5c55\u793a\u5355\u9875\u3001\u591a\u9875\u53ca\u8de8\u6587\u6863\u9898\u76ee\u6d89\u53ca\u7684\u8bc1\u636e\u9875\u6570\uff0c\u4e0b\u56fe\u5c55\u793a\u4e0d\u540c\u6a21\u6001\u4e0e\u7b54\u6848\u683c\u5f0f\u7684\u95ee\u9898\u6570\u91cf\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8de8\u6587\u6863\u95ee\u9898\u53ef\u80fd\u901a\u8fc7\u5b9a\u4e49\u3001\u5f15\u7528\u6216\u4e0a\u4e0b\u6587\u4f9d\u8d56\u591a\u4efd\u6587\u4ef6\uff0c\u4f46\u6700\u7ec8\u6807\u6ce8\u7684\u652f\u6301\u9875\u53ef\u80fd\u53ea\u805a\u7126\u5728\u5176\u4e2d\u5c11\u6570\u6587\u4ef6\u4e0a\u3002\u56e0\u6b64\uff0c\u4e0d\u80fd\u628a\u201c\u4eba\u5de5\u8bc1\u636e\u843d\u5728\u591a\u4e2a PDF\u4e2d\u201d\u76f4\u63a5\u7b49\u540c\u4e8e\u5168\u90e8 165 \u9053\u8de8\u6587\u6863\u4efb\u52a1\uff1b\u540c\u6837\uff0c\u4e5f\u4e0d\u80fd\u628a\u6240\u6709\u4e0d\u5c5e\u4e8e\u8de8\u9875\u4efb\u52a1\u7684\u6837\u672c\u90fd\u79f0\u4e3a\u5355\u9875\u53ef\u56de\u7b54\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\u5341\u4e8c\u7c7b\u63a8\u7406\u4efb\u52a1\uff0c\u5e2e\u52a9\u5b9a\u4f4d\u7cfb\u7edf\u7a76\u7adf\u5931\u8d25\u5728\u54ea\u91cc<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">XL-DocBench&nbsp;\u7684\u5341\u4e8c\u7c7b\u63a8\u7406\u4efb\u52a1\u5206\u4e3a\u4e09\u4e2a\u5c42\u6b21\uff1a\u57fa\u7840\u5c42\u5305\u62ec\u6bd4\u8f83\u4e0e\u5f15\u7528\u94fe\uff1b\u7ed3\u6784\u5c42\u5305\u62ec\u6392\u5e8f\u3001\u8986\u76d6\u4e0e\u4fe1\u606f\u5bf9\u9f50\uff1b\u66f4\u9ad8\u5c42\u8fd8\u5305\u62ec\u96c6\u5408\u5dee\u3001\u4e0d\u53ef\u56de\u7b54\u3001\u65f6\u95f4\u5173\u7cfb\u3001\u5408\u89c4\u3001\u53cd\u4e8b\u5b9e\u3001\u805a\u5408\u548c\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"699\" height=\"1024\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-7-699x1024.png\" alt=\"chart, bar chart\" class=\"wp-image-1191677\" style=\"width:400px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-7-699x1024.png 699w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-7-768x1125.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-7-1048x1536.png 1048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-7-205x300.png 205w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-7-123x180.png 123w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-7.png 1080w\" sizes=\"auto, (max-width: 699px) 100vw, 699px\" \/><figcaption class=\"wp-element-caption\">\u56fe 7\uff1aXL-DocBench \u7684\u63a8\u7406\u4efb\u52a1\u7c7b\u578b\u53ca\u8bc1\u636e\u8986\u76d6\u60c5\u51b5\u3002\u4e0a\u56fe\u5c55\u793a\u5341\u4e8c\u7c7b\u63a8\u7406\u4efb\u52a1\u7684\u95ee\u9898\u6570\u91cf\u4e0e\u5360\u6bd4\uff0c\u4e0b\u56fe\u6bd4\u8f83\u4e0d\u540c\u63a8\u7406\u7c7b\u578b\u6240\u9700\u7684\u5e73\u5747\u4eba\u5de5\u8bc1\u636e\u9875\u6570\u548c\u76f8\u5173 PDF 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class=\"wp-block-paragraph\">\u9762\u5bf9\u52a8\u8f84\u6570\u767e\u9875\u3001\u751a\u81f3\u4e0a\u5343\u9875\u7684\u6750\u6599\uff0c\u4ec5\u9760\u6a21\u578b\u81ea\u7531\u751f\u6210\u95ee\u9898\uff0c\u5e76\u4e0d\u8db3\u4ee5\u5efa\u7acb\u53ef\u9760\u7684\u8bc4\u6d4b\u57fa\u51c6\u3002\u5bf9\u6b64\uff0cXL-DocBench&nbsp;\u91c7\u7528\u4e86\u4e00\u5957\u4eba\u5de5\u5f15\u5bfc\u3001\u6a21\u578b\u8f85\u52a9\u7684\u6811\u5f15\u5bfc\u6784\u9020\u6d41\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"760\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-1024x760.png\" alt=\"diagram\" class=\"wp-image-1191678\" style=\"width:500px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-1024x760.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-300x223.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-768x570.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-969x720.png 969w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-807x599.png 807w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-740x550.png 740w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-377x280.png 377w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-80x59.png 80w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-495x368.png 495w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-511x379.png 511w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8-240x178.png 240w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-8.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe 8\uff1aXL-DocBench \u7684\u6811\u5f15\u5bfc\u5f0f\u6570\u636e\u6784\u5efa\u4e0e\u4eba\u5de5\u6838\u9a8c\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\uff0c\u7cfb\u7edf\u57fa\u4e8e\u4e0d\u540c\u7ae0\u8282\u5206\u652f\u7684\u6458\u8981\u63d0\u51fa\u5019\u9009\u95ee\u9898\uff0c\u5e76\u6309\u9886\u57df\u548c\u63a8\u7406\u7c7b\u578b\u63a7\u5236\u91c7\u6837\u3002\u968f\u540e\uff0c\u7cfb\u7edf\u9010\u4e2a\u9690\u85cf\u5206\u652f\uff0c\u8ba9\u6a21\u578b\u5224\u65ad\u7f3a\u5c11\u8be5\u5206\u652f\u540e\u662f\u5426\u4ecd\u80fd\u56de\u7b54\u95ee\u9898\u3002\u5982\u679c\u4ecd\u53ef\u4f5c\u7b54\uff0c\u90a3\u4e48\u5c31\u4e0d\u80fd\u628a\u5b83\u4fdd\u7559\u4e3a\u4f9d\u8d56\u8fd9\u4e9b\u5206\u652f\u7684\u5019\u9009\u9898\u3002\u4f46\u8fd9\u4e00\u68c0\u67e5\u53ea\u7528\u4e8e\u7b5b\u9009\u5019\u9009\u95ee\u9898\uff0c\u4e0d\u80fd\u8bc1\u660e\u5df2\u7ecf\u627e\u5230\u4e86\u6700\u5c0f\u8bc1\u636e\u96c6\u5408\uff0c\u4e5f\u4e0d\u4f1a\u76f4\u63a5\u786e\u5b9a\u6700\u7ec8\u7684\u8bc1\u636e\u9875\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u7b5b\u9009\u7684\u9898\u76ee\uff0c\u7cfb\u7edf\u4f1a\u9010\u5c42\u5c55\u5f00\u5230\u5177\u4f53\u9875\u9762\uff0c\u7ec6\u5316\u4f5c\u7b54\u6761\u4ef6\u3001\u7b54\u6848\u5f62\u5f0f\u548c\u6838\u9a8c\u89c4\u5219\u3002\u6b64\u65f6\uff0c\u6a21\u578b\u7ed9\u51fa\u7684\u7b54\u6848\u548c\u652f\u6301\u6750\u6599\u4ecd\u662f\u8349\u7a3f\u3002\u6700\u540e\uff0c194 \u4f4d\u4e13\u5bb6\u8bbf\u95ee\u5b8c\u6574\u6e90\u6587\u6863\uff0c\u91cd\u65b0\u56de\u7b54\u95ee\u9898\uff0c\u6807\u6ce8\u5177\u4f53\u7684\u652f\u6301\u9875\u548c\u539f\u53e5\uff0c\u5e76\u68c0\u67e5\u7b54\u6848\u3001\u6b67\u4e49\u4e0e\u89c4\u5219\u3002\u8d28\u91cf\u8fc7\u6ee4\u5728\u4eba\u5de5\u6838\u9a8c\u4e4b\u524d\u548c\u4e4b\u540e\u90fd\u4f1a\u8fdb\u884c\uff0c\u4ee5\u5904\u7406\u5e38\u8bc6\u6377\u5f84\u3001\u63aa\u8f9e\u6cc4\u6f0f\u3001\u652f\u6301\u4e0d\u8db3\u548c\u65e0\u610f\u4e49\u7b97\u672f\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1022\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-1024x1022.png\" alt=\"diagram\" class=\"wp-image-1191679\" style=\"width:400px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-1024x1022.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-721x720.png 721w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-300x299.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-150x150.png 150w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-601x600-1.png 601w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-767x766.png 767w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-551x550.png 551w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-280x279.png 280w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-368x367.png 368w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-60x60.png 60w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-180x180-1.png 180w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-380x379.png 380w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9-360x359.png 360w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-9.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe 9\uff1aXL-DocBench \u7684\u5019\u9009\u95ee\u9898\u7b5b\u9009\u4e0e\u4e13\u5bb6\u6838\u9a8c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u533a\u5206\u7684\u662f\uff0c\u6587\u6863\u6811\u5728\u4e24\u9879\u5de5\u4f5c\u4e2d\u627f\u62c5\u7740\u4e0d\u540c\u804c\u8d23\uff1a\u5728&nbsp;XL-DocBench&nbsp;\u4e2d\uff0c\u6811\u7528\u4e8e\u7ec4\u7ec7\u6784\u9898\uff1b\u5728DocAtlas&nbsp;\u4e2d\uff0c\u6811\u5219\u7528\u4e8e\u5bfc\u822a\u7814\u7a76\u3002\u8fd9\u662f\u4e24\u5957\u76f8\u4e92\u72ec\u7acb\u7684\u6d41\u7a0b\u3002\u57fa\u51c6\u4e2d\u7684\u6807\u51c6\u7b54\u6848\u548c\u4eba\u5de5\u8bc1\u636e\u6807\u7b7e\uff0c\u4e0d\u4f1a\u4f5c\u4e3a\u6f14\u793a\u6750\u6599\u4ea4\u7ed9\u88ab\u8bc4\u6d4b\u7684\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<h2 id=\"\u5728\u540c\u4e00\u57fa\u51c6\u4e0a\u9a8c\u8bc1-docatlas-gpt-5-4-\u8fbe\u5230-53-7\" class=\"wp-block-heading\">\u5728\u540c\u4e00\u57fa\u51c6\u4e0a\u9a8c\u8bc1\uff1aDocAtlas + GPT-5.4 \u8fbe\u5230 53.7%<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7814\u7a76\u5458\u4eec\u8865\u5145\u5e76\u786e\u8ba4\u7684\u5b9e\u9a8c\u4e2d\uff0cDocAtlas + GPT-5.4\u5728 XL-DocBench \u4e0a\u53d6\u5f97\u4e8653.7%\u7684\u7cbe\u786e\u5ea6\u3002\u5176\u4e2d\u5f97\u5206\u6700\u9ad8\u7684\u5bf9\u7167\u7cfb\u7edf SimpleDoc + GPT-5.4 \u4e3a 44.0%\uff0c\u76f8\u5dee\u4e869.7 \u4e2a\u767e\u5206\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"777\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-1024x777.png\" alt=\"diagram\" class=\"wp-image-1191680\" style=\"width:450px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-1024x777.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-300x228.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-767x582.png 767w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-949x720.png 949w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-791x600-1.png 791w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-725x550.png 725w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-485x368.png 485w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-369x280.png 369w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-79x60.png 79w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-501x380.png 501w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10-237x180.png 237w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-10.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe 10\uff1aDocAtlas \u4e0e SimpleDoc \u5728 XL-DocBench \u6d4b\u8bd5\u96c6\u4e0a\u7684\u51c6\u786e\u7387\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bca\u65ad\u56fe\u4e2d\u8fdb\u4e00\u6b65\u533a\u5206\u4e86\u7b54\u6848\u4ea7\u51fa\u4e0e\u8bc1\u636e\u547d\u4e2d\uff1a\u627e\u5230\u4e86\u8bc1\u636e\u5374\u56de\u7b54\u9519\u8bef\uff0c\u95ee\u9898\u53ef\u80fd\u51fa\u5728\u89c4\u5219\u5e94\u7528\u6216\u7b54\u6848\u5f62\u5f0f\uff1b\u6ca1\u6709\u627e\u5230\u6240\u9700\u9875\u9762\uff0c\u5219\u66f4\u63a5\u8fd1\u68c0\u7d22\u548c\u4e0a\u4e0b\u6587\u7ec4\u7ec7\u95ee\u9898\u3002\u4ec5\u589e\u52a0\u4e0a\u4e0b\u6587\u7a97\u53e3\u6216\u5de5\u5177\u8c03\u7528\u8f6e\u6570\uff0c\u5e76\u4e0d\u80fd\u81ea\u52a8\u89e3\u51b3\u8fd9\u4e24\u7c7b\u5931\u8d25\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u5458\u4eec\u8fd8\u5206\u522b\u6309\u4e0a\u4e0b\u6587\u957f\u5ea6\u3001\u8bc1\u636e\u9875\u6570\u4e0e\u8bc1\u636e\u8de8\u5ea6\u5206\u6790\u4e86\u7cfb\u7edf\u8868\u73b0\u3002\u4e09\u4e2a\u6307\u6807\u4ee3\u8868\u7740\u4e0d\u540c\u7684\u538b\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u4e0b\u6587\u66f4\u957f\uff0c\u610f\u5473\u7740\u6750\u6599\u4e2d\u53ef\u80fd\u51fa\u73b0\u66f4\u591a\u65e0\u5173\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u9875\u66f4\u591a\uff0c\u610f\u5473\u7740\u7cfb\u7edf\u9700\u8981\u627e\u5230\u5e76\u8986\u76d6\u5b8c\u6574\u8bc1\u636e\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u9875\u76f8\u8ddd\u66f4\u8fdc\uff0c\u5219\u66f4\u52a0\u8003\u9a8c\u5bfc\u822a\u548c\u4e0a\u4e0b\u6587\u7ec4\u7ec7\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ea\u6709\u5c06\u8fd9\u4e9b\u56e0\u7d20\u62c6\u5f00\uff0c\u624d\u80fd\u8fdb\u4e00\u6b65\u5224\u65ad\u6539\u8fdb\u5e94\u8be5\u53d1\u751f\u5728\u68c0\u7d22\u3001\u8bc1\u636e\u7ec4\u5408\u8fd8\u662f\u63a8\u7406\u89c4\u5219\u4e0a\uff0c\u800c\u4e0d\u662f\u628a\u6240\u6709\u9519\u8bef\u7b3c\u7edf\u5f52\u7ed3\u4e3a\u201c\u6a21\u578b\u4e0d\u591f\u5f3a\u201d\u300253.7%\u8fd9\u4e00\u5206\u6570\u5c55\u793a\u4e86\u8be5\u7814\u7a76\u65b9\u5411\u7684\u6f5c\u529b\uff0c\u4e5f\u8bf4\u660e\u8d85\u957f\u6587\u6863\u7406\u89e3\u4ecd\u672a\u89e3\u51b3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u5916\uff0cDocAtlas \u8fd8\u5728\u53e6\u4e00\u9879\u57fa\u51c6 MMLongBench-Doc \u4e0a\u8fdb\u884c\u4e86\u8bc4\u6d4b\uff1aGPT-5.4 \u4ece\u76f4\u63a5\u8f93\u5165\u7684 62.4% \u63d0\u5347\u81f3 71.4%\uff1b4B \u7b56\u7565\u7ecf\u8bad\u7ec3\u8fbe\u5230\u4e86&nbsp;63.7%\uff0c\u5b9e\u9a8c\u4e2d\u4f7f\u7528\u4e86\u8bba\u6587\u89c4\u5b9a\u7684 GPT-5.4 Search\uff0fReview \u8f85\u52a9\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 id=\"\u8ba9\u7814\u7a76\u8fc7\u7a0b\u53ef\u4ee5\u79ef\u7d2f-\u4e5f\u8ba9\u7406\u89e3\u80fd\u529b\u80fd\u591f\u88ab\u68c0\u9a8c\" class=\"wp-block-heading\">\u8ba9\u7814\u7a76\u8fc7\u7a0b\u53ef\u4ee5\u79ef\u7d2f\uff0c\u4e5f\u8ba9\u7406\u89e3\u80fd\u529b\u80fd\u591f\u88ab\u68c0\u9a8c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">DocAtlas \u63d0\u4f9b\u4e86\u4e00\u79cd\u5bfb\u627e\u3001\u8bfb\u53d6\u3001\u8bb0\u5f55\u548c\u56de\u987e\u6587\u6863\u7684\u5de5\u4f5c\u65b9\u5f0f\uff1bXL-DocBench \u5219\u63d0\u4f9b\u4e86\u9762\u5411\u8d85\u957f\u6750\u6599\u7684\u4efb\u52a1\u3001\u4eba\u5de5\u8bc1\u636e\u548c\u8bc4\u4ef7\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8c\u8005\u5171\u540c\u5173\u6ce8\u7684\uff0c\u4e0d\u53ea\u662f\u751f\u6210\u4e00\u4e2a\u6d41\u7545\u7684\u7b54\u6848\uff0c\u800c\u662f\u8ba9\u6bcf\u4e2a\u5224\u65ad\u90fd\u80fd\u56de\u5230\u5177\u4f53\u6750\u6599\uff0c\u8ba9\u4e00\u6b21\u9605\u8bfb\u4ea7\u751f\u7684\u53d1\u73b0\u53ef\u4ee5\u88ab\u6838\u9a8c\u3001\u8bb0\u5f55\uff0c\u5e76\u5728\u540e\u7eed\u7814\u7a76\u4e2d\u7ee7\u7eed\u4f7f\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u4e00\u6b21\u95ee\u7b54\u8d70\u5411\u6301\u7eed\u7814\u7a76\uff0c\u4ece\u6700\u7ec8\u7b54\u6848\u8d70\u5411\u8bc1\u636e\u548c\u8fc7\u7a0b\uff0c\u53ef\u80fd\u6b63\u662f\u957f\u6587\u6863\u667a\u80fd\u4f53\u8fc8\u5411\u53ef\u9760\u5e94\u7528\u6240\u9700\u8981\u7684\u4e0b\u4e00\u6b65\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"914\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-1024x914.png\" alt=\"diagram\" class=\"wp-image-1191681\" style=\"width:400px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-1024x914.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-300x268.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-767x685.png 767w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-806x719.png 806w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-672x600-1.png 672w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-412x368.png 412w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-616x550.png 616w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-67x60.png 67w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-425x379.png 425w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-313x279.png 313w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11-202x180.png 202w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2026\/10\/Doc-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe 11\uff1aDocAtlas \u4e0e XL-DocBench \u7684\u9879\u76ee\u8d44\u6e90\u5165\u53e3<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9879\u76ee\u9875\u9762\uff1a<\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/officeintelligence.github.io\/\">https:\/\/officeintelligence.github.io\/<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DocAtlas\u00a0\u8bba\u6587\uff1a<\/strong><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\/2608.07527\">https:\/\/arxiv.org\/abs\/2608.07527<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DocAtlas\u00a0\u5f00\u6e90\u5de5\u5177\uff1a<\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/DocAtlas-Harness\">https:\/\/github.com\/microsoft\/DocAtlas-Harness<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>XL-DocBench\u00a0\u8bba\u6587\uff1a<\/strong><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\/2608.00036\">https:\/\/arxiv.org\/abs\/2608.00036<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>XL-DocBench\u00a0\u5f53\u524d\u516c\u5f00\u6570\u636e\uff1a<\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/huggingface.co\/datasets\/microsoft\/XL-DocBench\">https:\/\/huggingface.co\/datasets\/microsoft\/XL-DocBench<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p 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