{"id":36021,"date":"2025-12-29T17:32:46","date_gmt":"2025-12-29T09:32:46","guid":{"rendered":"http:\/\/192.168.10.115\/?p=36021"},"modified":"2025-12-29T17:32:46","modified_gmt":"2025-12-29T09:32:46","slug":"2025-12-29-%e8%a1%a5%e9%bd%90vlm%e5%85%b3%e9%94%ae%e7%9f%ad%e6%9d%bf%ef%bc%9a%e6%b8%af%e5%a4%a7%e8%85%be%e8%ae%af%e6%8f%90%e5%87%badsr-suite%ef%bc%8c%e5%85%a8%e8%87%aa%e5%8a%a8%e6%9e%84%e5%bb%ba4","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/12\/29\/36021\/","title":{"rendered":"2025-12-29 \u8865\u9f50VLM\u5173\u952e\u77ed\u677f\uff1a\u6e2f\u5927&amp;\u817e\u8baf\u63d0\u51faDSR-Suite\uff0c\u5168\u81ea\u52a8\u6784\u5efa4D\u63a8\u7406\u6570\u636e\uff0c\u8ba9\u5927\u6a21\u578b\u770b\u61c2\u7269\u4f53\u5982\u4f55\u8fd0\u52a8"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1988914910986515369\">https:\/\/zhuanlan.zhihu.com\/p\/1988914910986515369<\/a><\/p>\n\n\n\n<p>\u5f53\u4e0b\u7684<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268312843&amp;content_type=Article&amp;match_order=1&amp;q=%E8%A7%86%E8%A7%89%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/a>\uff08VLM\uff09\u5df2\u7ecf\u80fd\u76f8\u5f53\u4e0d\u9519\u5730\u201c\u770b\u61c2\u201d\u4e16\u754c\uff0c\u4f46\u5927\u591a\u65f6\u5019\uff0c\u5b83\u4eec\u770b\u5230\u7684\u8fd8\u662f\u4e00\u4e2a\u201c\u9759\u6b62\u201d\u7684\u4e16\u754c\u3002\u4e00\u65e6\u7269\u4f53\u52a8\u8d77\u6765\uff0c\u5c24\u5176\u662f\u5728\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u53d1\u751f\u4f4d\u7f6e\u548c\u59ff\u6001\u7684\u590d\u6742\u53d8\u5316\u65f6\uff0c\u6a21\u578b\u5c31\u5f00\u59cb\u201c\u72af\u8ff7\u7cca\u201d\u4e86\u3002\u8fd9\u79cd\u7406\u89e3\u7269\u4f53\u57283D\u7a7a\u95f4\u4e2d\u968f\u65f6\u95f4\u6f14\u53d8\u7684\u80fd\u529b\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a<strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268312843&amp;content_type=Article&amp;match_order=1&amp;q=%E5%8A%A8%E6%80%81%E7%A9%BA%E9%97%B4%E6%8E%A8%E7%90%86&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u52a8\u6001\u7a7a\u95f4\u63a8\u7406<\/a><\/strong><\/p>\n\n\n\n<p><strong>\uff08Dynamic Spatial Reasoning, DSR\uff09<\/strong>\uff0c\u5b83\u662f\u8fc8\u5411\u5177\u8eab\u667a\u80fd\u3001\u81ea\u52a8\u9a7e\u9a76\u548cAR\u7b49\u524d\u6cbf\u5e94\u7528\u7684\u5173\u952e\u4e00\u73af\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u8bad\u7ec3VLMs\u638c\u63e1DSR\u80fd\u529b\uff0c\u957f\u671f\u4ee5\u6765\u9762\u4e34\u7740\u4e00\u4e2a\u5de8\u5927\u7684\u74f6\u9888\uff1a\u7f3a\u4e4f\u5927\u89c4\u6a21\u3001\u9ad8\u8d28\u91cf\u7684\u201c4D\u611f\u77e5\u201d\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\uff0c\u6765\u81ea<strong>\u9999\u6e2f\u5927\u5b66<\/strong>\u548c<strong>\u817e\u8bafPCG ARC Lab<\/strong>\u7684\u7814\u7a76\u8005\u4eec\u8054\u624b\u63a8\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a <strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268312843&amp;content_type=Article&amp;match_order=1&amp;q=DSR-Suite&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">DSR-Suite<\/a><\/strong> \u7684\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u4e0d\u4ec5\u5305\u542b\u4e00\u4e2a\u80fd\u4ece\u6d77\u91cf\u771f\u5b9e\u89c6\u9891\u4e2d\u81ea\u52a8\u6316\u6398\u548c\u6784\u5efaDSR\u95ee\u7b54\u6570\u636e\u7684\u6d41\u6c34\u7ebf\uff0c\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u5168\u65b0\u7684<strong><a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268312843&amp;content_type=Article&amp;match_order=1&amp;q=%E5%87%A0%E4%BD%95%E9%80%89%E6%8B%A9%E6%A8%A1%E5%9D%97&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u51e0\u4f55\u9009\u62e9\u6a21\u5757<\/a><\/strong><\/p>\n\n\n\n<p><strong>\uff08Geometry Selection Module, GSM\uff09<\/strong>\uff0c\u80fd\u5de7\u5999\u5730\u5c064D\u51e0\u4f55\u4fe1\u606f\u6ce8\u5165\u73b0\u6709VLM\uff0c\u540c\u65f6\u4e0d\u5f71\u54cd\u5176\u901a\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-dbb49df24cf34b33289c99da06f7cf62_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bba\u6587\u6807\u9898<\/strong>: Learning to Reason in 4D: Dynamic Spatial Understanding for Vision Language Models<br><\/li>\n\n\n\n<li><strong>\u8bba\u6587\u5730\u5740<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/arxiv.org\/abs\/2512.20557\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2512.20557<\/a><br><\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u4ed3\u5e93<\/strong>: <a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/TencentARC\/DSR_Suite\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/TencentARC\/DSR_Suite<\/a>(\u5df2\u5f00\u6e90)<br><\/li>\n\n\n\n<li><strong>\u673a\u6784<\/strong>: \u9999\u6e2f\u5927\u5b66\uff0c\u817e\u8baf PCG ARC Lab<br><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1988914910986515369_0\">VLM\u7684\u201c\u52a8\u6001\u76f2\u533a\u201d\u4e0e\u7814\u7a76\u52a8\u673a<\/h2>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u8ba9\u4e00\u4e2aAI\u770b\u4e00\u6bb5\u89c6\u9891\uff1a\u4e00\u8f86\u6c7d\u8f66\u5728\u8def\u53e3\u5de6\u8f6c\uff0c\u540c\u65f6\u4e00\u4e2a\u884c\u4eba\u5728\u8fdc\u79bb\u6c7d\u8f66\u3002\u8981\u51c6\u786e\u63cf\u8ff0\u8fd9\u4e2a\u8fc7\u7a0b\uff0cAI\u4e0d\u4ec5\u8981\u8bc6\u522b\u51fa\u201c\u6c7d\u8f66\u201d\u548c\u201c\u884c\u4eba\u201d\uff0c\u8fd8\u8981\u7406\u89e3\u5b83\u4eec\u5404\u81ea\u7684\u8fd0\u52a8\u8f68\u8ff9\u3001\u76f8\u5bf9\u65b9\u5411\u3001\u901f\u5ea6\u53d8\u5316\u3002\u8fd9\u5c31\u662f\u5178\u578b\u7684DSR\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-55a2be16a5f0f2e249a2b330e93b9fb7_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5982\u4e0a\u56fe(a)\u6240\u793a\uff0c\u4e0e\u9759\u6001\u573a\u666f\u63a8\u7406\u4e0d\u540c\uff0cDSR\u8981\u6c42\u6a21\u578b\u7406\u89e3\u4e00\u4e2a\u5145\u6ee1\u52a8\u6001\u53d8\u5316\u7684\u73af\u5883\uff0c\u8fd9\u5bf9\u63a8\u7406\u80fd\u529b\u63d0\u51fa\u4e86\u5de8\u5927\u6311\u6218\u3002\u73b0\u6709\u7684\u5927\u591a\u6570\u5de5\u4f5c\u8981\u4e48\u96c6\u4e2d\u5728\u9759\u6001\u76843D\u573a\u666f\uff0c\u8981\u4e48\u53ea\u8003\u8651\u975e\u5e38\u77ed\u65f6\u7684\u8fd0\u52a8\uff0c\u96be\u4ee5\u6355\u6349\u957f\u65f6\u7a0b\u3001\u591a\u7269\u4f53\u3001\u591a\u89c6\u89d2\u7684\u590d\u6742\u52a8\u6001\u3002\u7a76\u5176\u539f\u56e0\uff0c\u6b63\u662f\u56e0\u4e3a\u7f3a\u5c11\u4e00\u4e2a\u80fd\u591f\u89c4\u6a21\u5316\u4ea7\u51fa\u9ad8\u8d28\u91cfDSR\u8bad\u7ec3\u6570\u636e\u7684\u201c\u5de5\u5382\u201d\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0cDSR-Suite\u5e94\u8fd0\u800c\u751f\uff0c\u5b83\u65e8\u5728\u4ece<strong>\u6570\u636e\u96c6\u3001\u57fa\u51c6\u548c\u6a21\u578b<\/strong>\u4e09\u4e2a\u5c42\u9762\uff0c\u5168\u9762\u63d0\u5347VLM\u7684\u52a8\u6001\u7a7a\u95f4\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1988914910986515369_1\">DSR-Suite\uff1a\u5168\u81ea\u52a8\u76844D\u6570\u636e\u5de5\u5382<\/h2>\n\n\n\n<p>DSR-Suite\u7684\u6838\u5fc3\u662f\u4e00\u5957\u5168\u81ea\u52a8\u7684\u6570\u636e\u751f\u6210\u6d41\u6c34\u7ebf\uff0c\u80fd\u591f\u5c06\u666e\u901a\u3001\u65e0\u6807\u6ce8\u7684\u201c\u91ce\u751f\u201d\u89c6\u9891\uff08in-the-wild videos\uff09\u8f6c\u5316\u4e3a\u5305\u542b\u4e30\u5bccDSR\u77e5\u8bc6\u7684\u591a\u9879\u9009\u62e9\u9898\u3002\u6574\u4e2a\u6d41\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-aaeb7593ddf60fef4e22a7a36e3e5048_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u89c6\u9891\u7b5b\u9009 (Video Curation)<\/strong> \uff1a\u9996\u5148\uff0c\u4ece\u5927\u89c4\u6a21\u89c6\u9891\u5e93\uff08\u5982Koala-36M\uff09\u4e2d\uff0c\u5229\u7528\u5927\u6a21\u578b\uff08\u5982Gemini-2.5-Pro\uff09\u6839\u636e\u89c6\u9891\u5185\u5bb9\u6216\u5b57\u5e55\uff0c\u81ea\u52a8\u7b5b\u9009\u51fa\u90a3\u4e9b\u5305\u542b\u663e\u8457\u7269\u4f53\u8fd0\u52a8\u7684\u89c6\u9891\u7247\u6bb5\uff0c\u6dd8\u6c70\u6389\u9759\u6001\u6216\u8fd0\u52a8\u4e0d\u660e\u663e\u7684\u89c6\u9891\u3002<br><\/li>\n\n\n\n<li><strong>\u51e0\u4f55\u7ebf\u7d22\u63d0\u53d6 (Geometric Clue Extraction)<\/strong> \uff1a\u8fd9\u662f\u6700\u5173\u952e\u7684\u4e00\u6b65\u3002\u5bf9\u4e8e\u7b5b\u9009\u540e\u7684\u89c6\u9891\uff0c\u6d41\u6c34\u7ebf\u4f1a\u8c03\u7528\u4e00\u7cfb\u5217\u5148\u8fdb\u7684\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff0c\u4ece\u89c6\u9891\u4e2d\u63d0\u53d6\u4e30\u5bcc\u7684\u51e0\u4f55\u4e0e\u8fd0\u52a8\u4fe1\u606f\uff0c\u5305\u62ec\uff1a<br><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76f8\u673a\u4f4d\u59ff<\/strong>\u548c<strong>\u5c40\u90e8\u70b9\u4e91<\/strong> (\u901a\u8fc7\u6a21\u578b)<br><\/li>\n\n\n\n<li><strong>\u7269\u4f53\u63a9\u7801<\/strong>\u548c<strong>3D\u8f68\u8ff9<\/strong> (\u901a\u8fc7Grounded SAM2\u8fdb\u884c\u8ddf\u8e2a\u548c\u5206\u5272)<br><\/li>\n\n\n\n<li><strong>\u7269\u4f53\u671d\u5411<\/strong> (\u901a\u8fc7Orient Anything\u4f30\u8ba1)<br>\u8fd9\u4e9b\u4fe1\u606f\u5171\u540c\u6784\u6210\u4e86\u4e00\u4e2a\u573a\u666f\u76844D\u65f6\u7a7a\u56fe\u666f\uff0c\u4e3a\u540e\u7eed\u751f\u6210\u6709\u610f\u4e49\u7684\u95ee\u7b54\u5bf9\u5960\u5b9a\u4e86\u57fa\u7840\u3002<br><\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u751f\u6210 (Data Generation)<\/strong> \uff1a\u6709\u4e86\u7cbe\u786e\u7684\u51e0\u4f55\u7ebf\u7d22\uff0c\u5c31\u53ef\u4ee5\u751f\u6210\u5404\u79cdDSR\u95ee\u9898\u4e86\u3002\u8fd9\u4e2a\u9636\u6bb5\u6709\u51e0\u4e2a\u4eae\u70b9\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6837\u5316\u7684\u89c6\u89d2<\/strong>\uff1a\u95ee\u9898\u53ef\u4ee5\u4ece\u201c\u76f8\u673a\u89c6\u89d2\u201d\u63d0\u51fa\uff0c\u4e5f\u53ef\u4ee5\u4ece\u89c6\u9891\u4e2d\u67d0\u4e2a\u201c\u8fd0\u52a8\u7269\u4f53\u201d\uff08agent\uff09\u7684\u89c6\u89d2\u63d0\u51fa\uff0c\u751a\u81f3\u53ef\u4ee5\u662f\u67d0\u4e2a\u65f6\u523b\u7684\u201c\u7edd\u5bf9\u89c6\u89d2\u201d\uff0c\u8fd9\u8feb\u4f7f\u6a21\u578b\u5b66\u4f1a\u89c6\u89d2\u8f6c\u6362\u3002<br><\/li>\n\n\n\n<li><strong>\u4e30\u5bcc\u7684\u9898\u578b<\/strong>\uff1a\u6db5\u76d6\u76f8\u5bf9\u8ddd\u79bb\u3001\u76f8\u5bf9\u65b9\u5411\u3001\u671d\u5411\u3001\u901f\u5ea6\u3001\u901f\u5ea6\u5bf9\u6bd4\u3001\u65b9\u5411\u9884\u6d4b\u7b49\u591a\u79cd\u7c7b\u578b\u3002<br><\/li>\n\n\n\n<li><strong>\u7ec6\u7c92\u5ea6\u7684\u7a0b\u5e8f\u5316\u7b54\u6848<\/strong>\uff1a\u7b54\u6848\u4e0d\u662f\u7b80\u5355\u7684\u201c\u53d8\u8fd1\u4e86\u201d\uff0c\u800c\u662f\u63cf\u8ff0\u6574\u4e2a\u8fc7\u7a0b\u7684\u201c\u5148\u4fdd\u6301\u4e0d\u53d8\uff0c\u7136\u540e\u53d8\u8fdc\u201d\uff0c\u6781\u5927\u5730\u8003\u9a8c\u6a21\u578b\u5bf9\u8fde\u7eed\u52a8\u6001\u7684\u7406\u89e3\u80fd\u529b\u3002<br><\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u5957\u6d41\u6c34\u7ebf\uff0c\u7814\u7a76\u8005\u6784\u5efa\u4e86\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u7684<strong>DSR-Train<\/strong>\uff08\u5305\u542b50K\u95ee\u7b54\u5bf9\uff09\u548c\u7ecf\u8fc7\u4eba\u5de5\u7cbe\u6821\u7684\u8bc4\u6d4b\u57fa\u51c6<strong>DSR-Bench<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-407cd09b0eccd6e931cd68869becc92a_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1988914910986515369_2\">GSM\uff1a\u7ed9VLM\u88c5\u4e0a\u201c\u51e0\u4f55\u9009\u62e9\u5668\u201d<\/h2>\n\n\n\n<p>\u6709\u4e86\u6570\u636e\uff0c\u5982\u4f55\u8ba9\u6a21\u578b\u9ad8\u6548\u5730\u201c\u5403\u201d\u8fdb\u53bb\uff1f<\/p>\n\n\n\n<p>\u8fc7\u53bb\u7684\u601d\u8def\u901a\u5e38\u662f\u628a\u63d0\u53d6\u51fa\u7684\u51e0\u4f55\u7279\u5f81\uff08\u6bd4\u5982\u4e00\u5927\u5806\u70b9\u4e91token\uff09\u76f4\u63a5\u4e0e\u89c6\u89c9\u7279\u5f81\u878d\u5408\uff0c\u4f46\u8fd9\u5f80\u5f80\u4f1a\u5f15\u5165\u5927\u91cf\u566a\u58f0\u548c\u65e0\u5173\u4fe1\u606f\uff0c\u5bfc\u81f4\u6a21\u578b\u5728DSR\u4efb\u52a1\u4e0a\u6027\u80fd\u63d0\u5347\u7684\u540c\u65f6\uff0c\u5728\u5176\u4ed6\u901a\u7528\u89c6\u9891\u7406\u89e3\u4efb\u52a1\u4e0a\u201c\u7ffb\u8f66\u201d\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u5373\u63d2\u5373\u7528\u7684\u8f7b\u91cf\u7ea7\u6a21\u5757\u2014\u2014<strong>\u51e0\u4f55\u9009\u62e9\u6a21\u5757\uff08Geometry Selection Module, GSM\uff09<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-b07413896555cb5e377bfe95cb41b977_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>GSM\u7684\u8bbe\u8ba1\u975e\u5e38\u7cbe\u5999\uff0c\u5b83\u50cf\u4e00\u4e2a\u667a\u80fd\u4fe1\u606f\u8fc7\u6ee4\u5668\uff0c\u5176\u6838\u5fc3\u662f\u4e24\u4e2a\u4e32\u8054\u7684Q-Former\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u7ea7 Q-Former (\u8bed\u4e49\u538b\u7f29\u5668)<\/strong> \uff1a\u63a5\u6536\u7528\u6237\u63d0\u51fa\u7684\u6587\u672c\u95ee\u9898\uff0c\u5c06\u5176\u201c\u9605\u8bfb\u5e76\u7406\u89e3\u201d\uff0c\u7136\u540e\u628a\u95ee\u9898\u7684\u6838\u5fc3\u8bed\u4e49\u538b\u7f29\u6210\u4e00\u5c0f\u7ec4\u56fa\u5b9a\u6570\u91cf\uff08\u4f8b\u598232\u4e2a\uff09\u7684\u201c\u67e5\u8be2\u5411\u91cf\u201d\uff08Query\uff09\u3002<br><\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u7ea7 Q-Former (\u76f8\u5173\u51e0\u4f55\u9009\u62e9\u5668)<\/strong> \uff1a\u5e26\u7740\u4e0a\u4e00\u7ea7\u751f\u6210\u7684\u201c\u67e5\u8be2\u5411\u91cf\u201d\uff0c\u53bb\u5e9e\u5927\u7684\u51e0\u4f55\u7279\u5f81\u5e93\uff08\u7531\u7b49\u6a21\u578b\u751f\u6210\uff09\u4e2d\u8fdb\u884c\u68c0\u7d22\u3002\u5b83\u53ea\u4f1a\u628a\u4e0e\u95ee\u9898\u8bed\u4e49\u76f8\u5173\u7684\u51e0\u4f55\u4fe1\u606f\u63d0\u53d6\u51fa\u6765\uff0c\u7f16\u7801\u6210\u4e00\u7ec4\u540c\u6837\u6570\u91cf\u7684\u3001\u7d27\u51d1\u7684\u201c\u51e0\u4f55Token\u201d\u3002<br><\/li>\n<\/ol>\n\n\n\n<p>\u6700\u540e\uff0c\u8fd9\u7ec4\u88ab\u95ee\u9898\u201c\u7cbe\u70bc\u201d\u8fc7\u7684\u51e0\u4f55Token\uff0c\u4f1a\u548c\u539f\u59cb\u7684\u89c6\u89c9Token\u3001\u95ee\u9898Token\u4e00\u8d77\uff0c\u88ab\u9001\u5165VLM\u7684\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u5206\u8fdb\u884c\u6700\u7ec8\u7684\u63a8\u7406\u548c\u56de\u7b54\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u201c<strong>\u5148\u95ee\u540e\u627e<\/strong>\u201d\u7684\u673a\u5236\uff0c\u5b8c\u7f8e\u5730\u89e3\u51b3\u4e86\u4fe1\u606f\u8fc7\u8f7d\u7684\u95ee\u9898\u3002\u5b83\u786e\u4fdd\u4e86\u53ea\u6709\u5bf9\u56de\u7b54\u95ee\u9898\u6709\u7528\u7684\u51e0\u4f55\u77e5\u8bc6\u624d\u4f1a\u88ab\u6a21\u578b\u770b\u5230\uff0c\u4ece\u800c\u5728\u663e\u8457\u63d0\u5347DSR\u80fd\u529b\u7684\u540c\u65f6\uff0c\u6700\u5927\u7a0b\u5ea6\u5730\u4fdd\u62a4\u4e86\u6a21\u578b\u539f\u6709\u7684\u901a\u7528\u6027\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1988914910986515369_3\">\u5b9e\u9a8c\u7ed3\u679c\uff1a\u6027\u80fd\u5168\u9762\u8d85\u8d8a<\/h2>\n\n\n\n<p>DSR-Suite\u7684\u6548\u679c\u5982\u4f55\uff1f\u7814\u7a76\u8005\u4eec\u5728\u57fa\u4e8e<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268312843&amp;content_type=Article&amp;match_order=1&amp;q=Qwen2.5-VL-7B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Qwen2.5-VL-7B<\/a><\/p>\n\n\n\n<p>\u6a21\u578b\u4e0a\u96c6\u6210\u4e86GSM\u6a21\u5757\uff0c\u5e76\u5728DSR-Train\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u5728\u4e13\u95e8\u4e3aDSR\u4efb\u52a1\u8bbe\u8ba1\u7684<strong>DSR-Bench<\/strong>\u4e0a\uff0c\u8be5\u6a21\u578b\u53d6\u5f97\u4e86\u60ca\u4eba\u7684\u6210\u7ee9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-5ec9221cb2e3766248e5657cd2272851_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ece\u4e0a\u8868\u53ef\u4ee5\u770b\u51fa\uff0c\u642d\u8f7d\u4e86GSM\u7684\u6a21\u578b\u53d6\u5f97\u4e86<strong>58.9%\u7684\u5e73\u5747\u51c6\u786e\u7387<\/strong>\uff0c\u4e0d\u4ec5\u8fdc\u8d85\u6240\u6709\u672a\u9488\u5bf9DSR\u4f18\u5316\u7684\u901a\u7528VLM\uff08\u5305\u62ecGPT-4o\u768426.4%\u548cGemini-2.5-Pro\u768431.7%\uff09\uff0c\u4e5f\u4f18\u4e8e\u5176\u4ed6\u4e3a\u7a7a\u95f4\u63a8\u7406\u8bbe\u8ba1\u7684\u6a21\u578b\u3002\u8fd9\u5145\u5206\u8bc1\u660e\u4e86DSR-Suite\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><strong>GSM\u6a21\u5757\u7684\u4f18\u8d8a\u6027<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc1\u660eGSM\u4e0d\u662f\u7b80\u5355\u7684\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d\uff0c\u6d88\u878d\u5b9e\u9a8c\u7ed9\u51fa\u4e86\u7b54\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-f55904f89362bcd94bd43abdb74e00d1_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e0e\u76f4\u63a5\u5fae\u8c03\uff08SFT\uff09\u548c\u66b4\u529b\u6dfb\u52a0\u51e0\u4f55\u7279\u5f81\uff08Addition\uff09\u76f8\u6bd4\uff0cGSM\u7684\u4f18\u52bf\u663e\u800c\u6613\u89c1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728DSR-Bench\u4e0a\uff0cGSM (57.4%) \u548cAddition (57.7%) \u7684\u6027\u80fd\u8fdc\u8d85SFT (54.4%)\uff0c\u8bc1\u660e\u4e86\u5f15\u5165\u51e0\u4f55\u77e5\u8bc6\u7684\u5fc5\u8981\u6027\u3002<br><\/li>\n\n\n\n<li>\u4f46\u5728\u901a\u7528\u89c6\u9891\u7406\u89e3\u57fa\u51c6<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=268312843&amp;content_type=Article&amp;match_order=1&amp;q=Video-MME&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Video-MME<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\uff0cAddition\u65b9\u6cd5\u7684\u6027\u80fd\u4ece60.2\u66b4\u8dcc\u81f348.6\uff0c\u800cGSM\u65b9\u6cd5\u5219\u7a33\u5b9a\u5728<strong>59.9<\/strong>\uff0c\u51e0\u4e4e\u6ca1\u6709\u635f\u5931\u3002<br><\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u6709\u529b\u5730\u8bc1\u660e\u4e86GSM\u7684\u9009\u62e9\u6027\u4fe1\u606f\u6ce8\u5165\u673a\u5236\uff0c\u662f\u5b9e\u73b0\u201c\u4e13\u624d\u201d\u4e0e\u201c\u901a\u624d\u201d\u517c\u5907\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u7684\u529b\u91cf<\/strong><\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5b9e\u9a8c\u8fd8\u8868\u660e\uff0cDSR-Train\u6570\u636e\u96c6\u5177\u6709\u6781\u4f73\u7684\u53ef\u6269\u5c55\u6027\u3002\u968f\u7740\u8bad\u7ec3\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0c\u6a21\u578b\u6027\u80fd\u7a33\u6b65\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-20b950f46bacde4c00f42a36b394a935_1440w.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_1988914910986515369_4\">\u5f00\u6e90\u5b9e\u8df5\u6307\u5f15<\/h2>\n\n\n\n<p>\u597d\u6d88\u606f\u662f\uff0c\u4f5c\u8005\u5df2\u7ecf\u5c06DSR-Suite<strong>\u5b8c\u5168\u5f00\u6e90<\/strong>\u3002\u8fd9\u610f\u5473\u7740\u793e\u533a\u7684\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u4eec\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bbf\u95ee\u5e76\u4f7f\u7528DSR-Train\u6570\u636e\u96c6\u6765\u8bad\u7ec3\u81ea\u5df1\u7684\u6a21\u578b\u3002<br><\/li>\n\n\n\n<li>\u5728DSR-Bench\u4e0a\u8bc4\u6d4b\u548c\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u7684DSR\u80fd\u529b\u3002<br><\/li>\n\n\n\n<li>\u5c06GSM\u6a21\u5757\u96c6\u6210\u5230\u81ea\u5df1\u7684VLM\u67b6\u6784\u4e2d\u3002<br><\/li>\n<\/ul>\n\n\n\n<p>\u867d\u7136\u8bba\u6587\u6ca1\u6709\u7ed9\u51fa\u8be6\u7ec6\u7684\u786c\u4ef6\u914d\u7f6e\uff0c\u4f46\u8003\u8651\u5230\u57fa\u7840\u6a21\u578b\u662fQwen2.5-VL-7B\uff0c\u5e76\u4f7f\u7528\u4e86\u591a\u4e2a\u89c6\u89c9\u57fa\u7840\u6a21\u578b\uff0c\u590d\u73b0\u5b8c\u6574\u7684\u8bad\u7ec3\u548c\u6570\u636e\u751f\u6210\u6d41\u6c34\u7ebf\u9884\u8ba1\u9700\u8981\u4e00\u5757\u9ad8\u6027\u80fd\u7684GPU\uff08\u5982A100\u62163090\/4090\u7ea7\u522b\uff09\u3002\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u8bbf\u95ee\u9879\u76ee\u4e3b\u9875\uff0c\u83b7\u53d6\u66f4\u591a\u6280\u672f\u7ec6\u8282\u548c\u4f7f\u7528\u6307\u5357\u3002<\/p>\n\n\n\n<h2 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