{"id":26082,"date":"2025-05-28T09:11:54","date_gmt":"2025-05-28T01:11:54","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26082"},"modified":"2025-05-28T09:11:54","modified_gmt":"2025-05-28T01:11:54","slug":"mmada%ef%bc%9a%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7%e5%9e%8b%e6%89%a9%e6%95%a3%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%88%9b%e6%96%b0%e7%aa%81%e7%a0%b4","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/05\/28\/26082\/","title":{"rendered":"MMaDA\uff1a\u591a\u6a21\u6001\u5927\u578b\u6269\u6563\u8bed\u8a00\u6a21\u578b\u7684\u521b\u65b0\u7a81\u7834"},"content":{"rendered":"<div><img data-dominant-color=\"085894\" data-has-transparency=\"false\" style=\"--dominant-color: #085894;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26084\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">MMaDA\uff08Multimodal Large Diffusion Language Models\uff09\u6b63\u4ee5\u5176\u521b\u65b0\u7684\u7edf\u4e00\u6269\u6563\u67b6\u6784\u548c\u5148\u8fdb\u7684\u540e\u8bad\u7ec3\u7b56\u7565\uff0c\u5f15\u8d77\u7814\u7a76\u8005\u548c AI 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srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-1.jpg 1248w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-1-300x167.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-1-1024x571.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-1-150x84.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c81a60d1414d88bb6e626396f03de3bff900d2-1-768x428.jpg 768w\" sizes=\"auto, (max-width: 1248px) 100vw, 1248px\" 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wp-image-26086\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a61ea4d707ef7578202235beaafbb845be5de4.png\" width=\"1000\" height=\"562\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a61ea4d707ef7578202235beaafbb845be5de4.png 1000w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a61ea4d707ef7578202235beaafbb845be5de4-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a61ea4d707ef7578202235beaafbb845be5de4-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a61ea4d707ef7578202235beaafbb845be5de4-768x432.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" 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MMaDA \u7684\u6838\u5fc3\u521b\u65b0\u70b9\u548c\u5b9e\u9a8c\u8868\u73b0\u3002<\/p>\n<h2>MMaDA \u6a21\u578b\u7684\u521b\u65b0\u70b9<\/h2>\n<h4>\u7edf\u4e00\u6269\u6563\u67b6\u6784\uff1a\u6253\u7834\u6a21\u6001\u58c1\u5792<\/h4>\n<p>MMaDA \u7684\u7b2c\u4e00\u4e2a\u6838\u5fc3\u521b\u65b0\uff0c\u662f\u5b83\u91c7\u7528\u4e86\u7edf\u4e00\u6269\u6563\u67b6\u6784\u3002\u8fd9\u4e2a\u67b6\u6784\u6700\u5927\u7684\u4eae\u70b9\u5728\u4e8e\u6452\u5f03\u4e86\u4f20\u7edf\u591a\u6a21\u6001\u6a21\u578b\u4e2d\u90a3\u4e9b\u4e13\u95e8\u9488\u5bf9\u4e0d\u540c\u6570\u636e\u7c7b\u578b\uff08\u6bd4\u5982\u6587\u672c\u548c\u56fe\u50cf\uff09\u8bbe\u8ba1\u7684\u7279\u5b9a\u7ec4\u4ef6\u3002\u53d6\u800c\u4ee3\u4e4b\u7684\uff0c\u662f\u4e00\u4e2a\u5171\u4eab\u6982\u7387\u6a21\u578b\u548c\u6a21\u6001\u65e0\u5173\u7684\u8bbe\u8ba1\uff0c\u8ba9\u6587\u672c\u548c\u56fe\u50cf\u7b49\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u80fd\u591f\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\u4e0b\u88ab\u5904\u7406\u3002\u4e0b\u56fe\u5c55\u793a\u4e86 MMaDA \u7684\u6574\u4f53\u6d41\u7a0b\uff0c\u5305\u62ec\u9884\u8bad\u7ec3\u3001\u6df7\u5408\u957f-CoT \u5fae\u8c03\u548c UniGRPO 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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d3148db466d547c27ca1522f32cf7cf6d515b7-1024x782.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d3148db466d547c27ca1522f32cf7cf6d515b7-150x115.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d3148db466d547c27ca1522f32cf7cf6d515b7-768x587.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>MMaDA\u6d41\u7a0b\u6982\u8ff0<\/p>\n<p>MMaDA \u5c06\u6587\u672c\u548c\u56fe\u50cf\u90fd\u8f6c\u5316\u4e3a\u79bb\u6563\u7684 tokens\u3002\u6587\u672c\u901a\u8fc7 LLaDA \u7684 tokenizer \u8fdb\u884c\u5206\u8bcd\uff0c\u800c\u56fe\u50cf\u5219\u501f\u52a9 Show-o \u7684\u9884\u8bad\u7ec3\u56fe\u50cf\u91cf\u5316\u5668\uff0c\u8f6c\u5316\u4e3a\u8bed\u4e49 tokens\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u4e00\u5f20\u00a0\u00a0\u50cf\u7d20\u7684\u56fe\u50cf\uff0c\u7f16\u7801\u5668\u5c06\u5176\u8f6c\u5316\u4e3a\u00a0\u00a0\u4e2a\u79bb\u6563 tokens\uff0c\u6bcf\u4e2a token \u4ece 8192 \u4e2a\u53ef\u80fd\u7684\u9009\u9879\u4e2d\u9009\u53d6\u3002\u8fd9\u6837\u8f6c\u5316\u540e\uff0c\u65e0\u8bba\u662f\u6587\u672c\u8fd8\u662f\u56fe\u50cf\uff0c\u90fd\u80fd\u5728\u6269\u6563\u6a21\u578b\u7684\u7edf\u4e00\u6846\u67b6\u4e0b\u8fdb\u884c\u8bad\u7ec3\u548c\u63a8\u7406\u3002\u6a21\u578b\u901a\u8fc7\u9884\u6d4b\u88ab [MASK] token\u906e\u853d\u7684 tokens \u6765\u5b66\u4e60\u6570\u636e\u7684\u5206\u5e03\uff0c\u4ece\u800c\u5b9e\u73b0\u6570\u636e\u91cd\u5efa\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4f1a\u5b66\u4e60\u5230\u5982\u4f55\u6839\u636e\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u9010\u6b65\u6062\u590d\u88ab\u906e\u853d\u7684\u90e8\u5206\uff0c\u65e0\u8bba\u662f\u6587\u672c\u4e2d\u7684\u8bcd\u8bed\u8fd8\u662f\u56fe\u50cf\u4e2d\u7684\u50cf\u7d20\u6a21\u5f0f\u3002<\/p>\n<p>\u8fd9\u79cd\u7edf\u4e00\u67b6\u6784\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u4e0d\u4ec5\u7b80\u5316\u4e86\u6a21\u578b\u7684\u7ed3\u6784\uff0c\u964d\u4f4e\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u8fd8\u589e\u5f3a\u4e86\u4e0d\u540c\u6a21\u6001\u6570\u636e\u4e4b\u95f4\u7684\u534f\u540c\u4f5c\u7528\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u80fd\u591f\u540c\u65f6\u4ece\u6587\u672c\u548c\u56fe\u50cf\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u4ece\u800c\u66f4\u597d\u5730\u6355\u6349\u8de8\u6a21\u6001\u7684\u8bed\u4e49\u5173\u8054\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u56fe\u6587\u6df7\u5408\u7684\u6570\u636e\u96c6\u65f6\uff0c\u6a21\u578b\u53ef\u4ee5\u540c\u65f6\u7406\u89e3\u56fe\u7247\u4e2d\u7684\u89c6\u89c9\u4fe1\u606f\u548c\u5bf9\u5e94\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u8fdb\u800c\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u4e30\u5bcc\u7684\u8f93\u51fa\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u5305\u542b\u5546\u54c1\u56fe\u7247\u548c\u63cf\u8ff0\u7684\u6570\u636e\u5e93\u4e2d\uff0cMMaDA \u53ef\u4ee5\u5b66\u4e60\u5230\u56fe\u7247\u4e2d\u5c55\u793a\u7684\u7269\u54c1\u7279\u5f81\u4e0e\u6587\u672c\u63cf\u8ff0\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u4ece\u800c\u5728\u751f\u6210\u65b0\u7684\u5546\u54c1\u63cf\u8ff0\u65f6\uff0c\u80fd\u591f\u51c6\u786e\u5730\u53cd\u6620\u51fa\u56fe\u7247\u4e2d\u7684\u7ec6\u8282\u3002<\/p>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u793a MMaDA \u7684\u7edf\u4e00\u6269\u6563\u67b6\u6784\u4e0e\u5176\u4ed6\u591a\u6a21\u6001\u6a21\u578b\u8bbe\u8ba1\u9009\u62e9\u7684\u5dee\u5f02\uff0c\u6211\u4eec\u53ef\u4ee5\u53c2\u8003\u4e0b\u8868\uff0c\u5176\u4e2d\u8be6\u7ec6\u6bd4\u8f83\u4e86\u4e0d\u540c\u7edf\u4e00\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u5bb6\u65cf\u7684\u5177\u4f53\u8bbe\u8ba1\u9009\u62e9\uff0c\u5305\u62ec\u5b83\u4eec\u7684\u6838\u5fc3\u635f\u5931\u51fd\u6570\u3002\u8fd9\u4e9b\u5bf9\u6bd4\u6709\u52a9\u4e8e\u6211\u4eec\u7406\u89e3 MMaDA \u5728\u67b6\u6784\u8bbe\u8ba1\u4e0a\u7684\u72ec\u7279\u4f18\u52bf\u3002<\/p>\n<p><img data-dominant-color=\"f2f2f2\" data-has-transparency=\"false\" style=\"--dominant-color: #f2f2f2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26088\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d20d6ed183e060e0197709268bc9ba690a38fb.png\" width=\"1080\" height=\"542\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d20d6ed183e060e0197709268bc9ba690a38fb.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d20d6ed183e060e0197709268bc9ba690a38fb-300x151.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d20d6ed183e060e0197709268bc9ba690a38fb-1024x514.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d20d6ed183e060e0197709268bc9ba690a38fb-150x75.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/d20d6ed183e060e0197709268bc9ba690a38fb-768x385.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e0d\u540c\u7edf\u4e00\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u5bb6\u65cf\u6240\u91c7\u7528\u7684\u5177\u4f53\u8bbe\u8ba1\u9009\u62e9\uff0c\u5305\u62ec\u5b83\u4eec\u7684\u6838\u5fc3\u635f\u5931\u51fd\u6570<\/p>\n<h4>\u6df7\u5408\u957f\u94fe\u601d\u8003\uff08Mixed Long-CoT\uff09\u5fae\u8c03\u7b56\u7565\uff1a\u63d0\u5347\u63a8\u7406\u80fd\u529b<\/h4>\n<p>\u4ec5\u4ec5\u6709\u4e00\u4e2a\u5f3a\u5927\u7684\u67b6\u6784\u8fd8\u4e0d\u591f\uff0cMMaDA \u7684\u7b2c\u4e8c\u4e2a\u521b\u65b0\u70b9\u5728\u4e8e\u5b83\u72ec\u7279\u7684\u6df7\u5408\u957f\u94fe\u601d\u8003\uff08Mixed Long-CoT\uff09\u5fae\u8c03\u7b56\u7565\u3002\u8fd9\u4e2a\u7b56\u7565\u7684\u76ee\u7684\u662f\u89e3\u51b3\u591a\u6a21\u6001\u6a21\u578b\u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u201c\u51b7\u542f\u52a8\u201d\u95ee\u9898\u3002<\/p>\n<p>\u5728\u4f20\u7edf\u7684\u6a21\u578b\u8bad\u7ec3\u4e2d\uff0c\u63a8\u7406\u8fc7\u7a0b\u5f80\u5f80\u662f\u4ece\u7b80\u5355\u7684\u903b\u8f91\u8df3\u8dc3\u76f4\u63a5\u5f97\u51fa\u7ed3\u8bba\u3002\u800c MMaDA \u7684\u6df7\u5408\u957f-CoT \u5fae\u8c03\u7b56\u7565\u5219\u5f15\u5165\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u957f\u94fe\u601d\u8003\u683c\u5f0f\uff0c\u8ba9\u6a21\u578b\u5728\u751f\u6210\u6700\u7ec8\u7b54\u6848\u4e4b\u524d\uff0c\u5148\u8fdb\u884c\u8be6\u7ec6\u7684\u63a8\u7406\u8fc7\u7a0b\u63cf\u8ff0\u3002\u8fd9\u79cd\u683c\u5f0f\u4e0d\u4ec5\u9002\u7528\u4e8e\u6587\u672c\u63a8\u7406\u4efb\u52a1\uff0c\u8fd8\u80fd\u6269\u5c55\u5230\u591a\u6a21\u6001\u573a\u666f\u4e2d\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u5904\u7406\u56fe\u6587\u6df7\u5408\u7684\u51e0\u4f55\u95ee\u9898\u65f6\uff0c\u6a21\u578b\u9700\u8981\u5148\u5206\u6790\u56fe\u7247\u4e2d\u7684\u51e0\u4f55\u56fe\u5f62\uff0c\u518d\u7ed3\u5408\u6587\u672c\u4e2d\u7684\u95ee\u9898\u63cf\u8ff0\uff0c\u9010\u6b65\u63a8\u7406\u51fa\u7b54\u6848\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cMMaDA \u80fd\u591f\u66f4\u597d\u5730\u6a21\u62df\u4eba\u7c7b\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u4ece\u800c\u5728\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/p>\n<p>\u5728\u5177\u4f53\u5b9e\u73b0\u4e0a\uff0c\u6df7\u5408\u957f-CoT \u5fae\u8c03\u7b56\u7565\u91c7\u7528\u4e86\u4efb\u52a1\u65e0\u5173\u7684\u63a8\u7406\u683c\u5f0f\uff1a\u5728special token\u7684\u5305\u88f9\u4e0b\uff0c\u6a21\u578b\u5148\u8f93\u51fa\u9010\u6b65\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u518d\u7ed9\u51fa\u6700\u7ec8\u7ed3\u679c\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u8de8\u4efb\u52a1\u3001\u8de8\u6a21\u6001\u5730\u8fc1\u79fb\u63a8\u7406\u80fd\u529b\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\uff0c\u7814\u7a76\u8005\u4eec\u5229\u7528\u5f00\u6e90\u7684\u5927\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u89c9 &#8211; \u8bed\u8a00\u6a21\u578b\u751f\u6210\u4e86\u5927\u91cf\u7684\u63a8\u7406\u8f68\u8ff9\u6570\u636e\uff0c\u5e76\u901a\u8fc7\u5148\u8fdb\u7684\u6a21\u578b\u8fdb\u884c\u9a8c\u8bc1\u548c\u7b5b\u9009\uff0c\u786e\u4fdd\u53ea\u6709\u9ad8\u8d28\u91cf\u7684\u6837\u672c\u7528\u4e8e\u8bad\u7ec3\u3002\u5229\u7528 DeepSeek-R1 \u7b49\u6a21\u578b\u751f\u6210\u521d\u59cb\u7684\u63a8\u7406\u8f68\u8ff9\uff0c\u7136\u540e\u901a\u8fc7 LMM-R1 \u7b49\u6a21\u578b\u8fdb\u884c\u9a8c\u8bc1\uff0c\u8fc7\u6ee4\u6389\u903b\u8f91\u4e0d\u8fde\u8d2f\u3001\u7ed3\u679c\u4e0d\u51c6\u786e\u7684\u6837\u672c\uff0c\u4ece\u800c\u6784\u5efa\u51fa\u9ad8\u8d28\u91cf\u7684\u6df7\u5408\u957f-CoT \u6570\u636e\u96c6\u3002<\/p>\n<p>\u4e3a\u4e86\u5c55\u793a MMaDA \u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u5b9e\u9645\u5e94\u7528\u6548\u679c\uff0c\u4e0b\u56fe\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b9a\u6027\u6bd4\u8f83\uff0c\u6db5\u76d6\u4e86\u6587\u672c\u63a8\u7406\u3001\u591a\u6a21\u6001\u63a8\u7406\u548c\u4e16\u754c\u77e5\u8bc6\u611f\u77e5\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u7b49\u4e09\u4e2a\u4efb\u52a1\u3002\u8fd9\u4e9b\u793a\u4f8b\u76f4\u89c2\u5730\u5c55\u793a\u4e86 MMaDA \u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u7684\u4f18\u52bf\u3002<\/p>\n<p><img data-dominant-color=\"e3e5e3\" data-has-transparency=\"false\" style=\"--dominant-color: #e3e5e3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26089\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/e436bfe40e7175e69ea781f8a9aab29fcbcf5b.png\" width=\"1080\" height=\"855\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/e436bfe40e7175e69ea781f8a9aab29fcbcf5b.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/e436bfe40e7175e69ea781f8a9aab29fcbcf5b-300x238.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/e436bfe40e7175e69ea781f8a9aab29fcbcf5b-1024x811.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/e436bfe40e7175e69ea781f8a9aab29fcbcf5b-150x119.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/e436bfe40e7175e69ea781f8a9aab29fcbcf5b-768x608.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e09\u4e2a\u4efb\u52a1\u7684\u5b9a\u6027\u6bd4\u8f83<\/p>\n<h4>\u7edf\u4e00\u5f3a\u5316\u5b66\u4e60\uff08UniGRPO\uff09\u7b97\u6cd5\uff1a\u4f18\u5316\u591a\u6a21\u6001\u4efb\u52a1<\/h4>\n<p>\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u662f\u63d0\u5347\u6a21\u578b\u6027\u80fd\u7684\u91cd\u8981\u624b\u6bb5\uff0c\u4f46\u5728\u6269\u6563\u6a21\u578b\u4e2d\u5e94\u7528 RL \u5e76\u975e\u6613\u4e8b\u3002\u8fd9\u662f\u56e0\u4e3a\u6269\u6563\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u6d89\u53ca\u5230\u5c40\u90e8\u63a9\u853d\u4f9d\u8d56\u3001\u63a9\u853d\u6bd4\u7387\u654f\u611f\u6027\u4ee5\u53ca\u975e\u81ea\u56de\u5f52\u5e8f\u5217\u7ea7\u4f3c\u7136\u7b49\u590d\u6742\u56e0\u7d20\u3002<\/p>\n<p>MMaDA \u63d0\u51fa\u7684\u7edf\u4e00\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5 UniGRPO\uff0c\u6210\u529f\u5730\u89e3\u51b3\u4e86\u8fd9\u4e9b\u6311\u6218\u3002UniGRPO \u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u591a\u6837\u5316\u7684\u5956\u52b1\u5efa\u6a21\uff0c\u5c06\u591a\u6a21\u6001\u63a8\u7406\u548c\u751f\u6210\u4efb\u52a1\u7edf\u4e00\u5230\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\u4e2d\u3002\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u4e0d\u540c\u7684\u63a9\u853d\u6761\u4ef6\u4e0b\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u5145\u5206\u5229\u7528\u6269\u6563\u6a21\u578b\u7684\u591a\u6b65\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u5728\u6570\u5b66\u5b9e\u73b0\u4e0a\uff0cUniGRPO \u901a\u8fc7\u5de7\u5999\u7684\u63a9\u853d\u7b56\u7565\u548c\u5956\u52b1\u5851\u9020\uff0c\u8bbe\u8ba1\u4e86\u4e00\u79cd\u9ad8\u6548\u7684 log &#8211; likelihood \u8fd1\u4f3c\u65b9\u6cd5\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u54cd\u5e94\u6837\u672c\uff0c\u7b97\u6cd5\u4f1a\u968f\u673a\u91c7\u6837\u4e00\u4e2a\u63a9\u853d\u6bd4\u7387\uff0c\u5e76\u6784\u9020\u4e00\u4e2a\u90e8\u5206\u63a9\u853d\u7684\u8f93\u5165\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u80fd\u591f\u5728\u4e0d\u540c\u7684\u53bb\u566a\u9636\u6bb5\u8fdb\u884c\u5b66\u4e60\uff0c\u4ece\u800c\u66f4\u597d\u5730\u638c\u63e1\u591a\u6b65\u53bb\u566a\u8fc7\u7a0b\u4e2d\u7684\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u4f1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9047\u5230\u4ece\u51e0\u4e4e\u5b8c\u5168\u63a9\u853d\u5230\u51e0\u4e4e\u5b8c\u5168\u53bb\u566a\u7684\u5404\u79cd\u8f93\u5165\u72b6\u6001\uff0c\u4ece\u800c\u5b66\u4e60\u5230\u5982\u4f55\u5728\u6bcf\u4e2a\u9636\u6bb5\u6709\u6548\u5730\u6062\u590d\u6570\u636e\u3002<\/p>\n<p>\u6b64\u5916\uff0cUniGRPO \u8fd8\u5f15\u5165\u4e86\u7ed3\u6784\u5316\u7684\u566a\u58f0\u7b56\u7565\u548c\u5747\u5300\u968f\u673a\u63a9\u853d\u7b56\u7565\uff0c\u63d0\u9ad8\u4e86\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u548c\u6548\u7387\u3002\u4e0e\u4f20\u7edf\u7684\u968f\u673a\u63a9\u853d\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5747\u5300\u968f\u673a\u63a9\u853d\u7b56\u7565\u80fd\u591f\u66f4\u5747\u5300\u5730\u8986\u76d6\u6574\u4e2a\u6269\u6563\u8fc7\u7a0b\uff0c\u51cf\u5c11\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6ce2\u52a8\uff0c\u52a0\u901f\u6a21\u578b\u7684\u6536\u655b\u3002\u4f8b\u5982\uff0c\u5728 GSM8K \u6570\u636e\u96c6\u4e0a\u7684\u8bad\u7ec3\u7ed3\u679c\u663e\u793a\uff0c\u91c7\u7528\u5747\u5300\u968f\u673a\u63a9\u853d\u7b56\u7565\u540e\uff0c\u6a21\u578b\u7684\u5956\u52b1\u503c\u5728\u8bad\u7ec3\u521d\u671f\u5c31\u8fc5\u901f\u4e0a\u5347\uff0c\u5e76\u4e14\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u7a33\u5b9a\uff0c\u800c\u4f20\u7edf\u7684\u968f\u673a\u63a9\u853d\u65b9\u6cd5\u5219\u51fa\u73b0\u4e86\u591a\u6b21\u6ce2\u52a8\uff0c\u6536\u655b\u901f\u5ea6\u660e\u663e\u8f83\u6162\u3002<\/p>\n<p><img data-dominant-color=\"f6f5f4\" data-has-transparency=\"false\" style=\"--dominant-color: #f6f5f4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26090\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a95e1ff52addf8735d244247b25266478cdee9.png\" width=\"802\" height=\"607\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a95e1ff52addf8735d244247b25266478cdee9.png 802w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a95e1ff52addf8735d244247b25266478cdee9-300x227.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a95e1ff52addf8735d244247b25266478cdee9-150x114.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a95e1ff52addf8735d244247b25266478cdee9-768x581.png 768w\" sizes=\"auto, (max-width: 802px) 100vw, 802px\" \/><\/p>\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u540c\u63a9\u7801\u7b56\u7565\u5bf9GSM8K\u5956\u52b1\u8d8b\u52bf\u7684\u6bd4\u8f83<\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u4f18\u5316\u63a9\u853d\u7b56\u7565\uff0c\u7814\u7a76\u8005\u4eec\u8fd8\u5bf9\u6bd4\u4e86\u4e0d\u540c\u7684\u63a9\u853d\u65b9\u6cd5\u5728 GSM8K \u6570\u636e\u96c6\u4e0a\u7684\u5956\u52b1\u8d8b\u52bf\u3002\u4e0a\u56fe\u548c\u4e0b\u56fe\u5206\u522b\u5c55\u793a\u4e86\u4e0d\u540c\u63a9\u853d\u7b56\u7565\u548c\u4e0d\u540c\u968f\u673a\u63a9\u853d\u7b56\u7565\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u8868\u73b0\u3002\u8fd9\u4e9b\u56fe\u8868\u6e05\u695a\u5730\u8868\u660e\uff0cUniGRPO \u7684\u63a9\u853d\u7b56\u7565\u5728\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u548c\u6a21\u578b\u6027\u80fd\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002<\/p>\n<p><img data-dominant-color=\"f5f6f9\" data-has-transparency=\"false\" style=\"--dominant-color: #f5f6f9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26091\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/92aded3290c36c4418e868cb1ecce6d2e6f141.png\" width=\"798\" height=\"598\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/92aded3290c36c4418e868cb1ecce6d2e6f141.png 798w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/92aded3290c36c4418e868cb1ecce6d2e6f141-300x225.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/92aded3290c36c4418e868cb1ecce6d2e6f141-150x112.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/92aded3290c36c4418e868cb1ecce6d2e6f141-768x576.png 768w\" sizes=\"auto, (max-width: 798px) 100vw, 798px\" \/><\/p>\n<p>\u5728GSM8K\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u540c\u968f\u673a\u63a9\u7801\u7b56\u7565\u5bf9\u5956\u52b1\u8d8b\u52bf\u7684\u6bd4\u8f83<\/p>\n<h2>MMaDA \u7684\u5b9e\u9a8c\u8868\u73b0<\/h2>\n<h4>\u591a\u6a21\u6001\u7406\u89e3\uff1a\u5728\u6807\u51c6\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u7ade\u4e89\u529b<\/h4>\n<p>\u4e3a\u4e86\u8bc4\u4f30 MMaDA \u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u7814\u7a76\u8005\u4eec\u5728\u591a\u4e2a\u6807\u51c6\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u5bf9\u5176\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u5305\u62ec POPE\u3001MME\u3001Flickr30k\u3001VQAv2\u3001GQA \u548c MMMU\u3002\u8fd9\u4e9b\u6d4b\u8bd5\u6db5\u76d6\u4e86\u4ece\u7b80\u5355\u7684\u56fe\u50cf &#8211; \u6587\u672c\u5339\u914d\u5230\u590d\u6742\u7684\u89c6\u89c9\u95ee\u7b54\u7b49\u591a\u4e2a\u65b9\u9762\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cMMaDA \u5728\u5927\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u90fd\u53d6\u5f97\u4e86\u4e0e\u4e13\u95e8\u7684\u7406\u89e3\u578b\u6a21\u578b\u76f8\u5f53\u751a\u81f3\u66f4\u4f18\u7684\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u5728 POPE\uff08\u591a\u6a21\u6001\u53c2\u6570\u5316\u5916\u63a8\u8bc4\u4f30\uff09\u6d4b\u8bd5\u4e2d\uff0cMMaDA \u7684\u5f97\u5206\u4e3a 86.1\uff0c\u8d85\u8fc7\u4e86\u8bf8\u5982 LLaVA &#8211; v1.5\uff0885.9\uff09\u548c InstructBLIP\uff0878.9\uff09\u7b49\u4e13\u95e8\u6a21\u578b\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\uff0c\u5373\u4f7f\u5728\u7edf\u4e00\u7684\u8bad\u7ec3\u76ee\u6807\u4e0b\uff0cMMaDA \u4f9d\u7136\u80fd\u591f\u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\u8fbe\u5230\u9876\u5c16\u6c34\u5e73\u3002<\/p>\n<p>\u5728\u5bf9\u6bd4\u5176\u4ed6\u7edf\u4e00\u6a21\u578b\u65f6\uff0cMMaDA \u7684\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002\u4f8b\u5982\uff0c\u5728 MMMU\uff08\u591a\u6a21\u6001\u591a\u4efb\u52a1\u7406\u89e3\uff09\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cMMaDA \u7684\u5f97\u5206\u4e3a 68.5\uff0c\u9886\u5148\u4e8e SEED &#8211; X\uff0884.2\uff09\u548c DreamLLM\uff0872.9\uff09\u7b49\u6a21\u578b\u3002\u8fd9\u5145\u5206\u8bc1\u660e\u4e86 MMaDA \u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u5f3a\u5927\u7ade\u4e89\u529b\u3002<\/p>\n<p>\u4e0b\u8868\u5217\u51fa\u4e86 MMaDA \u5728\u591a\u6a21\u6001\u7406\u89e3\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8be6\u7ec6\u8bc4\u4f30\u7ed3\u679c\uff0c\u5305\u62ec\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u5bf9\u6bd4\u3002\u8fd9\u4e9b\u6570\u636e\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86 MMaDA \u5728\u4e0d\u540c\u6d4b\u8bd5\u4efb\u52a1\u4e2d\u7684\u5177\u4f53\u8868\u73b0\uff0c\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86\u5176\u5728\u591a\u6a21\u6001\u7406\u89e3\u9886\u57df\u7684\u5353\u8d8a\u6027\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"efefef\" data-has-transparency=\"false\" style=\"--dominant-color: #efefef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26092\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/61d6f2393120c678df66734e6a55474d228f48.png\" width=\"1080\" height=\"522\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/61d6f2393120c678df66734e6a55474d228f48.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/61d6f2393120c678df66734e6a55474d228f48-300x145.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/61d6f2393120c678df66734e6a55474d228f48-1024x495.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/61d6f2393120c678df66734e6a55474d228f48-150x73.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/61d6f2393120c678df66734e6a55474d228f48-768x371.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u591a\u6a21\u6001\u7406\u89e3\u57fa\u51c6\u6d4b\u8bd5\u8bc4\u4f30<\/p>\n<p>\u5728\u5b9e\u9a8c\u7ec6\u8282\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4eec\u4f7f\u7528\u4e86\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u5305\u62ec RefinedWeb \u6587\u672c\u6570\u636e\u96c6\u3001\u5f00\u6e90\u7684\u56fe\u50cf &#8211; \u6587\u672c\u6570\u636e\u96c6\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u548c\u4e30\u5bcc\u6027\u4e3a\u6a21\u578b\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u6df7\u5408\u957f-CoT \u5fae\u8c03\u548c UniGRPO \u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u7684\u4f18\u5316\uff0cMMaDA \u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u4f8b\u5982\uff0c\u5728 POPE \u6d4b\u8bd5\u4e2d\uff0c\u6a21\u578b\u901a\u8fc7\u6df7\u5408\u957f-CoT \u5fae\u8c03\u540e\uff0c\u5bf9\u590d\u6742\u56fe\u50cf &#8211; \u6587\u672c\u5173\u7cfb\u7684\u7406\u89e3\u80fd\u529b\u63d0\u9ad8\u4e86 15%\uff0c\u800c\u5728\u7ecf\u8fc7 UniGRPO \u5f3a\u5316\u5b66\u4e60\u540e\uff0c\u8fd9\u4e00\u6307\u6807\u53c8\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86 10%\u3002<\/p>\n<h4>\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\uff1a\u5353\u8d8a\u7684\u751f\u6210\u80fd\u529b<\/h4>\n<p>MMaDA \u5728\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u540c\u6837\u8868\u73b0\u51fa\u8272\u3002\u5728\u591a\u9879\u751f\u6210\u6307\u6807\u4e0a\uff0c\u5b83\u90fd\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u751f\u6210\u578b\u548c\u7edf\u4e00\u6a21\u578b\u3002\u4ee5 CLIP \u5206\u6570\u548c ImageReward \u6307\u6807\u4e3a\u4f8b\uff0cMMaDA \u5728\u8fd9\u4e9b\u6307\u6807\u4e0a\u7684\u5f97\u5206\u5206\u522b\u4e3a 32.46 \u548c 1.15\uff0c\u5747\u9ad8\u4e8e\u8bf8\u5982 SDXL\uff0832.12 \u548c 0.55\uff09\u3001Show &#8211; o\uff0828.94 \u548c 0.95\uff09\u7b49\u6a21\u578b\u3002<\/p>\n<p>\u66f4\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u662f\uff0cMMaDA \u5728\u4e16\u754c\u77e5\u8bc6\u611f\u77e5\u751f\u6210\uff08WISE\uff09\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u3002\u8be5\u6d4b\u8bd5\u7684\u76ee\u7684\u662f\u8bc4\u4f30\u6a21\u578b\u6839\u636e\u4e16\u754c\u77e5\u8bc6\u751f\u6210\u56fe\u50cf\u7684\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5728\u6587\u5316\u76f8\u5173\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\uff0cMMaDA \u7684\u5f97\u5206\u4e3a 0.67\uff0c\u8fdc\u8d85\u5176\u4ed6\u6a21\u578b\u3002\u8fd9\u8868\u660e MMaDA \u80fd\u591f\u66f4\u597d\u5730\u5c06\u6587\u672c\u4e2d\u7684\u4e16\u754c\u77e5\u8bc6\u4e0e\u56fe\u50cf\u751f\u6210\u76f8\u7ed3\u5408\uff0c\u751f\u6210\u66f4\u5177\u8bed\u4e49\u4e00\u81f4\u6027\u7684\u56fe\u50cf\u3002<\/p>\n<p>\u4ece\u751f\u6210\u56fe\u50cf\u7684\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u89c2\u5730\u611f\u53d7\u5230 MMaDA \u7684\u4f18\u52bf\u3002\u4f8b\u5982\uff0c\u5728\u751f\u6210 \u201c\u8d60\u4e88\u7f8e\u56fd\u7684\u8457\u540d\u96d5\u50cf\u201d \u65f6\uff0cMMaDA \u80fd\u591f\u51c6\u786e\u5730\u751f\u6210\u81ea\u7531\u5973\u795e\u50cf\u7684\u56fe\u50cf\uff0c\u5e76\u5728\u80cc\u666f\u4e2d\u52a0\u5165\u84dd\u8272\u5929\u7a7a\u548c\u51e0\u7f15\u4e91\u5f69\uff0c\u4f7f\u5176\u66f4\u5177\u771f\u5b9e\u611f\u3002\u800c\u5728\u751f\u6210 \u201c\u4f20\u7edf\u4fc4\u7f57\u65af\u70c8\u9152\u201d \u65f6\uff0c\u5b83\u4e0d\u4ec5\u80fd\u751f\u6210\u4f0f\u7279\u52a0\u9152\u74f6\u7684\u56fe\u50cf\uff0c\u8fd8\u80fd\u7ec6\u81f4\u5730\u63cf\u7ed8\u51fa\u9152\u74f6\u7684\u94f6\u8272\u5916\u89c2\u4ee5\u53ca\u65c1\u8fb9\u7684\u9152\u5177\uff0c\u5c55\u73b0\u4e86\u5176\u5f3a\u5927\u7684\u7ec6\u8282\u6355\u6349\u80fd\u529b\u3002<\/p>\n<p>\u4e0b\u8868\u63d0\u4f9b\u4e86 MMaDA \u5728\u56fe\u50cf\u751f\u6210\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8be6\u7ec6\u8bc4\u4f30\u7ed3\u679c\uff0c\u5305\u62ec\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u5bf9\u6bd4\u3002\u8fd9\u4e9b\u6570\u636e\u5c55\u793a\u4e86 MMaDA \u5728\u4e0d\u540c\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u51fa\u8272\u8868\u73b0\uff0c\u7279\u522b\u662f\u5728\u4e16\u754c\u77e5\u8bc6\u611f\u77e5\u751f\u6210\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/p>\n<p><img data-dominant-color=\"eeeeef\" data-has-transparency=\"false\" style=\"--dominant-color: #eeeeef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26093\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/439c88b273f7ea09fd4020c3d70933467c9502.png\" width=\"1080\" height=\"484\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/439c88b273f7ea09fd4020c3d70933467c9502.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/439c88b273f7ea09fd4020c3d70933467c9502-300x134.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/439c88b273f7ea09fd4020c3d70933467c9502-1024x459.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/439c88b273f7ea09fd4020c3d70933467c9502-150x67.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/439c88b273f7ea09fd4020c3d70933467c9502-768x344.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u56fe\u50cf\u751f\u6210\u57fa\u51c6\u6d4b\u8bd5\u8bc4\u4f30<\/p>\n<p>\u5728\u5b9e\u9a8c\u7ec6\u8282\u65b9\u9762\uff0c\u6a21\u578b\u7684\u6027\u80fd\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\u3002\u4f8b\u5982\uff0c\u63d0\u793a\u8bcd\u7684\u8bbe\u8ba1\u5bf9\u751f\u6210\u56fe\u50cf\u7684\u8d28\u91cf\u6709\u7740\u91cd\u8981\u5f71\u54cd\u3002\u4e00\u4e2a\u8be6\u7ec6\u4e14\u5bcc\u6709\u63cf\u8ff0\u6027\u7684\u63d0\u793a\u8bcd\u80fd\u591f\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u66f4\u7b26\u5408\u9884\u671f\u7684\u56fe\u50cf\u3002\u4f8b\u5982\uff0c\u5728\u751f\u6210 \u201c\u81ea\u7531\u5973\u795e\u50cf\u201d \u65f6\uff0c\u63d0\u793a\u8bcd \u201c\u81ea\u7531\u5973\u795e\u50cf\uff0c\u7ebd\u7ea6\u6e2f\uff0c\u84dd\u8272\u5929\u7a7a\uff0c\u4e91\u5f69\uff0c\u8be6\u7ec6\u7eb9\u7406\u201d \u80fd\u591f\u5e2e\u52a9\u6a21\u578b\u751f\u6210\u66f4\u63a5\u8fd1\u771f\u5b9e\u573a\u666f\u7684\u56fe\u50cf\u3002\u6b64\u5916\uff0c\u6269\u6563\u6b65\u6570\u7684\u8bbe\u7f6e\u4e5f\u81f3\u5173\u91cd\u8981\u3002\u5728\u8d44\u6e90\u6709\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u51cf\u5c11\u6269\u6563\u6b65\u6570\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u4f46\u53ef\u80fd\u4f1a\u5bf9\u751f\u6210\u56fe\u50cf\u7684\u7ec6\u8282\u548c\u8d28\u91cf\u4ea7\u751f\u4e00\u5b9a\u5f71\u54cd\u3002\u5b9e\u9a8c\u663e\u793a\uff0c\u5f53\u6269\u6563\u6b65\u6570\u4ece 1024 \u51cf\u5c11\u5230 50 \u65f6\uff0cMMaDA \u751f\u6210\u7684\u56fe\u50cf\u5728 CLIP \u5206\u6570\u4e0a\u4ec5\u4e0b\u964d\u4e86 0.8\uff0c\u8868\u660e\u5176\u5728\u8f83\u5c11\u6b65\u6570\u4e0b\u4f9d\u7136\u80fd\u4fdd\u6301\u8f83\u9ad8\u7684\u751f\u6210\u8d28\u91cf\u3002\u4e0b\u8868\u5c55\u793a\u4e86 MMaDA \u5728\u4e0d\u540c\u53bb\u566a\u6b65\u9aa4\u4e0b\u7684\u751f\u6210\u6027\u80fd\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u5176\u91c7\u6837\u6548\u7387\u7684\u4f18\u52bf\u3002<\/p>\n<p><img data-dominant-color=\"f0f0f0\" data-has-transparency=\"false\" style=\"--dominant-color: #f0f0f0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26094\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c17653174a82efb5ecf9014025c912b448279b.png\" width=\"625\" height=\"349\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c17653174a82efb5ecf9014025c912b448279b.png 625w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c17653174a82efb5ecf9014025c912b448279b-300x168.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c17653174a82efb5ecf9014025c912b448279b-150x84.png 150w\" sizes=\"auto, (max-width: 625px) 100vw, 625px\" \/><\/p>\n<p>\u4e0d\u540c\u53bb\u566a\u6b65\u6570\u4e0bMMaDA\u7684\u751f\u6210\u6027\u80fd\u8868\u73b0\u3002*\u6307\u6807\uff1a\u56fe\u50cf\u751f\u6210\u4e0e\u591a\u6a21\u6001\u7406\u89e3\u7684CLIP\u5206\u6570\uff0c\u6587\u672c\u751f\u6210\u7684MMLU\u51c6\u786e\u7387\u3002<\/p>\n<h4>\u6587\u672c\u63a8\u7406\uff1a\u5f3a\u5927\u7684\u8bed\u8a00\u5efa\u6a21\u80fd\u529b<\/h4>\n<p>\u5728\u6587\u672c\u63a8\u7406\u4efb\u52a1\u4e2d\uff0cMMaDA \u540c\u6837\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u5728 MMLU\uff08\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\uff09\u3001ARC &#8211; C\uff08AI2 \u63a8\u7406\u6311\u6218\uff09\u3001TruthfulQA\uff08\u771f\u5b9e\u6027\u95ee\u7b54\uff09\u3001GSM8K\uff08\u6570\u5b66\u6545\u4e8b\u95ee\u9898\uff09\u3001MATH\uff08\u6570\u5b66\u63a8\u7406\uff09\u548c GPQA\uff08\u5730\u7406\u63a8\u7406\u95ee\u9898\uff09\u7b49\u4e00\u7cfb\u5217\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cMMaDA \u7684\u6027\u80fd\u4e0e\u5f3a\u5927\u7684\u57fa\u7ebf\u6a21\u578b\uff08\u5982 Qwen2 &#8211; 7B \u548c LLaMA3 &#8211; 8B\uff09\u76f8\u5f53\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u66f4\u80dc\u4e00\u7b79\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728 GSM8K \u6570\u636e\u96c6\u4e0a\uff0cMMaDA \u7684\u5f97\u5206\u4e3a 73.4\uff0c\u8d85\u8fc7\u4e86 LLaMA &#8211; 3 &#8211; 8B\uff0853.1\uff09\u548c LLaDA &#8211; 8B\uff0870.7\uff09\u3002\u8fd9\u8868\u660e MMaDA \u5728\u5904\u7406\u6570\u5b66\u95ee\u9898\u65f6\uff0c\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u63a8\u7406\u6587\u672c\u4e2d\u7684\u903b\u8f91\u5173\u7cfb\u3002\u800c\u5728\u6570\u5b66\u63a8\u7406\uff08MATH\uff09\u4efb\u52a1\u4e2d\uff0c\u5b83\u7684\u5f97\u5206\u4e3a 36.0\uff0c\u867d\u7136\u7565\u4f4e\u4e8e Qwen2 &#8211; 7B\uff0843.5\uff09\uff0c\u4f46\u5df2\u7ecf\u8d85\u8d8a\u4e86 LLaMA3 &#8211; 8B\uff0815.1\uff09\u548c LLaDA &#8211; 8B\uff0827.3\uff09\u3002<\/p>\n<p>\u901a\u8fc7\u5b9a\u6027\u6bd4\u8f83\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u6df1\u5165\u5730\u4e86\u89e3 MMaDA \u5728\u6587\u672c\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u4f18\u52bf\u3002\u4f8b\u5982\uff0c\u5728\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u65f6\uff0cMMaDA \u80fd\u591f\u6e05\u6670\u5730\u5c55\u793a\u51fa\u8be6\u7ec6\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u9010\u6b65\u5206\u6790\u95ee\u9898\u5e76\u5e94\u7528\u6b63\u786e\u7684\u6570\u5b66\u516c\u5f0f\u3002\u5728\u56de\u7b54\u9700\u8981\u4e16\u754c\u77e5\u8bc6\u7684\u95ee\u9898\u65f6\uff0c\u5b83\u4e5f\u80fd\u51c6\u786e\u5730\u8c03\u7528\u76f8\u5173\u77e5\u8bc6\uff0c\u7ed9\u51fa\u5408\u7406\u7684\u7b54\u6848\u3002\u4f8b\u5982\uff0c\u5728\u56de\u7b54 \u201c\u5982\u4f55\u5c06 24 \u4e2a\u82f9\u679c\u5e73\u5747\u5206\u7ed9\u56fe\u7247\u4e2d\u7684\u4eba\u201d \u65f6\uff0cMMaDA \u4e0d\u4ec5\u6b63\u786e\u5730\u8ba1\u7b97\u51fa\u6bcf\u4eba\u5206\u5230\u7684\u82f9\u679c\u6570\u91cf\u4e3a 6\uff0c\u8fd8\u7ed9\u51fa\u4e86\u8be6\u7ec6\u7684\u8ba1\u7b97\u6b65\u9aa4\u548c\u903b\u8f91\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<p>\u4e0b\u8868\u5217\u51fa\u4e86 MMaDA \u5728\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8be6\u7ec6\u8bc4\u4f30\u7ed3\u679c\uff0c\u5305\u62ec\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u5bf9\u6bd4\u3002\u8fd9\u4e9b\u6570\u636e\u5c55\u793a\u4e86 MMaDA \u5728\u4e0d\u540c\u6587\u672c\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u51fa\u8272\u8868\u73b0\uff0c\u7279\u522b\u662f\u5728\u6570\u5b66\u95ee\u9898\u548c\u903b\u8f91\u63a8\u7406\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/p>\n<p><img data-dominant-color=\"e7e8e9\" data-has-transparency=\"false\" style=\"--dominant-color: #e7e8e9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26095\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/03dbb0108fd08a8a45e7197911054e615cb0b7.png\" width=\"994\" height=\"233\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/03dbb0108fd08a8a45e7197911054e615cb0b7.png 994w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/03dbb0108fd08a8a45e7197911054e615cb0b7-300x70.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/03dbb0108fd08a8a45e7197911054e615cb0b7-150x35.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/03dbb0108fd08a8a45e7197911054e615cb0b7-768x180.png 768w\" sizes=\"auto, (max-width: 994px) 100vw, 994px\" \/><\/p>\n<p>\u5728 LLM 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\u7684\u63a8\u7406\u8fc7\u7a0b\u8fde\u8d2f\u6027\u5f97\u5206\u6bd4 LLaMA3 &#8211; 8B \u9ad8\u51fa 20%\uff0c\u8fd9\u8868\u660e\u5176\u63a8\u7406\u8fc7\u7a0b\u66f4\u52a0\u53ef\u9760\u548c\u6613\u4e8e\u7406\u89e3\u3002<\/p>\n<h2>\u8bbe\u8ba1\u9009\u62e9\u4e0e\u4f18\u5316\u5206\u6790<\/h2>\n<h4>\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u7684\u6d88\u878d\u7814\u7a76\uff1a\u91cf\u5316\u63d0\u5347\u6548\u679c<\/h4>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u6df7\u5408\u957f-CoT \u5fae\u8c03\u548c UniGRPO \u8bad\u7ec3\u9636\u6bb5\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u63d0\u5347\u6548\u679c\uff0c\u7814\u7a76\u8005\u4eec\u8fdb\u884c\u4e86\u8be6\u7ec6\u7684\u6d88\u878d\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e24\u4e2a\u9636\u6bb5\u7684\u4f18\u5316\u5bf9 MMaDA \u7684\u6027\u80fd\u63d0\u5347\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\u3002<\/p>\n<p>\u5728\u7b2c\u4e00\u9636\u6bb5\u7684\u9884\u8bad\u7ec3\u540e\uff0cMMaDA \u7684\u6027\u80fd\u5c1a\u4e0d\u5982\u5927\u591a\u6570\u57fa\u7ebf\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u5728 GSM8K \u6570\u636e\u96c6\u4e0a\uff0c\u5176\u5f97\u5206\u4e3a 17.4\uff0c\u8fdc\u4f4e\u4e8e\u6700\u7ec8\u7684 73.4\u3002\u800c\u5728\u7ecf\u8fc7\u6df7\u5408\u957f-CoT \u5fae\u8c03\u540e\uff0c\u6a21\u578b\u7684\u6027\u80fd\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5728 GSM8K \u4e0a\u7684\u5f97\u5206\u63d0\u9ad8\u5230\u4e86 65.2\u3002\u8fd9\u8868\u660e\u6df7\u5408\u957f-CoT \u5fae\u8c03\u7b56\u7565\u6709\u6548\u5730\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u6570\u5b66\u548c\u51e0\u4f55\u9886\u57df\u3002\u6df7\u5408\u957f-CoT 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\u80fd\u591f\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\u7684\u63a8\u7406\u903b\u8f91\u548c\u751f\u6210\u8d28\u91cf\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u597d\u5730\u5e73\u8861\u7b54\u6848\u7684\u6b63\u786e\u6027\u548c\u683c\u5f0f\u7684\u89c4\u8303\u6027\u3002UniGRPO \u901a\u8fc7\u591a\u6837\u5316\u7684\u5956\u52b1\u5efa\u6a21\uff0c\u5f15\u5bfc\u6a21\u578b\u5728\u751f\u6210\u7b54\u6848\u65f6\u65e2\u6ce8\u91cd\u903b\u8f91\u7684\u6b63\u786e\u6027\uff0c\u53c8\u7b26\u5408\u9884\u5b9a\u4e49\u7684\u683c\u5f0f\u8981\u6c42\u3002\u8fd9\u79cd\u5c42\u5c42\u9012\u8fdb\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u4f7f\u5f97 MMaDA \u80fd\u591f\u5728\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u4e2d\u6e38\u5203\u6709\u4f59\u3002<\/p>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86\u6df7\u5408\u957f-CoT \u5fae\u8c03\u548c UniGRPO 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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a5bcc4f73857175e3f13638aeceb15df1bc72e-300x42.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a5bcc4f73857175e3f13638aeceb15df1bc72e-1024x142.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a5bcc4f73857175e3f13638aeceb15df1bc72e-150x21.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a5bcc4f73857175e3f13638aeceb15df1bc72e-768x107.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u6df7\u5408\u957f\u56e0\u679c\u94fe\u5fae\u8c03\u548c\u5355\u5411\u7fa4\u4f53\u4f18\u5316\u7684\u6d88\u878d\u5b9e\u9a8c<\/p>\n<p>\u6df1\u5165\u5206\u6790\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u7684\u5f71\u54cd\u673a\u5236\uff0c\u53ef\u4ee5\u53d1\u73b0\u6df7\u5408\u957f-CoT 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height=\"599\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/956b85a15a71efdffc03352563ecf500614bfa.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/956b85a15a71efdffc03352563ecf500614bfa-300x166.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/956b85a15a71efdffc03352563ecf500614bfa-1024x568.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/956b85a15a71efdffc03352563ecf500614bfa-150x83.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/956b85a15a71efdffc03352563ecf500614bfa-768x426.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>UniGRPO 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tokens\uff0c\u800c\u4e0d\u662f\u50cf\u81ea\u56de\u5f52\u6a21\u578b\u90a3\u6837\u9010\u4e2a\u751f\u6210\u3002\u4f8b\u5982\uff0c\u5728\u751f\u6210\u4e00\u4e2a\u5305\u542b 1024 \u4e2a tokens \u7684\u56fe\u50cf\u65f6\uff0cMMaDA \u5728\u5355\u4e2a\u53bb\u566a\u6b65\u9aa4\u4e2d\u53ef\u4ee5\u66f4\u65b0\u7ea6 256 \u4e2a tokens\uff0c\u800c\u81ea\u56de\u5f52\u6a21\u578b\u5219\u9700\u8981 1024 \u4e2a\u6b65\u9aa4\u624d\u80fd\u5b8c\u6210\u76f8\u540c\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u8fd9\u79cd\u9ad8\u6548\u7684\u91c7\u6837\u80fd\u529b\u5bf9\u4e8e\u5b9e\u9645\u5e94\u7528\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\uff0c\u5982\u79fb\u52a8\u8bbe\u5907\u6216\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\uff0cMMaDA 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#f1f1f0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26098\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/785a2e5697adb15be5760473600562130b2572.png\" width=\"786\" height=\"609\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/785a2e5697adb15be5760473600562130b2572.png 786w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/785a2e5697adb15be5760473600562130b2572-300x232.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/785a2e5697adb15be5760473600562130b2572-150x116.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/785a2e5697adb15be5760473600562130b2572-768x595.png 768w\" sizes=\"auto, (max-width: 786px) 100vw, 786px\" \/><\/p>\n<p>\u4e09\u4e2a\u4efb\u52a1\u7684\u5173\u952e\u7ee9\u6548\u6307\u6807<\/p>\n<h4>\u4efb\u52a1\u6269\u5c55\u80fd\u529b\uff1a\u7075\u6d3b\u7684\u591a\u6a21\u6001\u5e94\u7528<\/h4>\n<p>\u9664\u4e86\u5728\u6838\u5fc3\u4efb\u52a1\u4e2d\u7684\u51fa\u8272\u8868\u73b0\uff0cMMaDA \u8fd8\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u4efb\u52a1\u6269\u5c55\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5728\u6587\u672c\u5e8f\u5217\u9884\u6d4b\u3001\u89c6\u89c9\u95ee\u7b54\u8865\u5168\u548c\u56fe\u50cf\u4fee\u590d\u7b49\u4efb\u52a1\u4e2d\uff0c\u5b83\u90fd\u80fd\u591f\u7075\u6d3b\u5730\u5e94\u7528\u5176\u591a\u6a21\u6001\u63a8\u7406\u548c\u751f\u6210\u80fd\u529b\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u901a\u8fc7\u6587\u672c\u548c\u56fe\u50cf\u7684\u793a\u4f8b\uff0c\u5c55\u793a\u4e86 MMaDA \u5728\u8054\u5408\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u534f\u540c\u6548\u5e94\u3002<\/p>\n<p><img data-dominant-color=\"e2e3df\" data-has-transparency=\"false\" style=\"--dominant-color: #e2e3df;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26099\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/711c2bf427730b6692469181350f7c9d147ecd.png\" width=\"1080\" height=\"468\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/711c2bf427730b6692469181350f7c9d147ecd.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/711c2bf427730b6692469181350f7c9d147ecd-300x130.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/711c2bf427730b6692469181350f7c9d147ecd-1024x444.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/711c2bf427730b6692469181350f7c9d147ecd-150x65.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/711c2bf427730b6692469181350f7c9d147ecd-768x333.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8de8\u6a21\u6001\u534f\u540c\u4f5c\u7528\u7684\u5b9a\u6027\u8bf4\u660e<\/p>\n<p>\u5728\u6587\u672c\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e2d\uff0cMMaDA \u53ef\u4ee5\u51c6\u786e\u5730\u9884\u6d4b\u6587\u672c\u4e2d\u7f3a\u5931\u7684\u90e8\u5206\u3002\u4f8b\u5982\uff0c\u5f53\u8f93\u5165\u4e00\u6bb5\u4e0d\u5b8c\u6574\u7684\u53e5\u5b50\u65f6\uff0c\u6a21\u578b\u80fd\u591f\u6839\u636e\u4e0a\u4e0b\u6587\u751f\u6210\u5408\u7406\u7684\u8865\u5168\u5185\u5bb9\u3002\u5728\u89c6\u89c9\u95ee\u7b54\u8865\u5168\u4efb\u52a1\u4e2d\uff0c\u7ed9\u5b9a\u4e00\u5f20\u56fe\u7247\u548c\u90e8\u5206\u95ee\u9898\u7b54\u6848\uff0cMMaDA 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\u5728\u56fe\u50cf\u4fee\u590d\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u793a\u4f8b\u3002\u8fd9\u4e00\u56fe\u8868\u76f4\u89c2\u5730\u5c55\u793a\u4e86\u6a21\u578b\u5982\u4f55\u6839\u636e\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u751f\u6210\u7f3a\u5931\u90e8\u5206\u7684\u56fe\u50cf\u5185\u5bb9\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u5176\u5f3a\u5927\u7684\u4efb\u52a1\u6269\u5c55\u80fd\u529b\u3002<\/p>\n<p><img data-dominant-color=\"c7c4b9\" data-has-transparency=\"false\" style=\"--dominant-color: #c7c4b9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26100\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/2223bec84a0a41678aa877c2433a8e6d004ac5.png\" width=\"808\" height=\"611\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/2223bec84a0a41678aa877c2433a8e6d004ac5.png 808w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/2223bec84a0a41678aa877c2433a8e6d004ac5-300x227.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/2223bec84a0a41678aa877c2433a8e6d004ac5-150x113.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/2223bec84a0a41678aa877c2433a8e6d004ac5-768x581.png 768w\" sizes=\"auto, (max-width: 808px) 100vw, 808px\" \/><\/p>\n<p>\u56fe\u50cf\u4fee\u590d\u4efb\u52a1\u6269\u5c55<\/p>\n<p>\u8fd9\u4e9b\u6269\u5c55\u4efb\u52a1\u7684\u6210\u529f\u5e94\u7528\uff0c\u5f97\u76ca\u4e8e MMaDA \u7684\u7edf\u4e00\u6269\u6563\u67b6\u6784\u548c\u591a\u6837\u5316\u7684\u8bad\u7ec3\u7b56\u7565\u3002\u5728\u7edf\u4e00\u7684\u6846\u67b6\u4e0b\uff0c\u6a21\u578b\u80fd\u591f\u8f7b\u677e\u5730\u9002\u5e94\u5404\u79cd\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<h2>\u5bf9\u6bd4\u5176\u4ed6\u76f8\u5173\u5de5\u4f5c<\/h2>\n<h4>\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u591a\u6a21\u6001\u7406\u89e3\u53d1\u5c55<\/h4>\n<p>\u8fd1\u5e74\u6765\uff0c\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u591a\u6a21\u6001\u7406\u89e3\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u4f8b\u5982\uff0cGemini &#8211; 2.0\u3001o1 &#8211; preview \u548c DeepSeek &#8211; R1 \u7b49\u6a21\u578b\u5728\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u5c06\u9884\u8bad\u7ec3\u7684\u6a21\u6001\u7279\u5b9a\u7f16\u7801\u5668\uff08\u5982 CLIP\uff09\u6295\u5f71\u5230 LLM \u7684\u8f93\u5165\u7a7a\u95f4\uff0c\u5b9e\u73b0\u4e86\u591a\u6a21\u6001\u7279\u5f81\u7684\u878d\u5408\u3002\u4f8b\u5982\uff0cGemini &#8211; 2.0 \u901a\u8fc7\u4e00\u4e2a\u5171\u4eab\u7684\u8868\u793a\u7a7a\u95f4\uff0c\u5c06\u56fe\u50cf\u548c\u6587\u672c\u7279\u5f81\u6620\u5c04\u5230\u540c\u4e00\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c\u4ece\u800c\u5b9e\u73b0\u8de8\u6a21\u6001\u7684\u8bed\u4e49\u5bf9\u9f50\u3002\u8fd9\u79cd\u65b9\u5f0f\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u5904\u7406\u56fe\u6587\u5339\u914d\u3001\u89c6\u89c9\u95ee\u7b54\u7b49\u4efb\u52a1\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd9\u4e9b\u4f20\u7edf\u65b9\u6cd5\u5927\u591a\u91c7\u7528\u81ea\u56de\u5f52\u751f\u6210\u8303\u5f0f\uff0c\u867d\u7136\u5728\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e2d\u6548\u679c\u663e\u8457\uff0c\u4f46\u5728\u591a\u6a21\u6001\u7406\u89e3\u548c\u63a8\u7406\u4efb\u52a1\u4e2d\u5f80\u5f80\u529b\u4e0d\u4ece\u5fc3\u3002MMaDA 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\u5728\u5904\u7406\u590d\u6742\u63a8\u7406\u4efb\u52a1\u65f6\u66f4\u52a0\u7a33\u5065\u548c\u53ef\u9760\u3002<\/p>\n<h4>\u6269\u6563\u6a21\u578b\u4e0e\u81ea\u56de\u5f52\u6a21\u578b\u5728\u89c6\u89c9\u751f\u6210\u4e2d\u7684\u5e94\u7528<\/h4>\n<p>\u5728\u89c6\u89c9\u751f\u6210\u9886\u57df\uff0c\u6269\u6563\u6a21\u578b\u548c\u81ea\u56de\u5f52\u6a21\u578b\u4e00\u76f4\u662f\u4e24\u5927\u4e3b\u6d41\u65b9\u6cd5\u3002\u81ea\u56de\u5f52\u6a21\u578b\u901a\u8fc7\u9010\u50cf\u7d20\u6216\u9010 token \u7684\u751f\u6210\u65b9\u5f0f\uff0c\u5728\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u6548\u679c\u3002\u4f8b\u5982\uff0cPixelRNN \u7b49\u6a21\u578b\u901a\u8fc7\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u9010\u50cf\u7d20\u751f\u6210\u56fe\u50cf\uff0c\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u5e76\u884c\u6027\u5dee\uff0c\u751f\u6210\u901f\u5ea6\u6162\uff0c\u96be\u4ee5\u6ee1\u8db3\u5b9e\u65f6\u5e94\u7528\u7684\u9700\u6c42\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6269\u6563\u6a21\u578b\u901a\u8fc7\u9010\u6b65\u53bb\u566a\u7684\u8fc7\u7a0b\u751f\u6210\u56fe\u50cf\uff0c\u80fd\u591f\u5e76\u884c\u5730\u66f4\u65b0\u591a\u4e2a\u50cf\u7d20\u6216 token\uff0c\u4ece\u800c\u5927\u5927\u63d0\u9ad8\u4e86\u751f\u6210\u6548\u7387\u3002\u4f8b\u5982\uff0cSDXL \u7b49\u6269\u6563\u6a21\u578b\u5728\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\u3002MMaDA \u5c06\u6269\u6563\u6a21\u578b\u7684\u4f18\u52bf\u5f15\u5165\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u3001\u66f4\u5177\u8bed\u4e49\u4e00\u81f4\u6027\u7684\u56fe\u50cf\u3002\u540c\u65f6\uff0cMMaDA \u8fd8\u5728\u6269\u6563\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u6df7\u5408\u957f-CoT \u5fae\u8c03\u548c UniGRPO \u5f3a\u5316\u5b66\u4e60\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u751f\u6210\u8d28\u91cf\u548c\u63a8\u7406\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5728\u751f\u6210\u590d\u6742\u573a\u666f\u7684\u56fe\u50cf\u65f6\uff0cMMaDA \u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u6587\u672c\u63cf\u8ff0\u4e2d\u7684\u7ec6\u8282\u548c\u903b\u8f91\u5173\u7cfb\uff0c\u4ece\u800c\u751f\u6210\u66f4\u7b26\u5408\u9884\u671f\u7684\u56fe\u50cf\u3002<\/p>\n<h4>\u7edf\u4e00\u89c6\u89c9 &#8211; 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\u67b6\u6784\uff0c\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u7b49\u591a\u79cd\u6a21\u6001\u7684\u6570\u636e\uff0c\u5e76\u5728\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u826f\u597d\u7684\u6027\u80fd\u3002\u5b83\u91c7\u7528\u4e86\u4e00\u79cd\u6df7\u5408\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u7ed3\u5408\u4e86\u81ea\u56de\u5f52\u751f\u6210\u548c\u6269\u6563\u5efa\u6a21\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u4e0e\u8fd9\u4e9b\u6a21\u578b\u76f8\u6bd4\uff0cMMaDA \u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4e0d\u4ec5\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528\u4e86\u7edf\u4e00\u6269\u6563\u67b6\u6784\uff0c\u8fd8\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u5f15\u5165\u4e86\u6df7\u5408\u957f-CoT \u5fae\u8c03\u548c UniGRPO \u5f3a\u5316\u5b66\u4e60\u7b49\u521b\u65b0\u65b9\u6cd5\u3002\u4f8b\u5982\uff0cSEED &#8211; X \u4e3b\u8981\u4fa7\u91cd\u4e8e\u591a\u7c92\u5ea6\u7edf\u4e00\u7406\u89e3\u548c\u751f\u6210\uff0c\u800c MMaDA 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\u5728\u591a\u6a21\u6001\u7406\u89e3\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e0e\u4e13\u95e8\u6a21\u578b\u76f8\u5f53\u751a\u81f3\u66f4\u4f18\uff0c\u5728\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e2d\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u751f\u6210\u578b\u548c\u7edf\u4e00\u6a21\u578b\uff0c\u5e76\u4e14\u5728\u6587\u672c\u63a8\u7406\u4efb\u52a1\u4e2d\u4e5f\u53d6\u5f97\u4e86\u4e0e\u5f3a\u57fa\u7ebf\u6a21\u578b\u76f8\u5f53\u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u6210\u679c\u5145\u5206\u8bc1\u660e\u4e86 MMaDA \u4f5c\u4e3a\u4e0b\u4e00\u4ee3\u591a\u6a21\u6001\u667a\u80fd\u57fa\u7840\u6a21\u578b\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n<h3>\u5c40\u9650\u6027\u5206\u6790\uff1a\u5f53\u524d\u7684\u4e0d\u8db3\u4e0e\u6539\u8fdb\u65b9\u5411<\/h3>\n<p>\u5c3d\u7ba1 MMaDA \u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u679c\uff0c\u4f46\u5b83\u4f9d\u7136\u5b58\u5728\u4e00\u4e9b\u5c40\u9650\u6027\u3002\u9996\u5148\uff0c\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u9650\u5236\u4e86\u5176\u6027\u80fd\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u3002\u5f53\u524d\u7684 8B \u53c2\u6570\u7248\u672c\u5728\u5904\u7406\u6781\u5176\u590d\u6742\u7684\u591a\u6a21\u6001\u4efb\u52a1\u65f6\uff0c\u53ef\u80fd\u4f1a\u9762\u4e34\u8ba1\u7b97\u8d44\u6e90\u4e0d\u8db3\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u5305\u542b\u5927\u91cf\u7ec6\u8282\u7684\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u51fa\u73b0\u751f\u6210\u56fe\u50cf\u7ec6\u8282\u7f3a\u5931\u7684\u60c5\u51b5\u3002\u6269\u5927\u6a21\u578b\u89c4\u6a21\u6709\u671b\u8fdb\u4e00\u6b65\u63d0\u5347\u5176\u6027\u80fd\uff0c\u4f46\u8fd9\u4e5f\u4f1a\u5e26\u6765\u66f4\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u548c\u786c\u4ef6\u8981\u6c42\u3002\u7814\u7a76\u663e\u793a\uff0c\u5f53\u6a21\u578b\u53c2\u6570\u4ece 8B \u6269\u5c55\u5230 16B \u65f6\uff0c\u56fe\u50cf\u751f\u6210\u7684 CLIP \u5206\u6570\u53ef\u4ee5\u63d0\u9ad8\u7ea6 10%\uff0c\u4f46\u8bad\u7ec3\u6210\u672c\u4f1a\u589e\u52a0\u7ea6 3 \u500d\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u5728\u6a21\u6001\u878d\u5408\u6548\u679c\u65b9\u9762\uff0cMMaDA \u4ecd\u6709\u6539\u8fdb\u7a7a\u95f4\u3002\u867d\u7136\u7edf\u4e00\u6269\u6563\u67b6\u6784\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4fc3\u8fdb\u4e86\u6587\u672c\u548c\u56fe\u50cf\u6570\u636e\u7684\u878d\u5408\uff0c\u4f46\u5728\u5904\u7406\u4e00\u4e9b\u9ad8\u5ea6\u590d\u6742\u7684\u8de8\u6a21\u6001\u4efb\u52a1\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u5229\u7528\u4e24\u79cd\u6a21\u6001\u7684\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u56fe\u6587\u6df7\u5408\u7684\u590d\u6742\u533b\u5b66\u5f71\u50cf\u5206\u6790\u4efb\u52a1\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u7ed3\u5408\u56fe\u50cf\u4e2d\u7684\u89c6\u89c9\u7279\u5f81\u548c\u6587\u672c\u4e2d\u7684\u8bca\u65ad\u4fe1\u606f\u3002\u672a\u6765\u7684\u7814\u7a76\u53ef\u4ee5\u901a\u8fc7\u8bbe\u8ba1\u66f4\u7cbe\u7ec6\u7684\u8de8\u6a21\u6001\u4ea4\u4e92\u673a\u5236\uff0c\u5982\u5f15\u5165\u591a\u6a21\u6001\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u6a21\u6001\u878d\u5408\u80fd\u529b\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u5f15\u5165\u591a\u6a21\u6001\u6ce8\u610f\u529b\u6a21\u5757\u540e\uff0c\u6a21\u578b\u5728\u8de8\u6a21\u6001\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u53ef\u4ee5\u63d0\u9ad8\u7ea6 15%\u3002<\/p>\n<p>MMaDA \u5728\u590d\u6742\u573a\u666f\u4e0b\u7684\u63a8\u7406\u80fd\u529b\u4e5f\u5b58\u5728\u4e00\u5b9a\u7684\u4e0d\u8db3\u3002\u867d\u7136\u6df7\u5408\u957f-CoT \u5fae\u8c03\u7b56\u7565\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u63a8\u7406\u903b\u8f91\uff0c\u4f46\u5728\u9762\u5bf9\u4e00\u4e9b\u9700\u8981\u9ad8\u5ea6\u62bd\u8c61\u601d\u7ef4\u548c\u590d\u6742\u903b\u8f91\u63a8\u7406\u7684\u4efb\u52a1\u65f6\uff0c\u6a21\u578b\u7684\u8868\u73b0\u8fd8\u6709\u5f85\u63d0\u9ad8\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u6d89\u53ca\u591a\u6b65\u9aa4\u903b\u8f91\u63a8\u7406\u7684\u6570\u5b66\u5e94\u7528\u9898\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u5728\u4e2d\u95f4\u6b65\u9aa4\u51fa\u73b0\u9519\u8bef\uff0c\u5bfc\u81f4\u6700\u7ec8\u7b54\u6848\u4e0d\u6b63\u786e\u3002\u901a\u8fc7\u5f15\u5165\u66f4\u9ad8\u7ea7\u7684\u63a8\u7406\u8bad\u7ec3\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u5982\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u63a8\u7406\u7b97\u6cd5\uff0c\u6709\u671b\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u590d\u6742\u573a\u666f\u63a8\u7406\u80fd\u529b\u3002\u5b9e\u9a8c\u663e\u793a\uff0c\u91c7\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u8f85\u52a9\u63a8\u7406\u540e\uff0c\u6a21\u578b\u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u51c6\u786e\u7387\u63d0\u9ad8\u4e86\u7ea6 20%\u3002<\/p>\n<h3>\u672a\u6765\u5c55\u671b\uff1a\u62d3\u5c55\u6a21\u578b\u80fd\u529b\u7684\u591a\u79cd\u9014\u5f84<\/h3>\n<p>MMaDA \u7684\u53d1\u5c55\u5177\u6709\u5e7f\u9614\u7684\u524d\u666f\u3002\u9996\u5148\uff0c\u6269\u5927\u6a21\u578b\u89c4\u6a21\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411\u3002\u66f4\u5927\u7684\u6a21\u578b\u901a\u5e38\u80fd\u591f\u6355\u6349\u66f4\u590d\u6742\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u4ece\u800c\u5728\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u53d6\u5f97\u66f4\u597d\u7684\u8868\u73b0\u3002\u5f53\u7136\uff0c\u8fd9\u4e5f\u9700\u8981\u66f4\u9ad8\u6548\u7684\u8bad\u7ec3\u65b9\u6cd5\u548c\u786c\u4ef6\u652f\u6301\u6765\u5b9e\u73b0\u3002\u4f8b\u5982\uff0c\u91c7\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u6a21\u578b\u5e76\u884c\u6280\u672f\uff0c\u53ef\u4ee5\u6709\u6548\u964d\u4f4e\u5927\u89c4\u6a21\u6a21\u578b\u7684\u8bad\u7ec3\u65f6\u95f4\u548c\u6210\u672c\u3002<\/p>\n<p>\u4f18\u5316\u8bad\u7ec3\u65b9\u6cd5\u4e5f\u662f\u63d0\u5347\u6a21\u578b\u6027\u80fd\u7684\u5173\u952e\u3002\u4f8b\u5982\uff0c\u8fdb\u4e00\u6b65\u6539\u8fdb\u6df7\u5408\u957f-CoT \u5fae\u8c03\u7b56\u7565\u548c 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