{"id":35818,"date":"2025-12-25T17:33:29","date_gmt":"2025-12-25T09:33:29","guid":{"rendered":"http:\/\/192.168.10.115\/?p=35818"},"modified":"2025-12-25T17:33:29","modified_gmt":"2025-12-25T09:33:29","slug":"2025-12-25-%e6%9c%80%e9%b2%81%e6%a3%92%e7%9a%84mllm%ef%bc%8c%e6%b8%af%e7%a7%91%e5%a4%a7%e5%bc%80%e6%ba%90%e3%80%8c%e9%80%80%e5%8c%96%e6%84%9f%e7%9f%a5%e6%8e%a8%e7%90%86%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/12\/25\/35818\/","title":{"rendered":"2025-12-25 \u6700\u9c81\u68d2\u7684MLLM\uff0c\u6e2f\u79d1\u5927\u5f00\u6e90\u300c\u9000\u5316\u611f\u77e5\u63a8\u7406\u65b0\u8303\u5f0f\u300d"},"content":{"rendered":"\n

\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/36kr.com\/p\/3609190589465857<\/a><\/p>\n\n\n\n

Robust-R1\u663e\u5f0f\u8bca\u65ad\u89c6\u89c9\u9000\u5316\uff0c\u63d0\u5347\u591a\u6a21\u6001\u5927\u6a21\u578b\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n

\u3010\u5bfc\u8bfb\u3011\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLMs\uff09\u5df2\u6210\u4e3aAI\u89c6\u89c9\u7406\u89e3\u7684\u6838\u5fc3\u5f15\u64ce\uff0c\u4f46\u5176\u5728\u771f\u5b9e\u4e16\u754c\u89c6\u89c9\u9000\u5316\uff08\u6a21\u7cca\u3001\u566a\u58f0\u3001\u906e\u6321\u7b49\uff09\u4e0b\u7684\u6027\u80fd\u5d29\u6e83\uff0c\u59cb\u7ec8\u662f\u5236\u7ea6\u4ea7\u4e1a\u843d\u5730\u7684\u81f4\u547d\u74f6\u9888\u3002\u8fd1\u65e5\uff0c\u4e00\u7bc7\u88abAAAI 2026\u63a5\u6536\u4e3aOral\u7684\u91cd\u78c5\u8bba\u6587Robust-R1\uff0c\u7ed9\u51fa\u4e86\u9769\u547d\u6027\u89e3\u6cd5\uff1a\u6765\u81ea\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u897f\u5317\u5de5\u4e1a\u5927\u5b66\u7b49\u56e2\u961f\u9996\u6b21\u8df3\u51fa\u300c\u9690\u5f0f\u9002\u5e94\u300d\u7684\u601d\u7ef4\u5b9a\u5f0f\uff0c\u5c06\u89c6\u89c9\u9000\u5316\u95ee\u9898\u91cd\u6784\u4e3a\u663e\u5f0f\u7ed3\u6784\u5316\u63a8\u7406\u4efb\u52a1\uff0c\u8ba9\u6a21\u578b\u4e0d\u4ec5\u300c\u6297\u5e72\u6270\u300d\uff0c\u66f4\u80fd\u300c\u8bca\u5e72\u6270\u300d\uff0c\u5728\u591a\u9879\u6743\u5a01\u8bc4\u6d4b\u4e2d\u5b9e\u73b0\u8d28\u91cf\u4e0e\u9c81\u68d2\u6027\u7684\u53cc\u91cd\u7a81\u7834\u3002<\/strong><\/p>\n\n\n\n

\u5f53\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u771f\u5b9e\u4e16\u754c\uff0c\u5b83\u4eec\u9047\u5230\u4e86\u4e00\u4e2a\u81f4\u547d\u74f6\u9888\uff1a\u89c6\u89c9\u9000\u5316<\/strong>\u3002<\/p>\n\n\n\n

\u96e8\u6ef4\u6591\u9a73\u7684\u8f66\u7a97\u3001\u5e74\u4ee3\u4e45\u8fdc\u7684\u76d1\u63a7\u5f55\u50cf\u3001\u7f51\u7edc\u538b\u7f29\u7684\u4f4e\u8d28\u56fe\u7247\u3001\u533b\u7597\u5f71\u50cf\u7684\u56fa\u6709\u566a\u58f0\u2026\u2026<\/p>\n\n\n\n

\u8fd9\u4e9b\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u65e0\u5904\u4e0d\u5728\u7684\u89c6\u89c9\u9000\u5316\uff0c\u8db3\u4ee5\u8ba9\u6700\u5148\u8fdb\u7684GPT-4V\u3001Qwen-VL\u7b49\u6a21\u578b\u4ea7\u751f\u8352\u8c2c\u8f93\u51fa\uff0c\u6210\u4e3a\u5176\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u533b\u7597\u5f71\u50cf\u3001\u5b89\u9632\u76d1\u63a7\u7b49\u5173\u952e\u9886\u57df\u843d\u5730\u7684\u300c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u300d\u3002<\/p>\n\n\n\n

\u73b0\u6709\u65b9\u6cd5\u7684\u6839\u672c\u56f0\u5883\u5728\u4e8e\u300c\u9690\u5f0f\u9002\u5e94\u300d\uff1a\u901a\u8fc7\u5bf9\u6297\u8bad\u7ec3\u3001\u6570\u636e\u589e\u5f3a\u7b49\u624b\u6bb5\uff0c\u8bd5\u56fe\u8ba9\u6a21\u578b\u300c\u786c\u625b\u300d\u5e72\u6270\u3002<\/p>\n\n\n\n

\u8fd9\u5982\u540c\u7ed9\u6a21\u578b\u6234\u4e0a\u66f4\u539a\u7684\u6ee4\u955c\u2014\u2014\u6cbb\u6807\u4e0d\u6cbb\u672c\uff0c\u4e14\u4e0d\u53ef\u89e3\u91ca\u3002\u6a21\u578b\u5728\u7279\u5b9a\u9000\u5316\u4e0a\u8868\u73b0\u63d0\u5347\uff0c\u5374\u65e0\u6cd5\u7406\u89e3\u9000\u5316\u672c\u8eab\uff0c\u66f4\u65e0\u6cd5\u6cdb\u5316\u5230\u672a\u77e5\u5e72\u6270\uff0c\u5176\u51b3\u7b56\u8fc7\u7a0b\u4ecd\u662f\u9ed1\u7bb1\u3002<\/p>\n\n\n\n

\u4eca\u5929\uff0c\u8fd9\u4e00\u56f0\u5c40\u8fce\u6765\u8303\u5f0f\u7ea7\u7684\u7a81\u7834\u3002<\/p>\n\n\n\n

\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u897f\u5317\u5de5\u4e1a\u5927\u5b66\u7b49\u56e2\u961f\u63d0\u51fa\u7684Robust-R1\uff0c\u5b9e\u73b0\u4e86\u4ece\u300c\u62b5\u6297\u5e72\u6270\u300d\u5230\u300c\u7406\u89e3\u5e72\u6270\u300d\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c<\/strong>\u9996\u6b21\u5c06\u9000\u5316\u611f\u77e5<\/strong>\u63d0\u5347\u4e3a\u4e00\u79cd\u663e\u5f0f\u7684\u7ed3\u6784\u5316\u63a8\u7406\u80fd\u529b<\/strong>\uff0c\u8ba9\u89c6\u89c9\u5927\u6a21\u578b\u5b66\u4f1a\u300c\u81ea\u6211\u8bca\u65ad\u300d\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1a https:\/\/arxiv.org\/abs\/2512.17532<\/p>\n\n\n\n

\u5f00\u6e90\u4ee3\u7801\uff1a https:\/\/github.com\/jqtangust\/Robust-R1<\/p>\n\n\n\n

\u5f00\u6e90\u6a21\u578b\uff1a https:\/\/huggingface.co\/Jiaqi-hkust\/Robust-R1<\/p>\n\n\n\n

\u5f00\u6e90\u6570\u636e\uff1a https:\/\/huggingface.co\/datasets\/Jiaqi-hkust\/Robust-R1<\/p>\n\n\n\n

\u5728\u7ebfDemo\uff1a https:\/\/huggingface.co\/spaces\/Jiaqi-hkust\/Robust-R1<\/p>\n\n\n\n

Robust-R1\u7684\u6838\u5fc3\u601d\u60f3\u662f\u4e3a\u89c6\u89c9\u5927\u6a21\u578b\u6784\u5efa\u4e00\u5957\u300c\u9000\u5316\u611f\u77e5\u63a8\u7406\u7cfb\u7edf\u300d\u3002\u9762\u5bf9\u4e00\u5f20\u9000\u5316\u56fe\u50cf\uff0c\u6a21\u578b\u4f1a\u4e3b\u52a8\u6267\u884c\u4e00\u4e2a\u4e09\u6b65\u8bca\u65ad\u6d41\u7a0b\uff1a<\/p>\n\n\n\n

    \n
  1. \u9000\u5316\u53c2\u6570\u611f\u77e5\uff08Perception\uff09<\/strong>\u6a21\u578b\u9996\u5148\u5bf9\u8f93\u5165\u56fe\u50cf\u8fdb\u884c\u9000\u5316\u8bca\u65ad\uff0c\u4e0d\u4ec5\u8bc6\u522b\u9000\u5316\u7c7b\u578b\uff08\u5982\u8fd0\u52a8\u6a21\u7cca\u3001\u955c\u5934\u5149\u6591\u3001\u566a\u58f0\u7b49\uff09\uff0c\u8fd8\u80fd\u91cf\u5316\u9000\u5316\u5f3a\u5ea6\u3002\u8fd9\u79cd\u91cf\u5316\u7684\u9000\u5316\u611f\u77e5<\/strong>\u4e3a\u540e\u7eed\u63a8\u7406\u63d0\u4f9b\u4e86\u7cbe\u786e\u7684\u8f93\u5165\u3002 \u2192 \u6b64\u56fe\u50cf\u5b58\u5728\u5f3a\u5ea60.47\u7684\u8fd0\u52a8\u6a21\u7cca\u4e0e\u5f3a\u5ea60.31\u7684\u955c\u5934\u5149\u6591<\/li>\n\n\n\n
  2. \u8bed\u4e49\u5f71\u54cd\u5206\u6790\uff08Influence Analysis\uff09<\/strong>\u5728\u8bc6\u522b\u9000\u5316\u540e\uff0c\u6a21\u578b\u4f1a\u5206\u6790\u8fd9\u4e9b\u9000\u5316\u5982\u4f55\u5177\u4f53\u5f71\u54cd\u56fe\u50cf\u7684\u8bed\u4e49\u7406\u89e3\u3002\u8fd9\u4e00\u6b65\u5c06\u62bd\u8c61\u7684\u9000\u5316\u53c2\u6570\u8f6c\u5316\u4e3a\u5bf9\u89c6\u89c9\u7406\u89e3\u7684\u5177\u4f53\u5f71\u54cd\uff0c\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u300c\u77e5\u9053\u4ec0\u4e48\u4fe1\u606f\u4e0d\u53ef\u9760\u300d\u7684\u8ba4\u77e5\u80fd\u529b\u3002 \u2192 \u8fd9\u4e9b\u9000\u5316\u5bfc\u81f4\u7269\u4f53\u8fb9\u7f18\u6a21\u7cca\uff0c\u8dd1\u9053\u7eb9\u7406\u7684\u8fde\u7eed\u6027\u7279\u5f81\u90e8\u5206\u4e22\u5931<\/li>\n\n\n\n
  3. \u9c81\u68d2\u7ed3\u8bba\u751f\u6210\uff08Robust Conclusion\uff09<\/strong>\u57fa\u4e8e\u524d\u4e24\u6b65\u7684\u8bca\u65ad\u548c\u5206\u6790\uff0c\u6a21\u578b\u4f1a\u8c03\u6574\u63a8\u7406\u7b56\u7565\uff0c\u4f18\u5148\u4f9d\u8d56\u672a\u88ab\u9000\u5316\u4e25\u91cd\u5f71\u54cd\u7684\u89c6\u89c9\u7ebf\u7d22\uff0c\u5e76\u7ed3\u5408\u4e0a\u4e0b\u6587\u4fe1\u606f\u8fdb\u884c\u7efc\u5408\u5224\u65ad\u3002 \u2192 \u5c3d\u7ba1\u5b58\u5728\u6a21\u7cca\uff0c\u4f46\u57fa\u4e8e\u5269\u4f59\u7684\u7a7a\u95f4\u7ed3\u6784\u4e0e\u4e0a\u4e0b\u6587\uff0c\u63a8\u65ad\u98de\u673a\u4f4d\u4e8e\u8dd1\u9053\u533a\u57df<\/li>\n<\/ol>\n\n\n\n

    \u8fd9\u5957\u6d41\u7a0b\u7684\u5173\u952e\u5728\u4e8e\u300c\u663e\u5f0f\u5316\u300d\u4e0e\u300c\u53ef\u89e3\u91ca\u300d<\/strong>\u3002<\/p>\n\n\n\n

    \u4e0e\u9ed1\u7bb1\u6a21\u578b\u4e0d\u540c\uff0cRobust-R1\u7684\u6bcf\u4e00\u4e2a\u5224\u65ad\u90fd\u4f34\u968f\u7740\u5b8c\u6574\u7684\u63a8\u7406\u94fe\u6761\uff0c\u6bcf\u4e00\u6b65\u7684\u601d\u8003\u90fd\u4ee5\u7ed3\u6784\u5316\u6587\u672c\u5448\u73b0\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u51b3\u7b56\u4f9d\u636e\u900f\u660e\u3001\u53ef\u8ffd\u6eaf\u3001\u53ef\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

    \u5982\u540c\u4e00\u4f4d\u653e\u5c04\u79d1\u533b\u751f\u5728\u9605\u7247\u65f6\uff0c\u4e0d\u4ec5\u7ed9\u51fa\u8bca\u65ad\uff0c\u66f4\u6807\u6ce8\u51fa\u5f71\u54cd\u8bca\u65ad\u7684\u56fe\u50cf\u8d28\u91cf\u56e0\u7d20\u3002\u8fd9\u4e0d\u4ec5\u662f\u6027\u80fd\u7684\u63d0\u5347\uff0c\u66f4\u662f\u5411\u53ef\u4fe1\u3001\u53ef\u9760AI\u8fc8\u51fa\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n\n\n\n

    \"\"\/<\/figure>\n\n\n\n

    Robust-R1\u4e0e\u73b0\u6709\u65b9\u6cd5\u7684\u5bf9\u6bd4\u3002\u73b0\u6709\u65b9\u6cd5\uff08A\uff09\u4ec5\u901a\u8fc7\u9690\u5f0f\u8bad\u7ec3\u589e\u5f3a\u89c6\u89c9\u7f16\u7801\u5668\uff1bRobust-R1\uff08B\uff09\u901a\u8fc7\u663e\u5f0f\u63a8\u7406\u94fe\u5b9e\u73b0\u9000\u5316\u611f\u77e5\u3002<\/p>\n\n\n\n

    \u6280\u672f\u5185\u6838\uff0c\u4e09\u9636\u6bb5\u6784\u5efa\u300c\u9000\u5316\u611f\u77e5\u63a8\u7406\u5f15\u64ce\u300d<\/strong><\/h2>\n\n\n\n

    \u7b2c\u4e00\u9636\u6bb5\uff1a\u7ed3\u6784\u5316\u63a8\u7406\u94fe\u76d1\u7763\u5fae\u8c03<\/strong><\/h3>\n\n\n\n

    \u56e2\u961f\u9996\u5148\u6784\u5efa\u4e86\u4e00\u5957\u7279\u6b8a\u6807\u8bb0\u4f53\u7cfb<\/strong>\uff0c\u5c06\u63a8\u7406\u8fc7\u7a0b\u5f3a\u5236\u7ed3\u6784\u5316\uff1a<\/p>\n\n\n\n

    \"\"\/<\/figure>\n\n\n\n

    \u901a\u8fc7\u5728\u5927\u89c4\u6a21\u5408\u6210\u9000\u5316\u6570\u636e\u4e0a\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff0c\u6a21\u578b\u4e60\u5f97\u4e86\u300c\u5148\u8bca\u65ad\uff0c\u540e\u63a8\u7406\u300d\u7684\u57fa\u672c\u6a21\u5f0f\u3002<\/p>\n\n\n\n

    \u7b2c\u4e8c\u9636\u6bb5\uff1a\u9000\u5316\u53c2\u6570\u7cbe\u51c6\u5bf9\u9f50\u5956\u52b1<\/strong><\/h3>\n\n\n\n

    \u4f20\u7edf\u65b9\u6cd5\u4e2d\uff0c\u6a21\u578b\u5bf9\u9000\u5316\u7684\u611f\u77e5\u662f\u6a21\u7cca\u7684\u3002Robust-R1\u8bbe\u8ba1\u4e86\u9000\u5316\u611f\u77e5\u5956\u52b1\u51fd\u6570<\/strong>\uff0c\u76f4\u63a5\u4f18\u5316\u6a21\u578b\u5bf9\u9000\u5316\u7c7b\u578b\u4e0e\u5f3a\u5ea6\u7684\u5224\u65ad\u51c6\u786e\u7387\uff1a<\/p>\n\n\n\n

      \n
    • \u7cbe\u786e\u5339\u914d\u9000\u5316\u7c7b\u578b\uff08\u5982\u300c\u8fd0\u52a8\u6a21\u7cca\u300d vs \u300c\u9ad8\u65af\u566a\u58f0\u300d\uff09<\/li>\n\n\n\n
    • \u6700\u5c0f\u5316\u5f3a\u5ea6\u4f30\u8ba1\u8bef\u5dee\uff08\u5982\u9884\u6d4b\u5f3a\u5ea60.5 vs \u771f\u5b9e\u5f3a\u5ea60.47\uff09<\/li>\n<\/ul>\n\n\n\n

      \u8fd9\u4e00\u5956\u52b1\u673a\u5236\u786e\u4fdd\u6a21\u578b\u4e0d\u518d\u662f\u300c\u611f\u89c9\u6709\u70b9\u6a21\u7cca\u300d\uff0c\u800c\u662f\u80fd\u91cf\u5316\u5224\u65ad\u300c\u6a21\u7cca\u5230\u4ec0\u4e48\u7a0b\u5ea6\u300d\u3002<\/strong><\/p>\n\n\n\n

      \u7b2c\u4e09\u9636\u6bb5\uff1a\u52a8\u6001\u63a8\u7406\u6df1\u5ea6\u81ea\u9002\u5e94\u8c03\u63a7<\/strong><\/h3>\n\n\n\n

      \u5e76\u975e\u6240\u6709\u9000\u5316\u90fd\u9700\u8981\u7b49\u91cf\u8ba1\u7b97\u3002Robust-R1\u5f15\u5165\u52a8\u6001\u94fe\u957f\u8c03\u8282\u673a\u5236<\/strong>\uff1a<\/p>\n\n\n\n

      \u8f7b\u5ea6\u9000\u5316<\/strong>\uff08\u5982\u8f7b\u5fae\u566a\u70b9\uff09\u2192 \u77ed\u94fe\u5feb\u901f\u63a8\u7406<\/p>\n\n\n\n

      \u91cd\u5ea6\u9000\u5316<\/strong>\uff08\u5982\u4e25\u91cd\u6a21\u7cca+\u906e\u6321\uff09\u2192 \u957f\u94fe\u6df1\u5ea6\u5206\u6790<\/p>\n\n\n\n

      \"\"\/<\/figure>\n\n\n\n

      Robust-R1\u7684\u4e8c\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\u793a\u610f\u56fe<\/p>\n\n\n\n

      \u6570\u636e\u5f15\u64ce\uff0c\u5408\u621011K\u300c\u9000\u5316\u8bca\u65ad\u6559\u79d1\u4e66\u300d<\/strong><\/h2>\n\n\n\n

      \u4e3a\u8bad\u7ec3\u8fd9\u5957\u7cfb\u7edf\uff0c\u7814\u7a76\u56e2\u961f\u6784\u5efa\u4e86\u4e1a\u754c\u9996\u4e2a\u5927\u89c4\u6a21\u9000\u5316\u611f\u77e5\u63a8\u7406\u6570\u636e\u96c6<\/strong>\uff1a<\/p>\n\n\n\n

        \n
      • \u8986\u76d6\u771f\u5b9e\u4e16\u754c\u56db\u5927\u9000\u5316\u9636\u6bb5<\/strong>\uff1a\u91c7\u96c6 \u2192 \u4f20\u8f93 \u2192 \u73af\u5883 \u2192 \u540e\u5904\u7406<\/li>\n\n\n\n
      • 16\u79cd\u7cbe\u7ec6\u5316\u9000\u5316\u7c7b\u578b<\/strong>\uff1a\u4ece\u5149\u5b66\u7578\u53d8\u5230\u7f51\u7edc\u538b\u7f29\uff0c\u4ece\u5149\u7167\u4e0d\u8db3\u5230\u4eba\u4e3a\u6d82\u6539<\/li>\n\n\n\n
      • \u5168\u94fe\u6761\u6807\u6ce8<\/strong>\uff1a\u6bcf\u4e2a\u6837\u672c\u4e0d\u4ec5\u5305\u542b\u9000\u5316\u53c2\u6570\uff0c\u66f4\u5305\u542b\u5b8c\u6574\u7684\u300c\u8bca\u65ad\u2192\u5206\u6790\u2192\u63a8\u7406\u2192\u7ed3\u8bba\u300d\u94fe\u6761<\/li>\n<\/ul>\n\n\n\n

        \u8fd9\u4e0d\u4ec5\u662f\u6570\u636e\u96c6\uff0c\u66f4\u662f\u4e00\u90e8\u300c\u89c6\u89c9\u9000\u5316\u8bca\u65ad\u5b66\u300d\u7684\u6807\u51c6\u6559\u6750\u3002<\/strong><\/p>\n\n\n\n

        \u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u5168\u9762\u9886\u5148\uff0c\u5b9a\u4e49\u65b0SOTA<\/strong><\/h2>\n\n\n\n

        \u771f\u5b9e\u9000\u5316\u57fa\u51c6\u6d4b\u8bd5 (R-Bench)<\/strong><\/h3>\n\n\n\n

        \u5728\u4e13\u95e8\u8bc4\u4f30\u771f\u5b9e\u4e16\u754c\u9000\u5316\u7406\u89e3\u7684R-Bench\u57fa\u51c6\u4e0a\uff0cRobust-R1\u5728\u4f4e\u3001\u4e2d\u3001\u9ad8\u4e09\u79cd\u9000\u5316\u5f3a\u5ea6\u4e0b\uff0c\u5168\u9762\u8d85\u8d8a\u6240\u6709\u901a\u7528\u53ca\u4e13\u7528\u9c81\u68d2MLLM\u57fa\u7ebf<\/strong>\uff0c\u53d6\u5f97\u7efc\u5408\u6027\u80fd\u7b2c\u4e00\u3002<\/p>\n\n\n\n

        \"\"\/<\/figure>\n\n\n\n

        R-Bench\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\uff0cRobust-R1\u663e\u8457\u9886\u5148<\/p>\n\n\n\n

        \u5bf9\u6297\u9000\u5316\u538b\u529b\u6d4b\u8bd5<\/strong><\/h3>\n\n\n\n

        \u5728MMMB\u3001MMStar\u3001RealWorldQA\u4e09\u5927\u901a\u7528VQA\u57fa\u51c6\u4e0a\uff0c\u5bf9\u56fe\u50cf\u65bd\u52a0\u4e0d\u540c\u7a0b\u5ea6\u7684\u5408\u6210\u9000\u5316\uff08\u5f3a\u5ea625%\uff0c50%\uff0c100%\uff09\u3002Robust-R1\u5c55\u73b0\u51fa\u6781\u5f3a\u7684\u6297\u9000\u5316\u9c81\u68d2\u6027<\/strong>\uff0c\u6027\u80fd\u4e0b\u964d\u5e45\u5ea6\u8fdc\u5c0f\u4e8e\u57fa\u7ebf\u6a21\u578b\uff0c\u5728\u6781\u7aef\u9000\u5316\u4e0b\u4ecd\u80fd\u4fdd\u6301\u53ef\u7528\u7cbe\u5ea6\u3002<\/p>\n\n\n\n

        \"\"\/<\/figure>\n\n\n\n

        \u5728\u4e09\u5927\u57fa\u51c6\u4e0a\u7684\u6297\u964d\u89e3\u6027\u80fd\u5bf9\u6bd4\uff0cRobust-R1\u5728\u5404\u9879\u6307\u6807\u4e0a\u9886\u5148<\/p>\n\n\n\n

        \u5168\u9762\u9886\u5148\uff1a<\/strong>Robust-R1\uff08SFT+RL\uff09\u5728\u4e09\u5927\u57fa\u51c6\u7684\u6240\u6709\u9000\u5316\u5f3a\u5ea6\u4e0b\uff0c\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u6216\u63a5\u8fd1\u6700\u4f73\u7684\u6027\u80fd<\/strong>\u3002<\/p>\n\n\n\n

        \u6297\u8870\u51cf\u80fd\u529b\u5f3a\uff1a<\/strong>\u968f\u7740\u9000\u5316\u5f3a\u5ea6\u4ece25%\u589e\u52a0\u5230100%\uff0cRobust-R1\u7684\u6027\u80fd\u4e0b\u964d\u5e45\u5ea6\u663e\u8457\u5c0f\u4e8e\u6240\u6709\u57fa\u7ebf\u6a21\u578b<\/strong>\uff0c\u8bc1\u660e\u4e86\u5176\u5353\u8d8a\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n

        \u6781\u7aef\u573a\u666f\u53ef\u7528\uff1a<\/strong>\u5728100%\u5f3a\u5ea6\u7684\u6781\u7aef\u9000\u5316\u4e0b\uff0cRobust-R1\u7684\u6027\u80fd\u4ecd\u5927\u5e45\u9886\u5148\u4e8e\u4e13\u7528\u9c81\u68d2\u6a21\u578b\uff08TeCoA\u3001Robust CLIP\uff09\uff0c\u9a8c\u8bc1\u4e86\u5176\u5728\u5b9e\u9645\u590d\u6742\u573a\u666f\u4e2d\u7684\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n

        \u53ef\u89e3\u91ca\u6027\u5c55\u793a\uff1a\u6253\u5f00\u63a8\u7406\u9ed1\u7bb1<\/strong><\/h3>\n\n\n\n

        \u4ee5\u4e0b\u662fRobust-R1\u5904\u7406\u4e00\u5f20\u5e26\u6709\u9000\u5316\u7684\u82b1\u56ed\u96d5\u50cf\u56fe\u50cf\u7684\u5b8c\u6574\u63a8\u7406\u94fe\u8f93\u51fa\uff1a<\/p>\n\n\n\n

        \"\"\/<\/figure>\n\n\n\n

        Robust-R1\u5728\u9000\u5316\u56fe\u50cf\u4e0a\u7684\u53ef\u89c6\u5316\u63a8\u7406\u793a\u4f8b\u3002<\/p>\n\n\n\n

        \u8bca\u65ad\uff1a<\/strong>lens blur(0.31), lens flare(0.05) <\/p>\n\n\n\n

        \u5f71\u54cd\u5206\u6790\uff1a<\/strong>The lens blur affects the clarity of the image, making it slightly less detailed. This can make it challenging to discern finer details or textures, such as the texture of the bears’ fur or the surface of the rocks. <\/p>\n\n\n\n

        \u539f\u59cb\u8bed\u4e49\u63a8\u7406\uff1a<\/strong>The image depicts three bear statues placed in a garden setting. The bears appear to be made of stone or a similar material, which is consistent with the appearance of fake objects. <\/p>\n\n\n\n

        \u7ed3\u8bba\uff1a<\/strong>The bears in the image are fake, as they are made of stone or a similar material, and the surrounding environment appears artificial. Therefore, the correct answer is 0. <\/p>\n\n\n\n

        \u6df1\u8fdc\u5f71\u54cd\uff0c\u5f00\u542f\u53ef\u4fe1\u3001\u53ef\u9760\u591a\u6a21\u6001\u667a\u80fd\u65b0\u7bc7\u7ae0<\/strong><\/h2>\n\n\n\n

        Robust-R1\u7684\u8d21\u732e\u8fdc\u4e0d\u6b62\u4e00\u9879SOTA\uff1a<\/p>\n\n\n\n

          \n
        1. \u8303\u5f0f\u521b\u65b0\uff1a<\/strong>\u5f00\u521b\u4e86\u300c\u663e\u5f0f\u9000\u5316\u611f\u77e5\u63a8\u7406<\/strong>\u300d\u65b0\u8303\u5f0f\uff0c\u4e3a\u9c81\u68d2MLLM\u7814\u7a76\u6307\u660e\u65b0\u65b9\u5411\u3002<\/li>\n\n\n\n
        2. \u53ef\u4fe1AI\uff1a<\/strong>\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u53ef\u89e3\u91ca\u63a8\u7406\u94fe<\/strong>\uff0c\u6781\u5927\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u5173\u952e\u5e94\u7528\u4e2d\u7684\u900f\u660e\u5ea6\u548c\u53ef\u4fe1\u5ea6\u3002<\/li>\n\n\n\n
        3. \u9ad8\u6548\u5b9e\u7528\uff1a<\/strong>\u52a8\u6001\u63a8\u7406\u673a\u5236\u5e73\u8861\u4e86\u6027\u80fd\u4e0e\u6548\u7387\uff0c\u66f4\u5177\u5b9e\u7528\u4ef7\u503c\u3002<\/li>\n<\/ol>\n\n\n\n

          \u8fd9\u9879\u5de5\u4f5c\u6807\u5fd7\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\u4ece\u8ffd\u6c42\u300c\u5728\u6e05\u6670\u4e16\u754c\u4e2d\u8868\u73b0\u5b8c\u7f8e<\/strong>\u300d\uff0c\u5411\u8ffd\u6c42\u300c\u5728\u590d\u6742\u73b0\u5b9e\u4e2d\u53ef\u9760\u51b3\u7b56<\/strong>\u300d\u7684\u91cd\u5927\u8f6c\u53d8\u3002 <\/p>\n\n\n\n

          \u5f53\u5927\u591a\u6570\u6a21\u578b\u4ecd\u5728\u5b66\u4e60\u5982\u4f55\u300c\u770b\u5f97\u66f4\u6e05\u300d\u65f6\uff0cRobust-R1\u5df2\u6559\u4f1a\u6a21\u578b\u5982\u4f55\u300c\u5728\u770b\u4e0d\u6e05\u65f6\uff0c\u4f9d\u7136\u60f3\u5f97\u660e\u767d\u300d\u3002\u8fd9\u624d\u662f\u901a\u5411\u771f\u6b63\u667a\u80fd\u4f53\u7684\u5173\u952e\u4e00\u6b65\u3002<\/strong><\/p>\n\n\n\n

          \u53c2\u8003\u8d44\u6599\uff1ahttps:\/\/arxiv.org\/abs\/2512.17532 <\/p>\n","protected":false},"excerpt":{"rendered":"

          \u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/36kr.com\/p […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-35818","post","type-post","status-publish","format-standard","hentry","category-technology-frontier","category-home"],"views":0,"_links":{"self":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/35818"}],"collection":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/comments?post=35818"}],"version-history":[{"count":2,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/35818\/revisions"}],"predecessor-version":[{"id":35821,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/posts\/35818\/revisions\/35821"}],"wp:attachment":[{"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/media?parent=35818"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/categories?post=35818"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/222.128.65.89:18086\/index.php\/wp-json\/wp\/v2\/tags?post=35818"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}