Visual-ERM

{
  "errors": [
    {
      "category": "structure_error",
      "severity": 3,
      "location": "legend area",
      "description": "The legend is placed outside the plot area in the prediction."
    },
    {
      "category": "style_error",
      "severity": 2,
      "location": "bar colors",
      "description": "The colors differ from those in the reference image."
    }
  ]
}

@article{liu2026visual,
  title={Visual-ERM: Reward Modeling for Visual Equivalence},
  author={Liu, Ziyu and Ding, Shengyuan and Fang, Xinyu and Dai, Xuanlang and Yang, Penghui and Liang, Jianze and Wang, Jiaqi and Chen, Kai and Lin, Dahua and Zang, Yuhang},
  journal={arXiv preprint arXiv:2603.13224},
  year={2026}
}