@article{vlmjudgescanrankbutcannotscoretaskdepend,
  title = {VLM Judges Can Rank but Cannot Score: Task-Dependent Uncertainty in Multimodal Evaluation},
  author = {Divake Kumar and Sina Tayebati and Devashri Naik and Ranganath Krishnan and Amit Ranjan Trivedi},
  year = {2026},
  eprint = {2604.25235},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.25235},
}