@article{nicefactdiagnosingandcalibratingvlmsinqu,
  title = {NICE FACT: Diagnosing and Calibrating VLMs in Quantitative Reasoning for Kinematic Physics},
  author = {Jian Lan and Zhicheng Liu and Xinpeng Wang and Yuhao Zhou and Haokun Chen and Jiancheng Lv and Barbara Plank and Thomas Seidl},
  year = {2026},
  eprint = {2605.08452},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.08452},
}