@article{pointslongadaptivedualmodevisualreasonin,
  title = {POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs},
  author = {Haicheng Wang and Yuan Liu and Yikun Liu and Zhemeng Yu and Zhongyin Zhao and Yangxiu You and Zilin Yu and Le Tian and Xiao Zhou and Jie Zhou and Weidi Xie and Yanfeng Wang},
  year = {2026},
  eprint = {2604.11627},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.11627},
}