@article{thinkingwithvideosmultimodaltoolaugmente, title = {Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning}, author = {Haoji Zhang and Xin Gu and Jiawen Li and Chixiang Ma and Sule Bai and Chubin Zhang and Bowen Zhang and Zhichao Zhou and Dongliang He and Yansong Tang}, year = {2025}, eprint = {2508.04416}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.04416}, }