TCRS-QA: Training-Free Chain-of-Thought Reasoning for Shot-Aware Storyline Question Answering in Long-Form Videos.

@inproceedings{zeng-2026-tcrsqa, author = {Zhenpeng Zeng and Xiaoyu Wu and Xuxu Wang and Qian Yu and Yudong Wang and Zihao Liu}, editor = {Stevan Rudinac and Zi Huang and Marcel Worring and Lucia Vadicamo and Xirong Li and Pascal Mettes and Lizi Liao}, title = {{TCRS-QA: Training-Free Chain-of-Thought Reasoning for Shot-Aware Storyline Question Answering in Long-Form Videos}}, booktitle = {{Proceedings of the 2026 International Conference on Multimedia Retrieval, ICMR 2026, Amsterdam, The Netherlands, June 16-19, 2026}}, pages = {1514--1522}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805622.3810669}, doi = {https://doi.org/10.1145/3805622.3810669} }