@article{towardscalablevideonarrationatrainingfre, title = {Toward Scalable Video Narration: A Training-free Approach Using Multimodal Large Language Models}, author = {Tz-Ying Wu and Tahani Trigui and Sharath Nittur Sridhar and Anand Bodas and Subarna Tripathi}, year = {2025}, eprint = {2507.17050}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.17050}, }