@article{thedevilisinthedistributionsexplicit, title = {The Devil is in the Distributions: Explicit Modeling of Scene Content is Key in Zero-Shot Video Captioning}, author = {Mingkai Tian and Guorong Li and Yuankai Qi and Amin Beheshti and Javen Qinfeng Shi and Anton Van Den Hengel and Qingming Huang}, year = {2025}, eprint = {2503.23679}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.23679v1}, }