@article{mllmvadstorydomainknowledgedrivenmultimo, title = {MLLM-VADStory: Domain Knowledge-Driven Multimodal LLMs for Video Ad Storyline Insights}, author = {Jasmine Yang and Poppy Zhang and Shawndra Hill}, year = {2026}, eprint = {2601.07850}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.07850}, }