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The dataset for VideoAds benchmarks:

For video and subtitle files for the dataset, remember to unzip the videoads.zip file under the dataset cache_dir and modify the yaml config under lmms-eval

Note this dataset can be only used for academic/research application.

If you consider this dataset useful, please cite,

@article{zhang2025videoads,
  title={VideoAds for Fast-Paced Video Understanding: Where Opensource Foundation Models Beat GPT-4o \& Gemini-1.5 Pro},
  author={Zhang, Zheyuan and Dou, Monica and Peng, Linkai and Pan, Hongyi and Bagci, Ulas and Gong, Boqing},
  journal={arXiv preprint arXiv:2504.09282},
  year={2025}
}
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