VideoAds / README.md
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metadata
dataset_info:
  features:
    - name: question_id
      dtype: string
    - name: video_name
      dtype: string
    - name: url
      dtype: string
    - name: videoID
      dtype: string
    - name: question
      dtype: string
    - name: options
      sequence: string
    - name: answer
      dtype: string
    - name: type
      dtype: string
    - name: hints
      dtype: string
  splits:
    - name: test
      num_bytes: 445365
      num_examples: 1100
    - name: cot
      num_bytes: 74976
      num_examples: 100
  download_size: 987728
  dataset_size: 520341
configs:
  - config_name: default
    data_files:
      - split: test
        path: data/test-*
      - split: cot
        path: data/cot-*

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}
}