Hi! I'm Niels from the Hugging Face community science team. I've updated the dataset card to include:
- A link to the [ICML 2026 paper](https://huggingface.co/papers/2606.15200).
- A link to the official [GitHub repository](https://github.com/cocowy1/UCS-Bench).
- The `video-text-to-text` task category in the metadata.
- Dataset download instructions via the `huggingface-cli`.
- The official BibTeX citation.
This will make the dataset more discoverable and easier for researchers to cite!