Add dataset card, link to paper and code (#1)

- Add dataset card, link to paper and code (d26faf676451245021e0a9464ea52eb2024de808)


Co-authored-by: Niels Rogge <nielsr@users.noreply.huggingface.co>

README.md

@@ -0,0 +1,34 @@
+---
+license: cc-by-nc-4.0
+task_categories:
+- image-text-to-text
+---
+
+# AVerImaTeC-Filled
+
+This dataset provides a filled knowledge store and precomputed embeddings for the AVerImaTeC shared task, supporting the system described in the paper [VILLAIN at AVerImaTeC: Verifying Image-Text Claims via Multi-Agent Collaboration](https://huggingface.co/papers/2602.04587).
+
+[**Code**](https://github.com/ssu-humane/VILLAIN) | [**Paper**](https://huggingface.co/papers/2602.04587)
+
+## Dataset Description
+
+Generating embeddings for knowledge stores (both text and image) is computationally expensive and time-consuming. This repository releases precomputed assets to facilitate research and reproducibility for the AVerImaTeC task. 
+
+It includes:
+- **Filled `text_related` knowledge store**: Data for the validation and test splits.
+- **Vector Store**: For saving and loading persistent data.
+- **Precomputed text embeddings**: For both the original and filled knowledge bases.
+- **Precomputed image embeddings**: For both the original and filled knowledge bases.
+
+## Citation
+
+If you find this dataset or the associated code useful, please cite:
+
+```bibtex
+@article{jung2026villain,
+  title={VILLAIN at AVerImaTeC: Verifying Image-Text Claims via Multi-Agent Collaboration},
+  author={Jung, Jaeyoon and Yoon, Yejun and Yoon, Seunghyun and Park, Kunwoo},
+  journal={arXiv preprint arXiv:2602.04587},
+  year={2026}
+}
+```