Update README.md

README.md

@@ -28,17 +28,42 @@ Our flagship project, **VBVR (Very Big Video Reasoning)**, introduces an unprece
 - **1,000,000+** video clips — approximately three orders of magnitude larger than existing datasets
 - **Verifiable evaluation** via rule-based, human-aligned scorers (no model-based judging)
 - **Early signs of emergent generalization** to unseen reasoning tasks through large-scale scaling studies
-## Releases
-| Resource | Description | Link |
-|---|---|---|
-| **VBVR-Wan2.2** | Strong baseline model fine-tuned from Wan2.2-I2V-A14B on the VBVR Dataset | [Model](https://huggingface.co/Video-Reason/VBVR-Wan2.2) |
-| **VBVR-Bench-Data** | Official benchmark test set (500 samples across in-domain and out-of-domain splits) | [Dataset](https://huggingface.co/datasets/Video-Reason/VBVR-Bench-Data) |
-| **VBVR-Bench-Leaderboard** | Public leaderboard for standardized model comparison | [Space](https://huggingface.co/spaces/Video-Reason/VBVR-Bench-Leaderboard) |
+---
+
+## Links
+
+- **Website**: [Video-Reason.com](https://video-reason.com/)
+- **Paper**: [A Very Big Video Reasoning Suite](https://arxiv.org/abs/2602.20159v1)
+- **Slack**: [Join our workspace](https://join.slack.com/t/video-reason/shared_invite/zt-3qqf23icm-UC29fatWWYsIuzRNBR1lgg)
+- **HuggingFace**: [Video-Reason](https://huggingface.co/Video-Reason)
+- **Contact**: [hokinxqdeng@gmail.com](mailto:hokinxqdeng@gmail.com)
+
+---
+
 ## Citation
+
+If you use VBVR in your research, please cite:
+
 ```bibtex
 @article{vbvr2026,
-  title={A Very Big Video Reasoning Suite},
-  author={Wang, Maijunxian and Wang, Ruisi and Lin, Juyi and Ji, Ran and Wiedemer, Thaddäus and Gao, Qingying and Luo, Dezhi and Qian, Yaoyao and Huang, Lianyu and Hong, Zelong and Ge, Jiahui and Ma, Qianli and He, Hang and Zhou, Yifan and Guo, Lingzi and Mei, Lantao and Li, Jiachen and Xing, Hanwen and Zhao, Tianqi and Yu, Fengyuan and Xiao, Weihang and Jiao, Yizheng and Hou, Jianheng and Zhang, Danyang and Xu, Pengcheng and Zhong, Boyang and Zhao, Zehong and Fang, Gaoyun and Kitaoka, John and Xu, Yile and Xu, Hua and Blacutt, Kenton and Nguyen, Tin and Song, Siyuan and Sun, Haoran and Wen, Shaoyue and He, Linyang and Wang, Runming and Wang, Yanzhi and Yang, Mengyue and Ma, Ziqiao and Millière, Raphaël and Shi, Freda and Vasconcelos, Nuno and Khashabi, Daniel and Yuille, Alan and Du, Yilun and Liu, Ziming and Lin, Dahua and Liu, Ziwei and Kumar, Vikash and Li, Yijiang and Yang, Lei and Cai, Zhongang and Deng, Hokin},
-  year={2026}
+  title   = {A Very Big Video Reasoning Suite},
+  author  = {Wang, Maijunxian and Wang, Ruisi and Lin, Juyi and Ji, Ran and
+             Wiedemer, Thadd{\"a}us and Gao, Qingying and Luo, Dezhi and
+             Qian, Yaoyao and Huang, Lianyu and Hong, Zelong and Ge, Jiahui and
+             Ma, Qianli and He, Hang and Zhou, Yifan and Guo, Lingzi and
+             Mei, Lantao and Li, Jiachen and Xing, Hanwen and Zhao, Tianqi and
+             Yu, Fengyuan and Xiao, Weihang and Jiao, Yizheng and
+             Hou, Jianheng and Zhang, Danyang and Xu, Pengcheng and
+             Zhong, Boyang and Zhao, Zehong and Fang, Gaoyun and Kitaoka, John and
+             Xu, Yile and Xu, Hua and Blacutt, Kenton and Nguyen, Tin and
+             Song, Siyuan and Sun, Haoran and Wen, Shaoyue and He, Linyang and
+             Wang, Runming and Wang, Yanzhi and Yang, Mengyue and Ma, Ziqiao and
+             Milli{\`e}re, Rapha{\"e}l and Shi, Freda and Vasconcelos, Nuno and
+             Khashabi, Daniel and Yuille, Alan and Du, Yilun and Liu, Ziming and
+             Lin, Dahua and Liu, Ziwei and Kumar, Vikash and Li, Yijiang and
+             Yang, Lei and Cai, Zhongang and Deng, Hokin},
+  journal = {arXiv preprint arXiv:2602.20159},
+  year    = {2026},
+  url     = {https://arxiv.org/abs/2602.20159}
 }
-```
+```