A curated collection of all media coverage, community discussions, and official resources for the VBVR project.
🌐 Website · 📄 Paper · 🤗 HuggingFace · 💻 GitHub · 🏆 Leaderboard
💡 Tip: For the best experience, open
index.htmlin your browser — it features an interactive UI with search, filters, and dark/light mode.
| 📅 Release | 🏅 Award | 📹 Dataset | 🧩 Tasks |
|---|---|---|---|
| Feb 24, 2026 | HF #1 Paper of Month | 1M+ clips · ~370 GB | 200 tasks · 5 domains |
| 🤖 Best Open Model | 🥈 vs Sora 2 | 🥉 vs Veo 3.1 | 👤 Human Baseline |
|---|---|---|---|
| VBVR-Wan2.2 · 68.5% | Sora 2 · 54.6% | Veo 3.1 · 48.0% | 97.4% |
| Resource | Description | Link |
|---|---|---|
| 📄 Paper | arXiv:2602.20159 — Full PDF & HTML |  |
| 🤗 HuggingFace Paper | HF Paper page · discussions & upvotes | huggingface.co/papers/2602.20159 |
| 🌐 Official Website | video-reason.com | video-reason.com |
| 🤖 VBVR-Wan2.2 | Best open-source model · 68.5% on bench | HuggingFace Model |
| 📦 VBVR-Dataset | 1M+ videos · 200 tasks · ~370 GB | HuggingFace Dataset |
| 📊 VBVR-Bench-Data | 500-sample benchmark test set | HuggingFace Dataset |
| 🎬 video-mcp | Video reasoning clips dataset · 20.8k ⭐ | HuggingFace Dataset |
| 🏆 Leaderboard | Public benchmark leaderboard | HF Space |
| 💻 GitHub | Code & EvalKit | VBVR-DataFactory |
Use
index.htmlfor a searchable, filterable view of all entries below.
| Source | Article |
|---|---|
| 🤗 HuggingFace Daily Papers | A Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month |
| 🤗 HuggingFace | Papers of the Month — February 2026 |
| 📄 arXiv | A Very Big Video Reasoning Suite — PDF |
| 📄 arXiv | A Very Big Video Reasoning Suite — HTML Full Text |
| 📰 The Decoder | Video AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix |
| 🧠 EmergentMind | VBVR Paper Discussion |
| 🧠 EmergentMind | VBVR: Scalable Video Reasoning Benchmark — Video |
| ✍️ alanhou.org | arXiv: A Very Big Video Reasoning Suite — Blog Summary |
| 🔬 hyper.ai | A Very Big Video Reasoning Suite — Paper Page |
| 🔬 alphaXiv | A Very Big Video Reasoning Suite — Discussion |
| 🎨 OpenArt | A Very Big Video Reasoning Suite — Workflow |
| VBVR Discussion — Group Post | |
| 🤗 HuggingFace | VBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇 |
| Source | Link |
|---|---|
| 🏛️ BAAI | A Very Big Video Reasoning Suite — Paper page |
| Platform | Link |
|---|---|
| 🤗 HuggingFace | Paper Discussion & Upvotes |
| 🤗 HuggingFace | VBVR-Wan2.2 Model Discussions |
| 🏆 HuggingFace Space | VBVR-Bench Leaderboard |
| 💬 Slack | Official VBVR Community |
| 💻 GitHub | VBVR-DataFactory Organization |
Rankings as of Mar 2026. Source: VBVR-Bench-Leaderboard
🚨 Human baseline is 97.4% — AI models still have ~29 points to close.
| Rank | Model | Score | Type |
|---|---|---|---|
| 👤 | Human Baseline | 97.4% | — |
| 🥇 | VBVR-Wan2.2 | 68.5% | Open Source |
| 🥈 | Sora 2 | 54.6% | Commercial |
| 🥉 | Veo 3.1 | 48.0% | Commercial |
| Domain | Description |
|---|---|
| 👁️ Perception | Visual content recognition and understanding |
| 🧠 Abstraction | Conceptualization and pattern induction |
| 📐 Spatiality | 3D spatial relations and motion trajectories |
| 🔄 Transformation | Object state changes and causal chains |
| 📖 Knowledge | World knowledge and common-sense integration |
If you use VBVR in your research, please cite:
@article{vbvr2026,
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}
}Found a media article about VBVR that's not listed here? PRs are very welcome!
- Open
index.htmlin a text editor - Find the appropriate category section
- Copy an existing
<a class="media-entry">block and fill in the new URL & title - Submit a PR — or email: hokinxqdeng@gmail.com
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