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@@ -11,34 +11,35 @@ tags:
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  - video-generation
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  - reasoning
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  ---
 
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  <div align="center">
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  ### We bet on a future where video reasoning is the next fundamental intelligence paradigm.
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- [🌐 Website](https://video-reason.com) | [πŸ’» GitHub](https://github.com/VBVR-DataFactory)
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  </div>
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- ---
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  ## About Us
 
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  **Video-Reason** is a research initiative dedicated to advancing **video reasoning** as the next foundational intelligence paradigm β€” where spatiotemporal, embodied world experiences are more naturally captured than through text alone. We build large-scale datasets, benchmarks, and models to systematically study and scale video reasoning capabilities.
 
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  ## VBVR: A Very Big Video Reasoning Suite
 
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  Our flagship project, **VBVR (Very Big Video Reasoning)**, introduces an unprecedentedly large-scale resource for video reasoning research:
 
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  - **200** curated reasoning tasks across 5 domains: **Perception**, **Abstraction**, **Spatiality**, **Transformation**, and **Knowledge**
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  - **1,000,000+** video clips β€” approximately three orders of magnitude larger than existing datasets
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  - **Verifiable evaluation** via rule-based, human-aligned scorers (no model-based judging)
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  - **Early signs of emergent generalization** to unseen reasoning tasks through large-scale scaling studies
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- ---
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  ## Links
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- - **Website**: [Video-Reason.com](https://video-reason.com/)
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- - **Paper**: [A Very Big Video Reasoning Suite](https://arxiv.org/abs/2602.20159v1)
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- - **Slack**: [Join our workspace](https://join.slack.com/t/video-reason/shared_invite/zt-3qqf23icm-UC29fatWWYsIuzRNBR1lgg)
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- - **HuggingFace**: [Video-Reason](https://huggingface.co/Video-Reason)
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- - **Contact**: [hokinxqdeng@gmail.com](mailto:hokinxqdeng@gmail.com)
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-
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- ---
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  ## Citation
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@@ -65,5 +66,4 @@ If you use VBVR in your research, please cite:
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  journal = {arXiv preprint arXiv:2602.20159},
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  year = {2026},
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  url = {https://arxiv.org/abs/2602.20159}
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- }
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- ```
 
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  - video-generation
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  - reasoning
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  ---
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+
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  <div align="center">
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  ### We bet on a future where video reasoning is the next fundamental intelligence paradigm.
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+ [🌐 Website](https://video-reason.com) Β· [πŸ’» GitHub](https://github.com/VBVR-DataFactory)
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  </div>
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  ## About Us
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+
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  **Video-Reason** is a research initiative dedicated to advancing **video reasoning** as the next foundational intelligence paradigm β€” where spatiotemporal, embodied world experiences are more naturally captured than through text alone. We build large-scale datasets, benchmarks, and models to systematically study and scale video reasoning capabilities.
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+
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  ## VBVR: A Very Big Video Reasoning Suite
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+
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  Our flagship project, **VBVR (Very Big Video Reasoning)**, introduces an unprecedentedly large-scale resource for video reasoning research:
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+
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  - **200** curated reasoning tasks across 5 domains: **Perception**, **Abstraction**, **Spatiality**, **Transformation**, and **Knowledge**
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  - **1,000,000+** video clips β€” approximately three orders of magnitude larger than existing datasets
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  - **Verifiable evaluation** via rule-based, human-aligned scorers (no model-based judging)
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  - **Early signs of emergent generalization** to unseen reasoning tasks through large-scale scaling studies
 
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  ## Links
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+ - **Website**: https://video-reason.com
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+ - **Paper**: https://arxiv.org/abs/2602.20159
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+ - **Slack**: https://join.slack.com/t/video-reason/shared_invite/zt-3qqf23icm-UC29fatWWYsIuzRNBR1lgg
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+ - **Hugging Face**: https://huggingface.co/Video-Reason
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+ - **Contact**: hokinxqdeng@gmail.com
 
 
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  ## Citation
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  journal = {arXiv preprint arXiv:2602.20159},
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  year = {2026},
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  url = {https://arxiv.org/abs/2602.20159}
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+ }