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#
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<i class="fa-brands fa-slack fa-fw" style="margin-right: 0.5em;"></i><a href="https://growingailikeachild.slack.com/join/shared_invite/zt-309yqd0sl-W8xzOkdBPha1Jh5rnee78A#/shared-invite/email">VMevalkit slack</a> <span style="font-size: 0.85em; color: #999;">community for VMEvalKit</span><br>
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</div>
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[](https://grow-ai-like-a-child.com/video-reason/)
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[](https://github.com/hokindeng/VMEvalKit/paper/video-models-start-to-solve/Video_Model_Start_to_Solve.pdf)
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[](https://huggingface.co/VideoReason)
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[](https://github.com/hokindeng/VMEvalKit/issues/132)
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[](https://video-reason.github.io/)
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A framework to evaluate reasoning capabilities in video generation models at scale.
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## Invitation to Collaborate 🤝
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VMEvalKit is meant to be a permissively open-source **shared playground** for everyone. If you’re interested in machine cognition, video models, evaluation, or anything anything 🦄✨, we’d love to build with you:
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* 🧪 Add new reasoning tasks (planning, causality, social, physical, etc.)
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* 🎥 Plug in new video models (APIs or open-source)
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* 📊 Experiment with better evaluation metrics and protocols
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* 🧱 Improve infrastructure, logging, and the web dashboard
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* 📚 Use VMEvalKit in your own research and share back configs/scripts
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* 🌟🎉 Or Anything anything 🦄✨
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💬 **Join us on Slack** to ask questions, propose ideas, or start a collab:
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[Slack Invite](https://join.slack.com/t/growingailikeachild/shared_invite/zt-309yqd0sl-W8xzOkdBPha1Jh5rnee78A) 🚀
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## Research
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Here we keep track of papers spinned off from this code infrastructure and some works in progress.
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- [**"Video Models Start to Solve Chess, Maze, Sudoku, Mental Rotation, and Raven's Matrices"**](paper/video-models-start-to-solve/Video_Model_Start_to_Solve.pdf)
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This paper implements our experimental framework and demonstrates that leading video generation models (Sora-2 etc) can perform visual reasoning tasks with >60% success rates. See [**results**](https://grow-ai-like-a-child.com/video-reason/).
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## License
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Apache 2.0
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## Citation
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If you find VMEvalKit useful in your research, please cite:
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```bibtex
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@misc{VMEvalKit,
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author = {VMEvalKit Team},
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title = {VMEvalKit: A framework for evaluating reasoning abilities in foundational video models},
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year = {2025},
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howpublished = {\url{https://github.com/Video-Reason/VMEvalKit}}
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}
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```
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title: Video-Reason
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emoji: 🎥
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# Video-Reason 🎥🧠
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**Coming soon.**
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We’re building the entire AI infrastructure to bring **reasoning in video generation models** to the world.
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## Collaborate
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If you’re interested in video reasoning, benchmarks, eval protocols, or model integration, we’d love to collaborate.
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💬 Join us on Slack:
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https://join.slack.com/t/growingailikeachild/shared_invite/zt-309yqd0sl-W8xzOkdBPha1Jh5rnee78A
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## License
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Apache 2.0
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