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@@ -318,12 +318,14 @@ The data distribution is also shaped by what is publicly available online. Educa
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  If you use SignVerse-2M in academic work, please cite:
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  ```bibtex
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- @inproceedings{fang2026signverse2m,
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- title = {{SignVerse-2M}: A Two-Million-Clip Pose-Native Universe of 25+ Sign Languages},
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- author = {Fang, Sen and Zhong, Hongbin and Zhang, Yanxin and Metaxas, Dimitris N.},
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- booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
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- year = {2026},
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- note = {Evaluations \& Datasets Track}
 
 
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  }
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  ```
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  If you use SignVerse-2M in academic work, please cite:
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  ```bibtex
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+ @misc{fang2026signverse2mtwomillionclipposenativeuniverse,
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+ title={SignVerse-2M: A Two-Million-Clip Pose-Native Universe of 25+ Sign Languages},
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+ author={Sen Fang and Hongbin Zhong and Yanxin Zhang and Dimitris N. Metaxas},
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+ year={2026},
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+ eprint={2605.01720},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2605.01720},
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  }
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  ```
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