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@@ -68,14 +68,11 @@ python script/run_all_gen.py \
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  ```
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  ## Citation
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-
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- If you find this benchmark useful, please cite the following:
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-
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  ```bibtex
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- @misc{virobench2025,
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- title={ViroBench: Benchmarking Nucleotide Foundation Models on Viral Genomics Tasks},
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- author={Qianjin Y. et al.},
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- year={2025},
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- url={https://huggingface.co/papers/2605.25388}
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  }
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  ```
 
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  ```
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  ## Citation
 
 
 
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  ```bibtex
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+ @article{ye2026virobench,
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+ title={ViroBench: Benchmarking Nucleotide Foundation Models on Viral Genomics Tasks},
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+ author={Ye, Dongxin and Hu, Fang and Hu, Han and Hu, Shu and Tan, Yang and Ouyang, Wanli and Li, Stan Z and Cui, Jie and Dong, Nanqing},
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+ journal={arXiv preprint arXiv:2605.25388},
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+ year={2026}
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  }
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  ```