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docs: add citation info to README

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@@ -256,4 +256,20 @@ We welcome contributions of all kinds! Whether you have ideas, feature requests,
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  Follow [OpenMed Org](https://huggingface.co/OpenMed) on Hugging Face 🤗 and click "Watch" to stay updated on our latest releases and developments.
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  Follow [OpenMed Org](https://huggingface.co/OpenMed) on Hugging Face 🤗 and click "Watch" to stay updated on our latest releases and developments.
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+ ## Citation
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+
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+ If you use this model in your research or applications, please cite the following paper:
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+ ```latex
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+ @misc{panahi2025openmedneropensourcedomainadapted,
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+ title={OpenMed NER: Open-Source, Domain-Adapted State-of-the-Art Transformers for Biomedical NER Across 12 Public Datasets},
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+ author={Maziyar Panahi},
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+ year={2025},
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+ eprint={2508.01630},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2508.01630},
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+ }
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+ ```
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+ Proper citation helps support and acknowledge my work. Thank you!