Add model card and paper link

README.md

@@ -1,3 +1,24 @@
----
-license: mit
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+---
+license: mit
+pipeline_tag: other
+---
+
+# Neural Signals Generate Clinical Notes in the Wild
+
+This repository contains the CELM (Clinical EEG-to-Language) model introduced in the paper [Neural Signals Generate Clinical Notes in the Wild](https://huggingface.co/papers/2601.22197).
+
+CELM is the first clinical EEG-to-Language foundation model designed for summarizing long-duration, variable-length EEG recordings and performing end-to-end clinical report generation at multiple scales. It integrates pretrained EEG foundation models with language models to enable scalable multimodal learning.
+
+- **Paper:** [Neural Signals Generate Clinical Notes in the Wild](https://huggingface.co/papers/2601.22197)
+- **Code:** [https://github.com/Jathurshan0330/CELM](https://github.com/Jathurshan0330/CELM)
+
+## Citation
+
+```bibtex
+@article{pradeepkumar2026neural,
+  title={Neural Signals Generate Clinical Notes in the Wild},
+  author={Pradeepkumar, Jathurshan and Chen, Zheng and Sun, Jimeng},
+  journal={arXiv preprint arXiv:2601.22197},
+  year={2026}
+}
+```