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README.md

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+# BMI - Biomedical Informatics Lab "Mario Stefanelli"
+
+## About Us
+
+BMI belongs to the Department of Electrical, Computer, and Biomedical Engineering (Faculty of Engineering) of the University of Pavia.
+Established in 1982, it is a leading center for education, research, and IT innovative solutions in the healthcare area. Nowadays about 30 people are working at BMI, focusing their research on:
+
+* Bioinformatics
+* Clinical Data Mining
+* Models of Biological Systems
+* Biomedical Knowledge Management
+* Decision Support Systems
+* Telemedicine
+* E-learning
+
+## NLP Models
+
+Our research interests have led us to frequently explore the realm of Natural Language Processing, including Transformers. 
+Here we host public weights for our biomedical language models. There are several options to choose from, please check the details below.
+
+| Model      | Domain  | Type              | Details                                                     |
+|------------|---------|-------------------|-------------------------------------------------------------|
+| [MedBIT-R3+](https://huggingface.co/bmi-labmedinfo/medBIT-r3-plus) (recommended)| Medical | MaskedLM Pretrain | Trained after BioBIT with additional 200MB of medical textbook data and web-crawled medical resources in Italian. Regularized with LLRD (.95), Mixout (.9), and Warmup (.02). |
+| [MedBIT](https://huggingface.co/bmi-labmedinfo/medBIT) | Medical | MaskedLM Pretrain | Trained after BioBIT with additional 100MB of medical textbook data without any regularization. |
+
+Other models coming soon!