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title: README
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## NLPIE Research

NLPIE Research is an unincorporated, non-profit collaborative project with contributions from various collaborators.
The project develops lightweight machine-learning models for biomedical and clinical NLP, released openly so researchers everywhere—including those with limited compute—can benefit.

<!-- > **Oxford legacy**  
> Work released between 2022 and 30 June 2025 is tagged *Oxford Legacy* to reflect its connection to the University of Oxford.  
> From 1 July 2025, NLPIE Research operates as an independent, non-profit collaboration and is not affiliated with the University of Oxford. -->

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### Research domains
- Biomedical and clinical NLP  
- AI for healthcare  
- Efficient model design & distillation

### Support our work
If our models help your research, consider a one-off or monthly contribution—every pound goes into compute, hosting and upkeep:  
<https://github.com/sponsors/nlpie-research>

### Compliance notice
All software and data here are under OSI-approved licences; please ensure your own use complies with applicable regulations.

### Connect
General enquiries: info@nlpie.com