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MedShare: Clinical NLP Research Platform

📑 Paper    |    🌐 Project Page    |    💾 Released Resources    |    📦 Repo

This is the resource page for our MedShare clinical NLP resources collection on Huggingface.

Dataset

Dataset Link
MedShare-ClinicalNLP 🤗

Please also check the raw data after our processing if you are interested: toolevalxm/MedShare-ClinicalNLP-Raw.

Models

Base Model / Training MedShare MedShare++
BioMedLM-7B 🤗 🤗
ClinicalBERT 🤗 🤗

Introduction

While having access to clinical records theoretically allows us to build comprehensive medical NLP systems, two challenges arise: 1) Privacy regulations require careful de-identification; 2) Clinical language varies significantly across institutions. Thus, we adopt a hybrid approach using Llama-3.1-70B-Instruct for generating synthetic clinical scenarios while preserving medical accuracy, as it offers strong medical reasoning capabilities with reasonable inference costs.

*Due to institutional compliance requirements, we only release the ClinicalNLP subset (this page) of the full dataset.

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