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README.md

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+# MedVAL: Medical Text Validator
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+[![arXiv](https://img.shields.io/badge/arXiv-2507.03152-b31b1b.svg?style=for-the-badge)](https://arxiv.org/abs/2507.03152)          [![Hugging Face](https://huggingface.co/datasets/huggingface/badges/resolve/main/model-on-hf-md.svg)](https://huggingface.co/stanfordmimi/MedVAL-4B)          [![Hugging Face](https://huggingface.co/datasets/huggingface/badges/resolve/main/dataset-on-hf-md.svg)](https://huggingface.co/datasets/stanfordmimi/MedVAL-Bench/)          [![License](https://img.shields.io/github/license/stanfordmimi/medvae?style=for-the-badge)](LICENSE)
+
 **MedVAL-4B** is a language model fine-tuned to **assess AI-generated medical text** outputs at near **physician-level reliability**.
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64bac7c5e38420aaba8ea197/gwk6UqOCFM6UrtNoN51_H.png)
 
+**Figure 1** | **MedVAL test-time workflow**. A generator LM produces an output, and MedVAL assesses the output's factual consistency with the input, while assigning a risk grade and determining its safety for deployment.
+
 # Sources
 
 - **Paper:** [Expert-level validation of AI-generated medical text with scalable language models](https://www.arxiv.org/abs/2507.03152)