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[](https://arxiv.org/abs/2507.03152)
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**MedVAL-4B** (medical text validator) is a language model fine-tuned to **assess AI-generated medical text** outputs at near **physician-level reliability**.
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**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.
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- medical
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---
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**MedVAL-4B** (medical text validator) is a language model fine-tuned to **assess AI-generated medical text** outputs at near **physician-level reliability**.
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[](https://arxiv.org/abs/2507.03152)
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**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.
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