Update README.md

README.md

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-<!-- This model card has been generated automatically according to the information the Trainer had access to. You
-should probably proofread and complete it, then remove this comment. -->
+
 
 # ModernRadBERT-mlm
 
-This model is a fine-tuned version of [answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base) on an unknown dataset.
+This model is a fine-tuned version of [answerdotai/ModernBERT-base](https://huggingface.co/answerdotai/ModernBERT-base) on the [`unsloth/Radiology_mini`](https://huggingface.co/datasets/unsloth/Radiology_mini) dataset.
 It achieves the following results on the evaluation set:
 - Loss: 1.6936
 
+https://www.johnpaulett.com/2025/modernbert-radiology-fine-tuning-masked-langage-model/
+
+**WARNING: For demonstration purposes only**
+
 ## Model description
 
 More information needed
 
 ## Intended uses & limitations
 
-More information needed
+**Not intended for real-world use**, was an example of MLM fine-tuning on a small radiology dataset. 
 
 ## Training and evaluation data