Update README.md

README.md

@@ -17,11 +17,13 @@ should probably proofread and complete it, then remove this comment. -->
 
 # bert-base-cased-finetuned-AddedTokens-HMGCR-IC50s-V1
 
-This model is a fine-tuned version of [bert-base-cased](https://huggingface.co/bert-base-cased) on an unknown dataset.
+This model is a fine-tuned version of [bert-base-cased](https://huggingface.co/bert-base-cased) on 905 HMGCR 
+IC50 values from bindingDB.org. Molecules with counter ions were included twice, once with and once without counter-ions.
+
 It achieves the following results on the evaluation set:
-- Loss: 0.7167
-- Accuracy: 0.7857
-- F1: 0.7887
+- Loss: 0.7278
+- Accuracy: 0.7929
+- F1: 0.7931
 
 ## Model description
 
@@ -29,7 +31,10 @@ More information needed
 
 ## Intended uses & limitations
 
-More information needed
+Can classify HMGCR IC50 values as < 50 nM, < 500 nM, and > 500 nM. See Confusion matrix below:
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/679e079d375d81eb7ca4850e/VlV7AHGYSNKi2n5l62oGl.png)
 
 ## Training and evaluation data