Merge branch 'main' of https://huggingface.co/charlieoneill/distilbert-base-uncased-gradient-clinic

README.md

@@ -35,7 +35,16 @@ This model is a PyTorch `torch.nn.Module` sub-class.
 
 ## Intended uses & limitations
 
-Note that because of the fine-tuning, the model will not perform as well on general question answering tasks.
+Note that because of the fine-tuning, the model will not perform as well on general question answering tasks. However, this is because we have trained the model specifically to answer two types of questions:
+* What is the drug used on the left/right eye?
+* What is the visual acuity of this patient?
+
+For instance, using the standard `distilbert-base-cased-distilled-squad` on the following question and context gives the answer `Eylea` with 96% confidence:
+```python
+context = "4/52 rev + l) eylea hn $95"
+question = "What drug was used on the left eye?"
+```
+However, with our new, fine-tuned model we get 98% confidence.
 
 ## Training and evaluation data