Update README.md

README.md

@@ -6,7 +6,10 @@ tags:
 - fr
 
 ---
-Best french QA model shared on HF!
+### Best french QA model shared on HF!
+It also has a great unique feature : it will output a low probability  if the answer is not in the context!
+
+( Depending on the sensibility of your use case, you will choose a threshold under which the answer should be rejected.)
 
 
 ### FQuAD Evaluation
@@ -26,13 +29,19 @@ nlp({
     'context': "Claude Monet, né le 14 novembre 1840 à Paris et mort le 5 décembre 1926 à Giverny, est un peintre français et l’un des fondateurs de l'impressionnisme."
 })
 ```
-
+```python
+{'score': 0.19230681657791138,
+ 'start': 20,
+ 'end': 36,
+ 'answer': 'un peintre français'}
+```
 
 This model was trained on our servers with several datasets :
 - fquad
 - squad2fr (traduction from squad2 de pragnakalp)
 - piaf 1.0+1.1+1.2
 - newsquadfr
+- one dataset of ours of squad v2.0 type, the answer is NOT in the context.