Update README.md

README.md

@@ -84,6 +84,26 @@ Evaluated on the SQuAD 2.0 dev set with the [official eval script](https://works
 "NoAns_total": 5945
 ```
 
+Using the official [question answering notebook](https://github.com/huggingface/notebooks/blob/main/examples/question_answering.ipynb) from `transformers` yields:
+
+```
+{'HasAns_exact': 77.93522267206478,
+ 'HasAns_f1': 83.93715663402219,
+ 'HasAns_total': 5928,
+ 'NoAns_exact': 81.90075693860386,
+ 'NoAns_f1': 81.90075693860386,
+ 'NoAns_total': 5945,
+ 'best_exact': 79.92082877116145,
+ 'best_exact_thresh': 0.0,
+ 'best_f1': 82.91749890730902,
+ 'best_f1_thresh': 0.0,
+ 'exact': 79.92082877116145,
+ 'f1': 82.91749890730917,
+ 'total': 11873}
+ ```
+ 
+ which is consistent with the officially reported results.
+
 ## Authors
 **Branden Chan:** branden.chan@deepset.ai  
 **Timo Möller:** timo.moeller@deepset.ai