Update README.md

README.md

@@ -100,9 +100,31 @@ Using the official [question answering notebook](https://github.com/huggingface/
  'exact': 79.92082877116145,
  'f1': 82.91749890730917,
  'total': 11873}
- ```
+```
+  
+which is consistent with the officially reported results. Using the question answering `Evaluator` from `evaluate` gives:
  
- which is consistent with the officially reported results.
+```
+ {'HasAns_exact': 77.91835357624831,
+ 'HasAns_f1': 84.07820736158186,
+ 'HasAns_total': 5928,
+ 'NoAns_exact': 81.91757779646763,
+ 'NoAns_f1': 81.91757779646763,
+ 'NoAns_total': 5945,
+ 'best_exact': 79.92082877116145,
+ 'best_exact_thresh': 0.996823787689209,
+ 'best_f1': 82.99634576260925,
+ 'best_f1_thresh': 0.996823787689209,
+ 'exact': 79.92082877116145,
+ 'f1': 82.9963457626089,
+ 'latency_in_seconds': 0.016523243643392558,
+ 'samples_per_second': 60.52080460605492,
+ 'total': 11873,
+ 'total_time_in_seconds': 196.18047177799986}
+```
+  
+which is also consistent with the officially reported results.
+
 
 ## Authors
 **Branden Chan:** branden.chan@deepset.ai