Added Europal, fixed typos

README.md

@@ -128,6 +128,19 @@ model-index:
           - name: Test WER
             type: wer
             value: 4.54
+      - task:
+          name: Automatic Speech Recognition
+          type: automatic-speech-recognition
+        dataset:
+          name: Europal
+          type: europal
+          split: test
+          args:
+            language: en
+        metrics:
+          - name: Test WER
+            type: wer
+            value: 8.02
       - task:
           name: Automatic Speech Recognition
           type: automatic-speech-recognition
@@ -223,6 +236,19 @@ model-index:
           - name: Test WER P&C
             type: wer
             value: 6.73
+      - task:
+          name: Automatic Speech Recognition
+          type: automatic-speech-recognition
+        dataset:
+          name: Europal
+          type: europal
+          split: test
+          args:
+            language: en
+        metrics:
+          - name: Test WER P&C
+            type: wer
+            value: 12.52
 ---
 
 # NVIDIA FastConformer-Hybrid Large (en)
@@ -332,7 +358,7 @@ a) On data without Punctuation and Capitalization with Transducer decoder
 |:-----------:|:-------------:|:-------------------:|:-------------:|:--------------:|:-----------:|:------------:|:-----------------:|:------------------:|:-----------:|:-------------:|:-------------------:|:-------------:|:--------------:|:-----------:|:------------:|:-----------------:|:------------------:|:------------:|:-----------------:|:------------------:|
 | 1.18.0 | SentencePiece Unigram | 1024 | 7.39 | 8.23 | 4.48 | 4.53 | 4.22 | 4.54 | 9.69 | 8.02 | 10.53 | 10.34 | 2.32 | 2.26 | 1.74 | 2.03 | 4.02 | 4.07 | 4.71 | 4.6 |
 
-b) On data with Punctuation and Capitalization with Transducer decoder|
+b) On data with Punctuation and Capitalization with Transducer decoder
 
 |**Version** | **Tokenizer** | **Vocabulary Size** | **MCV11 DEV** | **MCV11 TEST** | **MLS DEV** | **MLS TEST** | **VOXPOPULI DEV** | **VOXPOPULI TEST** | **EUROPARL DEV** | **EUROPARL TEST** | **FISHER DEV** | **FISHER TEST** | **SPGI DEV** | **SPGI TEST** | **LIBRISPEECH DEV CLEAN** | **LIBRISPEECH TEST CLEAN** | **LIBRISPEECH DEV OTHER** | **LIBRISPEECH TEST OTHER** | **NSC DEV** | **NSC TEST** |
 |:-----------:|:-------------:|:-------------------:|:-------------:|:--------------:|:-----------:|:------------:|:-----------------:|:------------------:|:-----------:|:-------------:|:-------------------:|:-------------:|:--------------:|:-----------:|:------------:|:-----------------:|:------------------:|:------------:|:-----------------:|:------------------:|