Updating to remove spaces before punctuation

README.md

@@ -35,7 +35,7 @@ model-index:
     metrics:
     - name: Test WER
       type: wer
-      value: 5.77
+      value: 5.64
   - task:
       type: Automatic Speech Recognition
       name: automatic-speech-recognition
@@ -49,7 +49,7 @@ model-index:
     metrics:
     - name: Test WER
       type: wer
-      value: 11.47
+      value: 12.34
   - task:
       type: Automatic Speech Recognition
       name: speech-recognition
@@ -63,7 +63,7 @@ model-index:
     metrics:
     - name: Test WER
       type: wer
-      value: 15.60
+      value: 16.21
   - task:
       type: Automatic Speech Recognition
       name: speech-recognition
@@ -77,7 +77,7 @@ model-index:
     metrics:
     - name: Test WER P&C
       type: wer
-      value: 8.17
+      value: 8.07
   - task:
       type: Automatic Speech Recognition
       name: automatic-speech-recognition
@@ -91,7 +91,7 @@ model-index:
     metrics:
     - name: Test WER P&C
       type: wer
-      value: 22.48
+      value: 23.06
   - task:
       type: Automatic Speech Recognition
       name: speech-recognition
@@ -105,7 +105,7 @@ model-index:
     metrics:
     - name: Test WER P&C
       type: wer
-      value: 19.55    
+      value: 20.04    
 ---
 # NVIDIA FastConformer-Hybrid Large (it)
 
@@ -206,14 +206,14 @@ a) On data without Punctuation and Capitalization
 
 | Version | Tokenizer             | Vocabulary Size | MCV 12.0 Dev | MCV 12.0 Test | MLS Dev | MLS Test | VoxPopuli Dev | VoxPopuli Test |
 |---------|-----------------------|-----------------|--------------|---------------|---------|----------|---------------|----------------|
-| 1.18.0  | SentencePiece Unigram | 1024            | 5.14%        | 5.68%         | 13.83%  | 11.71%   | 12.80%        | 15.72%         |
+| 1.20.0  | SentencePiece BPE     | 512             | 5.14%        | 5.64%         | 13.68%  | 12.34%   | 13.02%        | 16.21%         |
 
 
 b) On data with Punctuation and Capitalization
 
 | Version | Tokenizer             | Vocabulary Size | MCV 12.0 Dev | MCV 12.0 Test | MLS Dev | MLS Test | VoxPopuli Dev | VoxPopuli Test |
 |---------|-----------------------|-----------------|--------------|---------------|---------|----------|---------------|----------------|
-| 1.18.0  | SentencePiece Unigram | 1024            | 7.75%        | 8.17%         | 26.37%  | 22.48%   | 16.78%        | 19.55%         |
+| 1.20.0  | SentencePiece BPE     | 512             | 7.70%        | 8.07%         | 26.94%  | 23.06%   | 16.93%        | 20.04%         |
 
 
 ## Limitations