Update README.md

README.md

@@ -50,10 +50,25 @@ logits = model(input_values).logits
 print(transcription)
 ```
 
+**Improvement**
+
+This model has been compared on 512 speech samples from the Spanish Common Voice Test set and 
+gives a nice *20 %* performance boost:
+
+The results can be reproduced by running *from this model repository*:
 
 | Model | WER | CER |
 | ------------- | ------------- | ------------- |
-| jonatasgrosman/wav2vec2-large-xlsr-53-spanish | **8.81%** | **2.70%** |
-| pcuenq/wav2vec2-large-xlsr-53-es | 10.55% | 3.20% |
-| facebook/wav2vec2-large-xlsr-53-spanish | 16.99% | 5.40% |
-| mrm8488/wav2vec2-large-xlsr-53-spanish | 19.20% | 5.96% |
+| patrickvonplaten/wav2vec2-large-xlsr-53-spanish-with-lm | **8.44%** | **2.93%** |
+| jonatasgrosman/wav2vec2-large-xlsr-53-spanish | **10.20%** | **3.24%** |
+
+```
+bash run_ngram_wav2vec2.py 1 512
+```
+
+```
+bash run_ngram_wav2vec2.py 0 512
+```
+
+with `run_ngram_wav2vec2.py` being 
+https://huggingface.co/patrickvonplaten/wav2vec2-large-xlsr-53-spanish-with-lm/blob/main/run_ngram_wav2vec2.py