Update README.md

README.md

@@ -126,22 +126,14 @@ print("Phonetic transcription : ", transcription)
 
 In the table below I report the Word Error Rate (WER) and the Character Error Rate (CER) of the model. I ran the evaluation script described above on other models as well (on 2021-06-17). Note that the table below may show different results from those already reported, this may have been caused due to some specificity of the other evaluation scripts used.
 
-| Model | WER | CER |
+| Model | Test Set  | PER |
 | ------------- | ------------- | ------------- |
-| jonatasgrosman/wav2vec2-large-xlsr-53-english | **18.98%** | **8.29%** |
-| jonatasgrosman/wav2vec2-large-english | 21.53% | 9.66% |
-| facebook/wav2vec2-large-960h-lv60-self | 22.03% | 10.39% |
-| facebook/wav2vec2-large-960h-lv60 | 23.97% | 11.14% |
-| boris/xlsr-en-punctuation | 29.10% | 10.75% |
-| facebook/wav2vec2-large-960h | 32.79% | 16.03% |
-| facebook/wav2vec2-base-960h | 39.86% | 19.89% |
-| facebook/wav2vec2-base-100h | 51.06% | 25.06% |
-| elgeish/wav2vec2-large-lv60-timit-asr | 59.96% | 34.28% |
-| facebook/wav2vec2-base-10k-voxpopuli-ft-en | 66.41% | 36.76% |
-| elgeish/wav2vec2-base-timit-asr | 68.78% | 36.81% |
+| Cnam-LMSSC/wav2vec2-french-phonemizer | Common Voice v13 (French) | **5.52%** |
+| Cnam-LMSSC/wav2vec2-french-phonemizer | Multilingual Librispeech (French) | **4.36%** |
+
 
 ## Citation
-If you want to cite this model you can use this:
+If you use this finetuned model for any publication, please use this to cite our work :
 
 ```bibtex
 @misc{lmssc-wav2vec2-base-phonemizer-french,