Update README.md

README.md

@@ -100,10 +100,10 @@ def decode(batch):
                                                                                                                                                                                               
                                                
 out = ds.map(decode, remove_columns=ds.column_names)                                           
-wer_out = wer.compute(predictions=out["prediction"], references=out["target"])                 
+per = wer.compute(predictions=out["prediction"], references=out["target"])                 
 
-print("wer", wer_out)  
-# -> should give
+print("per", per)  
+# -> should give per 0.06685252146070828
 ```
 
 # Contribution
@@ -114,4 +114,6 @@ The model was contributed by [cywang](https://huggingface.co/cywang) and [patric
 
 The official license can be found [here](https://github.com/microsoft/UniSpeech/blob/main/LICENSE)
 
+See *UniSpeeech-L^{+}* - *it*:
+
 ![design](https://raw.githubusercontent.com/patrickvonplaten/scientific_images/master/unispeech_results.png)