Update README.md

README.md

@@ -15,14 +15,14 @@ tags:
 
 # Regional bengali text to IPA transcription - byT5-small
 
-## A word of caution: the model is constantly being updated! You may see jumps in performance
+## A word of caution: the model is constantly being updated! You may see jumps in performance!
 
 This is a fine-tuned version of the [google/byt5-small](https://huggingface.co/google/byt5-small) for the task of generating IPA transcriptions from regional bengali text. 
 This was done on the dataset of the competition [“ভাষামূল: মুখের ভাষার খোঁজে“](https://www.kaggle.com/competitions/regipa/overview) by Bengali.AI.
 
-Best scores achieved in the leaderboards:
-- **Public score**: 0.01995
-- **Private score**: 0.02072
+Scores achieved till now (test scores):
+- **Word error rate (wer)**: 0.01732
+- **Char error rate (cer)**: 0.01491
 
 Supported district tokens:
 - Kishoreganj
@@ -61,7 +61,7 @@ pipe = pipeline("text2text-generation", model="smji/ben2ipa-byt5small", device=d
 
 
 """
-  Texts must be in the format of: <district> <contents>
+  `texts` must be in the format of: <district> <contents>
 """
 outputs = pipe(texts, max_length=1024, batch_size=batch_size)
 ```