Update README.md

README.md

@@ -10,7 +10,7 @@ pipeline_tag: automatic-speech-recognition
 # Model Card for chall_wav2vec2_xlsr_300m
 
 This model, named `ChaLL-300M`, is an Automatic Speech Recognition (ASR) system specifically designed and fine-tuned to transcribe spontaneous 
-speech of young English learners while preserving their errors. 
+speech of young English learners while preserving their errors.
 It was developed as part of a project to improve the speaking practice and provide corrective feedback in language learning environments.
 
 ## Model Details
@@ -18,6 +18,7 @@ It was developed as part of a project to improve the speaking practice and provi
 ### Model Description
 
 `ChaLL-300M` is a fine-tuned ASR model from the Wav2Vec-XLSR-300M base model.
+This model represents the best performing fold from a k-fold cross-validation training process as described in the [paper](#).
 It addresses the unique challenges of transcribing the spontaneous speech of young English learners by preserving their grammatical, lexical, and pronunciation errors.