Fix Model Name

README.md

@@ -11,7 +11,7 @@ tags:
 - xlsr-fine-tuning-week
 license: apache-2.0
 model-index:
-- name: Sinai Voice Arabic Specch Recognition Model
+- name: Sinai Voice Arabic Speech Recognition Model
   results:
   - task: 
       name: Speech Recognition
@@ -80,8 +80,8 @@ resamplers = {  # all three sampling rates exist in test split
 transformation = jiwer.Compose([
     # normalize some diacritics, remove punctuation, and replace Persian letters with Arabic ones
     jiwer.SubstituteRegexes({
-        r'[auiFNKo\~_،؟»\?;:\-,\.؛«!"]': "", "\u06D6": "",
-        r"[\|\{]": "A", "p": "h", "ک": "k", "ی": "y"}),
+        r'[auiFNKo\\~_،؟»\\?;:\\-,\\.؛«!"]': "", "\\u06D6": "",
+        r"[\\|\\{]": "A", "p": "h", "ک": "k", "ی": "y"}),
     # default transformation below
     jiwer.RemoveMultipleSpaces(),
     jiwer.Strip(),
@@ -274,8 +274,8 @@ test_split = test_split.map(predict, batched=True, batch_size=16, remove_columns
 transformation = jiwer.Compose([
     # normalize some diacritics, remove punctuation, and replace Persian letters with Arabic ones
     jiwer.SubstituteRegexes({
-        r'[auiFNKo\\~_،؟»\\?;:\\-,\\.؛«!"]': "", "\\u06D6": "",
-        r"[\\|\\{]": "A", "p": "h", "ک": "k", "ی": "y"}),
+        r'[auiFNKo\\\\~_،؟»\\\\?;:\\\\-,\\\\.؛«!"]': "", "\\\\u06D6": "",
+        r"[\\\\|\\\\{]": "A", "p": "h", "ک": "k", "ی": "y"}),
     # default transformation below
     jiwer.RemoveMultipleSpaces(),
     jiwer.Strip(),