fix a minor instruction

README.md

@@ -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(),
@@ -108,12 +108,12 @@ def predict(batch):
 # prepare the test dataset
 test_split = test_split.map(prepare_example)
 
-stt_models = {
+stt_models = [
    "elgeish/wav2vec2-large-xlsr-53-arabic",
    "othrif/wav2vec2-large-xlsr-arabic",
    "anas/wav2vec2-large-xlsr-arabic",
    "bakrianoo/sinai-voice-ar-stt"
-}
+]
 
 stt_results = []
 
@@ -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(),