fix some typos

README.md

@@ -41,7 +41,7 @@ Please install:
 
 We evaluated the model against different Arabic-STT Wav2Vec models.
 
-|    | Model                                 | [using transliteration](https://pypi.org/project/lang-trans/)   |      WER |      Train Datasets |
+|    | Model                                 | [using transliteration](https://pypi.org/project/lang-trans/)   |      WER |      Training Datasets |
 |---:|:--------------------------------------|:---------------------|---------:|---------:|
 |  1 | bakrianoo/sinai-voice-ar-stt          | True                 | 0.238001 |Common Voice 6|
 |  2 | elgeish/wav2vec2-large-xlsr-53-arabic | True                 | 0.266527 |Common Voice 6 + Arabic Speech Corpus|
@@ -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(),