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Update README.md

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@@ -33,7 +33,7 @@ Evaluation Data
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  - Num. of Samples: 6,000
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  - Audio Length: 12 Hours
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- ### Training Hyperparameters
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  The following hyperparameters were used during training:
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  - learning_rate: 0.0001
@@ -48,14 +48,14 @@ The following hyperparameters were used during training:
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  - num_epochs: 20 (EarlyStopping: patience: 5 epochs max)
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  - mixed_precision_training: Native AMP
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- ### Evaluation Result
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  Phone Error Rate 3.88%
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- ### Output Examples
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  ![output_examples](./output_examples.png)
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- ### MFA-IPA Phoneset Tables
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  # Vowels
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  ![mfa_ipa_chart_vowels](./mfa_ipa_chart_vowels.png)
@@ -63,7 +63,7 @@ Phone Error Rate 3.88%
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  # Consonants
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  ![mfa_ipa_chart_consonants](./mfa_ipa_chart_consonants.png)
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- ### Framework versions
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  - Transformers 4.21.3
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  - Pytorch 1.12.1
 
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  - Num. of Samples: 6,000
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  - Audio Length: 12 Hours
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+ ## Training Hyperparameters
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  The following hyperparameters were used during training:
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  - learning_rate: 0.0001
 
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  - num_epochs: 20 (EarlyStopping: patience: 5 epochs max)
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  - mixed_precision_training: Native AMP
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+ ## Evaluation Result
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  Phone Error Rate 3.88%
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+ ## Output Examples
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  ![output_examples](./output_examples.png)
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+ ## MFA-IPA Phoneset Tables
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  # Vowels
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  ![mfa_ipa_chart_vowels](./mfa_ipa_chart_vowels.png)
 
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  # Consonants
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  ![mfa_ipa_chart_consonants](./mfa_ipa_chart_consonants.png)
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+ ## Framework versions
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  - Transformers 4.21.3
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  - Pytorch 1.12.1