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@@ -36,7 +36,7 @@ The Medical Lessons Speech Corpus is a specialized audio dataset designed to ben
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  A defining characteristic of this dataset is its high density of complex medical terminology, making it an excellent stress test for evaluating the vocabulary coverage and phonetic accuracy of speech-to-text models. To ensure the highest standard of evaluation reliability, all transcripts have been strictly **manually verified by the author**, providing a highly accurate ground truth.
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- This dataset was originally created for the paper **XYZ** to evaluate state-of-the-art ASR models on challenging medical domain speech.
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  ### Supported Tasks
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@@ -99,9 +99,9 @@ If you use this dataset in your research, please cite the following paper:
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  ```bibtex
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  @article{Author202X,
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- title={XYZ},
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- author={Author Name},
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  journal={Journal Name},
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- year={202X}
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  }
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  ```
 
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  A defining characteristic of this dataset is its high density of complex medical terminology, making it an excellent stress test for evaluating the vocabulary coverage and phonetic accuracy of speech-to-text models. To ensure the highest standard of evaluation reliability, all transcripts have been strictly **manually verified by the author**, providing a highly accurate ground truth.
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+ This dataset was originally created for the paper **WhisperX with Context-Aware Transcription** to evaluate state-of-the-art ASR models on challenging medical domain speech.
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  ### Supported Tasks
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  ```bibtex
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  @article{Author202X,
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+ title={WhisperX with Context-Aware Transcription},
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+ author={Carlos Bain},
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  journal={Journal Name},
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+ year={2026}
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  }
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  ```