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@@ -145,25 +145,10 @@ Below are examples demonstrating the transcription quality of the Elastic Whispe
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  **Example Audio Transcriptions:**
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  | Audio Sample | Original Whisper Large v3 | Elastic S Model |
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- |-------------|---------------------------|-----------------|
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- <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6799fc8e150f5a4014b030ca/io62uN1l-tpqigMlzQMlm.mpga"></audio>
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- |joel keaton disapproved of films and buster also had reservations about the medium | joel keaton disapproved of films and buster also had reservations about the medium |
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- <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6799fc8e150f5a4014b030ca/CVabXfIP_Q5qxIjzoy5N6.mpga"></audio>
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- | she ll be alright | all is well that ends well |
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- <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6799fc8e150f5a4014b030ca/-fidVnQcCa32c7-2rNz-w.mpga"></audio>
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- | she ll be alright | all is well that ends well |
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- -----
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  ## Inference
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  To infer our Whisper models, you primarily use the `elastic_models.transformers.WhisperForConditionalGeneration` class.
 
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  **Example Audio Transcriptions:**
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  | Audio Sample | Original Whisper Large v3 | Elastic S Model |
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+ |---|---|---|
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+ | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6799fc8e150f5a4014b030ca/io62uN1l-tpqigMlzQMlm.mpga"></audio> | joel keaton disapproved of films and buster also had reservations about the medium | joel keaton disapproved of films and buster also had reservations about the medium |
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+ | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6799fc8e150f5a4014b030ca/CVabXfIP_Q5qxIjzoy5N6.mpga"></audio> | she ll be alright | all is well that ends well |
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+ | <audio controls src="https://cdn-uploads.huggingface.co/production/uploads/6799fc8e150f5a4014b030ca/-fidVnQcCa32c7-2rNz-w.mpga"></audio> | she ll be alright | all is well that ends well |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Inference
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  To infer our Whisper models, you primarily use the `elastic_models.transformers.WhisperForConditionalGeneration` class.