Pretraining audio SSL encoders on diverse French broadcast content rather than clean speech yields better downstream performance on ASR, music detection, and speaker recognition, with deduplication mitigating memorization.
InInterspeech 2018, pages 1239–1243
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Data Selection Effects on Self-Supervised Learning of Audio Representations for French Audiovisual Broadcasts
Pretraining audio SSL encoders on diverse French broadcast content rather than clean speech yields better downstream performance on ASR, music detection, and speaker recognition, with deduplication mitigating memorization.