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Out-of-domain generalization in speech encoders hinges on their proximity to unseen TTS embeddings rather than their distance from natural speech.
Incorporating synthetic speech data can lead to substantial performance improvements in ASR systems for Indic languages, but the choice of synthesis model and voice cloning strategy is critical.
