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Despite the promise of multimodal context, current audio-language models struggle to leverage clinical information for dysarthric speech recognition, even degrading performance in some cases.
Forget full fine-tuning: Low-rank adapters let you adapt speech enhancement models to new acoustic environments on-device, updating less than 1% of parameters for significant quality gains.
