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Loudness is the key driver of sarcasm perception for humans, while models misprioritize speech rate, revealing a critical gap in understanding synthetic speech.
Toxic audio retrieval can be effectively mitigated without sacrificing accuracy, thanks to a novel debiasing framework that preserves context and intent.
