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Task-specific adaptation transforms LALMs from near-chance performers to competitive players in spoofing-aware speaker verification.
Speech deepfake detection gets a reasoning upgrade: HIR-SDD uses chain-of-thought prompting with Large Audio Language Models to not only detect fakes but also explain *why* it thinks they're fake.