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Findings show that semantic reference-text overlap should not be treated as a proxy for temporal localization, and that AVTrace can identify task-specific weaknesses while providing a testbed for temporal post-training.
MERaLiON-GR outperforms existing models in gender recognition across multiple Southeast Asian languages, showcasing the power of specialized speech models.