Large Audio Language Models for Spoofing-Aware Speaker Verification
This work systematically evaluates LALMs for SASV against conventional pipelines under zero-shot prompting, supervised adaptation, reasoning-oriented training, and reinforcement-learning-based optimization, and finds that competitive SASV performance can be achieved through several distinct routes.