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Top systems in the ESDD2 challenge achieved a staggering Macro-F1 score of 0.8775, revealing the power of modular design and self-supervised learning in audio deepfake detection.
Current LALMs exhibit significant performance disparities across cognitive auditory capabilities, revealing a critical oversight in existing evaluation methods.
