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cs.SD2026
EXAM:
Jiawen Wang, Xiaoxue Gao, Zi Haur Pang +1
Recent large audio language models (LALMs) have achieved impressive progress in audio understanding. However, existing evaluations remain largely constrained to English and narrow…
cs.SD2026
ERM-MinMaxGAP: Benchmarking and Mitigating Gender Bias in Multilingual Multimodal Speech-LLM Emotion Recognition
Zi Haur Pang, Xiaoxue Gao, Tatsuya Kawahara +1
Speech emotion recognition (SER) systems can exhibit gender-related performance disparities, but how such bias manifests in multilingual speech LLMs across languages and modalities…