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EXAM2: Extending Audio Understanding in Multilingual and Multimodal Analysis
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…
LoASR-Bench: Evaluating Large Speech Language Models on Low-Resource Automatic Speech Recognition Across Language Families
Jianan Chen, Xiaoxue Gao, Tatsuya Kawahara +1
Large language models (LLMs) have driven substantial advances in speech language models (SpeechLMs), yielding strong performance in automatic speech recognition (ASR) under high-re…
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…
MORE: Multi-Objective Adversarial Attacks on Speech Recognition
Xiaoxue Gao, Zexin Li, Yiming Chen +1
The emergence of large-scale automatic speech recognition (ASR) models such as Whisper has greatly expanded their adoption across diverse real-world applications. Ensuring robustne…