Data: https://huggingface.co/datasets/apple121/sseu-bench 

Papaer: https://arxiv.org/abs/2509.13148 

@inproceedings{sseu-bench,

  title={Can Large Audio Language Models Understand Audio Well? Speech, Scene and Events Understanding Benchmark for LALMs},

  author={Yin, Han and Choi, Jung-Woo},

  booktitle={ICASSP 2026-2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},

  pages={1--5},

  year={2026},

  organization={IEEE}

}