@article{beyondclassificationtowardsspeechemotion, title = {Beyond Classification: Towards Speech Emotion Reasoning with Multitask AudioLLMs}, author = {Wenyu Zhang and Yingxu He and Geyu Lin and Zhuohan Liu and Shuo Sun and Bin Wang and Xunlong Zou and Jeremy H. M. Wong and Qiongqiong Wang and Hardik B. Sailor and Nancy F. Chen and Ai Ti Aw}, year = {2025}, eprint = {2506.06820}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.06820v1}, }