@inproceedings{xie-etal-2026-eva, title = "{E}v{A}: An Evidence-First Audio Understanding Paradigm for {LALM}s", author = "Xie, Xinyuan and Chen, Shunian and Liu, Zhiheng and Zhang, Yuhao and Lv, Zhiqiang and Liang, Liyin and Wang, Benyou", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.2047/", pages = "43579--43598", ISBN = "979-8-89176-462-0" }