@inproceedings{chen-etal-2026-aha, title = "{AHA}: Aligning Large Audio-Language Models for Reasoning Hallucinations via Counterfactual Hard Negatives", author = "Chen, Yanxi and Zhu, Wenhui and Chen, Xiwen and Wang, Zhipeng and Li, Xin and Qiu, Peijie and Wang, Hao and Dong, Xuanzhao and Xiong, Yujian and Schneider, Anderson and Nevmyvaka, Yuriy and Wang, Yalin", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1464/", pages = "29294--29306", ISBN = "979-8-89176-395-1" }