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When Scaling Fails: Mitigating Audio Perception Decay of LALMs via Multi-Step Perception-Aware Reasoning

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Mao, Ruixiang,Ma, Xiangnan,Chen, Dan,Zhu, Ziming,Ge, Yuan,Zhao, Haishu,Hao, AoKai,Huo, Yifu
+10 more authors show fewer
Yang, Qing,Chang, Kaiyan,Liu, Xiaoqian,Wang, Chenglong,Shan, Weiqiao,He, Qiaozhi,Li, Changliang,Yu, Zhengtao,Xiao, Tong,Zhu, JingBo
Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
published

Abstract

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Cite this paper

@article{ruixiang2026,
  title = {When Scaling Fails: Mitigating Audio Perception Decay of LALMs via Multi-Step Perception-Aware Reasoning},
  author = {Mao, Ruixiang and Ma, Xiangnan and Chen, Dan and Zhu, Ziming and Ge, Yuan and Zhao, Haishu and Hao, AoKai and Huo, Yifu and Yang, Qing and Chang, Kaiyan and Liu, Xiaoqian and Wang, Chenglong and Shan, Weiqiao and He, Qiaozhi and Li, Changliang and Yu, Zhengtao and Xiao, Tong and Zhu, JingBo},
  journal = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  year = {2026},
  month = {Jan},
}