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Corresponding author: Yanhua Long. Yuxiang Mei, Yanhua Long are with the Shanghai Engineering Research Center of Intelligent Education and Bigdata, Shanghai Normal University, Shanghai, 200234, China. Yanhua Long is also with the SHNU-Unisound Natural Human-Computer Interaction Lab, Shanghai Normal University. (e-mail: m153517@icloud.com; yanhua@shnu.edu.cn). Delai Qiu, Ji Yang, Weikai Chen, Shengping Liu, Jiaen Liang are with the Unisound AI Technology Co., Ltd., Beijing, China (e-mail: qiudelai@unisound.com; yangji@unisound.com; chenweikai@unisound.com; liushengping@unisound.com; liangjiaen@unisound.com)
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Stop struggling with the stability-plasticity dilemma in multilingual Speech-LLMs: Zipper-LoRA dynamically disentangles LoRA updates to boost low-resource ASR without sacrificing cross-lingual transfer.
