4 papers
Unified Target-Speaker ASR with Text and Enrollment Speech Cues
Yuxiang Mei, Yuchen Yan, Dongxing Xu +2
Target-speaker automatic speech recognition (TS-ASR) aims to recognize a designated speaker while suppressing interfering speech in multi-talker environments. Conventional TS-ASR t…
Zipper-LoRA: Dynamic Parameter Decoupling for Speech-LLM based Multilingual Speech Recognition
Yuxiang Mei, Delai Qiu, Shengping Liu +2
Speech Large Language Models (Speech-LLMs) have emerged as a powerful approach for automatic speech recognition (ASR) by aligning speech encoders with large language models. Howeve…
A Language-Agnostic Hierarchical LoRA-MoE Architecture for CTC-based Multilingual ASR
Yuang Zheng, Dongxu Chen, Yuxiang Mei +3
Large-scale multilingual ASR (mASR) models such as Whisper achieve strong performance but incur high computational and latency costs, limiting their deployment on resource-constrai…
SHNU Multilingual Conversational Speech Recognition System for INTERSPEECH 2025 MLC-SLM Challenge
Yuxiang Mei, Yuang Zheng, Dongxing Xu +1
This paper describes SHNU multilingual conversational speech recognition system (SHNU-mASR, team name-"maybe"), submitted to Track 1 of the INTERSPEECH 2025 MLC-SLM Challenge. Our…