2 papers
cs.CL2025
Language-Aware Prompt Tuning for Parameter-Efficient Seamless Language Expansion in Multilingual ASR
Hongli Yang, Sheng Li, Hao Huang +2
Recent advancements in multilingual automatic speech recognition (ASR) have been driven by large-scale end-to-end models like Whisper. However, challenges such as language interfer…
cs.CL2025
Adapting Whisper for Parameter-efficient Code-Switching Speech Recognition via Soft Prompt Tuning
Hongli Yang, Yizhou Peng, Hao Huang +1
Large-scale multilingual ASR models like Whisper excel in high-resource settings but face challenges in low-resource scenarios, such as rare languages and code-switching (CS), due…