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cs.CL2025
Towards Unsupervised Speech Recognition at the Syllable-Level
Liming Wang, Junrui Ni, Kai-Wei Chang +4
Training speech recognizers with unpaired speech and text -- known as unsupervised speech recognition (UASR) -- is a crucial step toward extending ASR to low-resource languages in…
cs.CL2025
ProsodyLM: Uncovering the Emerging Prosody Processing Capabilities in Speech Language Models
Kaizhi Qian, Xulin Fan, Junrui Ni +4
Speech language models refer to language models with speech processing and understanding capabilities. One key desirable capability for speech language models is the ability to cap…
cs.CL2024
Towards Unsupervised Speech Recognition Without Pronunciation Models
Junrui Ni, Liming Wang, Yang Zhang +4
Recent advancements in supervised automatic speech recognition (ASR) have achieved remarkable performance, largely due to the growing availability of large transcribed speech corpo…