2 papers
cs.CL2025
Data Quality Issues in Multilingual Speech Datasets: The Need for Sociolinguistic Awareness and Proactive Language Planning
Mingfei Lau, Qian Chen, Yeming Fang +3
Our quality audit for three widely used public multilingual speech datasets - Mozilla Common Voice 17.0, FLEURS, and Vox Populi - shows that in some languages, these datasets suffe…
cs.CL2025
LegoSLM: Connecting LLM with Speech Encoder using CTC Posteriors
Rao Ma, Tongzhou Chen, Kartik Audhkhasi +1
Recently, large-scale pre-trained speech encoders and Large Language Models (LLMs) have been released, which show state-of-the-art performance on a range of spoken language process…