2 papers
cs.CL2026
Are you speaking my languages? On spoken language adherence in multimodal LLMs
Hyungwon Kim, Kandarp Joshi, Lillian Zhou +2
While Large Language Model (LLM) based Automatic Speech Recognition (ASR) enables seamless multilingual use, models often misidentify the output language, compromising transcriptio…
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…