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cs.CL2026
GSLM2: Multi-Stream Speech Representation Learning and Generative Spoken Language Modeling
Yosuke Higuchi, Tom Fizycki, Mahi Luthra +14
Generative spoken language models (SLMs) offer a route to learning linguistic structure purely from speech, yet they lag far behind text-based models in both capability and data sc…
cs.CL2025
SpidR-Adapt: A Universal Speech Representation Model for Few-Shot Adaptation
Mahi Luthra, Jiayi Shen, Maxime Poli +14
Human infants, with only a few hundred hours of speech exposure, acquire basic units of new languages, highlighting a striking efficiency gap compared to the data-hungry self-super…