SLM: Bridge the thin gap between speech and text foundation models

no code implementations • 30 Sep 2023 • Mingqiu Wang, Wei Han, Izhak Shafran, Zelin Wu, Chung-Cheng Chiu, Yuan Cao, Yongqiang Wang, Nanxin Chen, Yu Zhang, Hagen Soltau, Paul Rubenstein, Lukas Zilka, Dian Yu, Zhong Meng, Golan Pundak, Nikhil Siddhartha, Johan Schalkwyk, Yonghui Wu

We present a joint Speech and Language Model (SLM), a multitask, multilingual, and dual-modal model that takes advantage of pretrained foundational speech and language models.

Instruction Following Language Modelling +3

The VC-Dimension of Similarity Hypotheses Spaces

no code implementations • 25 Feb 2015 • Mark Herbster, Paul Rubenstein, James Townsend

Given a set $X$ and a function $h:X\longrightarrow\{0, 1\}$ which labels each element of $X$ with either $0$ or $1$, we may define a function $h^{(s)}$ to measure the similarity of pairs of points in $X$ according to $h$.

PAC learning