173 citations · 173 across the 1 of their papers we have counts for
3 papers
Data Noising as Smoothing in Neural Network Language Models
Ziang Xie, Sida I. Wang, Jiwei Li +4
Data noising is an effective technique for regularizing neural network models. While noising is widely adopted in application domains such as vision and speech, commonly used noisi…
Learning Language Games through Interaction
Sida I. Wang, Percy Liang, Christopher D. Manning
We introduce a new language learning setting relevant to building adaptive natural language interfaces. It is inspired by Wittgenstein's language games: a human wishes to accomplis…
Estimating Mixture Models via Mixtures of Polynomials
Sida I. Wang, Arun Tejasvi Chaganty, Percy Liang
Mixture modeling is a general technique for making any simple model more expressive through weighted combination. This generality and simplicity in part explains the success of the…