2 citations · 2 across the 1 of their papers we have counts for
3 papers
cs.CL2021★ 2 cited
Constrained Text Generation with Global Guidance -- Case Study on CommonGen
Yixian Liu, Liwen Zhang, Wenjuan Han +2
This paper studies constrained text generation, which is to generate sentences under certain pre-conditions. We focus on CommonGen, the task of generating text based on a set of co…
cs.LG2018
Tropical Geometry of Deep Neural Networks
Liwen Zhang, Gregory Naitzat, Lek-Heng Lim
We establish, for the first time, connections between feedforward neural networks with ReLU activation and tropical geometry --- we show that the family of such neural networks is…
cs.CL2018
Gaussian Mixture Latent Vector Grammars
Yanpeng Zhao, Liwen Zhang, Kewei Tu
We introduce Latent Vector Grammars (LVeGs), a new framework that extends latent variable grammars such that each nonterminal symbol is associated with a continuous vector space re…