Yuhui Zhang

Inducing Grammar from Long Short-Term Memory Networks by Shapley Decomposition

2020

The principle of compositionality has deep roots in linguistics: the meaning of an expression is determined by its structure and the meanings of its constituents. However, modern neural network models such as long shortterm memory …

Stanza: A Python Natural Language Processing Toolkit for Many Human Languages

2020

We introduce Sta n z a , an open-source Python natural language processing toolkit supporting 66 human languages. Compared to existing widely used toolkits, Sta n z a features a language-agnostic fully neural pipeline for …