Transition-Based Dependency Parsing

We introduce a new approach to transition- based dependency parsing in which the parser does not directly construct a depen- dency structure, but rather an undirected graph, which is then …...

There has been considerable work on syn- tactic language models and they have ad- vanced greatly over the last decade. Most of them have used a probabilistic context- free grammar …...

AbstractWe first present a minimal feature set for transition-based dependency parsing, continuing a recent trend started by Kiperwasser and Goldberg (2016a) and Cross and Huang (2016a) of using bi-directional LSTM …...

AbstractWe propose the Graph2Graph Transformer architecture for conditioning on and predicting arbitrary graphs, and apply it to the challenging task of transition-based dependency parsing. After proposing two novel Transformer models …...