63 citations · 110 across the 16 of their papers we have counts for
3 papers · 1 filter
Context-Free Transductions with Neural Stacks
Yiding Hao, William Merrill, Dana Angluin +4
This paper analyzes the behavior of stack-augmented recurrent neural network (RNN) models. Due to the architectural similarity between stack RNNs and pushdown transducers, we train…
End-to-end Graph-based TAG Parsing with Neural Networks
Jungo Kasai, Robert Frank, Pauli Xu +2
We present a graph-based Tree Adjoining Grammar (TAG) parser that uses BiLSTMs, highway connections, and character-level CNNs. Our best end-to-end parser, which jointly performs su…
Revisiting the poverty of the stimulus: hierarchical generalization without a hierarchical bias in recurrent neural networks
R. Thomas McCoy, Robert Frank, Tal Linzen
Syntactic rules in natural language typically need to make reference to hierarchical sentence structure. However, the simple examples that language learners receive are often equal…