19 citations · 19 across the 1 of their papers we have counts for
3 papers
cs.CL2019★ 19 cited
On the Computational Power of RNNs
Samuel A. Korsky, Robert C. Berwick
Recent neural network architectures such as the basic recurrent neural network (RNN) and Gated Recurrent Unit (GRU) have gained prominence as end-to-end learning architectures for…
cs.CL2018
Evaluating the Ability of LSTMs to Learn Context-Free Grammars
Luzi Sennhauser, Robert C. Berwick
While long short-term memory (LSTM) neural net architectures are designed to capture sequence information, human language is generally composed of hierarchical structures. This rai…
cs.CL2018
Heat Kernel analysis of Syntactic Structures
Andrew Ortegaray, Robert C. Berwick, Matilde Marcolli
We consider two different data sets of syntactic parameters and we discuss how to detect relations between parameters through a heat kernel method developed by Belkin-Niyogi, which…