22 citations · 23 across the 3 of their papers we have counts for
3 papers
MLRegTest: A Benchmark for the Machine Learning of Regular Languages
Sam van der Poel, Dakotah Lambert, Kalina Kostyszyn +9
Synthetic datasets constructed from formal languages allow fine-grained examination of the learning and generalization capabilities of machine learning systems for sequence classif…
How LSTM Encodes Syntax: Exploring Context Vectors and Semi-Quantization on Natural Text
Chihiro Shibata, Kei Uchiumi, Daichi Mochihashi
Long Short-Term Memory recurrent neural network (LSTM) is widely used and known to capture informative long-term syntactic dependencies. However, how such information are reflected…
Subregular Complexity and Deep Learning
Enes Avcu, Chihiro Shibata, Jeffrey Heinz
This paper argues that the judicial use of formal language theory and grammatical inference are invaluable tools in understanding how deep neural networks can and cannot represent…