Learning nonregular languages: a comparison of simple recurrent networks and LSTM.
In response to Rodriguez's recent article (2001), we compare the performance of simple recurrent nets and long short-term memory recurrent nets on context-free and context-sensitive languages.
Schmidhuber
J
J
Istituto Dalle Molle di Studi sull'Intelligenza Artificiale, 6928 Manno-Lugano, Switzerland. juergen@idsia.ch
Gers
F
F
Eck
D
D
D001185:Artificial Intelligence; D003071:Cognition / Q000502:physiology; D006801:Humans; D008959:Models, Neurological; D011381:Programming Languages; D016571:Neural Networks, Computer