W. Hinoshita
2011
Emergence of hierarchical structure mirroring linguistic composition in a recurrent neural networkdoi.orgPDF
Neural Networks 24(4):311--320, 2011
We show that a Multiple Timescale Recurrent Neural Network (MTRNN) can acquire the capabilities to recognize, generate, and correct sentences by self-organizing in a way that mirrors the hierarchical structure of sentences: characters grouped into words, and words ...