Shamil Chollampatt

A Multilayer Convolutional Encoder-Decoder Neural Network for Grammatical Error Correction

2018 · Proceedings of the AAAI Conference on Artificial Intelligence

We improve automatic correction of grammatical, orthographic, and collocation errors in text using a multilayer convolutional encoder-decoder neural network. The network is initialized with embeddings that make use of character N-gram information to better suit …