Shamil Chollampatt, Hwee Tou Ng &ndash; NUS Graduate School for Integrative Sciences and Engineering; Department of Computer Science, National University of Singapore
A multilayer convolutional encoder-decoder neural network for grammatical error correction
NUS Graduate School for Integrative Sciences and Engineering; Department of Computer Science, National University of Singapore
nlp/grammatical-error-correction, nlp/word-embeddings, nlp/language-model
We also make use of the larger English corpora from Wikipedia (1.78B words) for pre-training the word embeddings, and a subset of the Common Crawl corpus (94B words) for training the language model for rescoring.