README.md

NLP Assignments

Refer to individual folders for my implementations of the following papers. Credit to the XCS224N team for the starter codes and a great class!

A1: Co-Occurence Embedding

Perform SVD on Co-Occurence Embedding matrix

A2: Word2Vec

Word2Vec Skip-Gram Prediction Model

A3: Dependency Parsing

Chen and Manning, 2014, https://nlp.stanford.edu/pubs/emnlp2014-depparser.pdf

A4: Machine Translation using Recurrent Neural Network

Seq2Seq Model with Multiplicative Attention

A5: Machine Translation with Convolutional Neural Network Character Encoding enhancements

Character-Aware Neural Language Models, Kim et al., 2016. https://arxiv.org/abs/1508.06615

Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character Models, Luong and Manning, 2016. https://arxiv.org/abs/1604.00788