Code
Unsupervised Recurrent Neural Network Grammars
Yoon Kim, Alexander M. Rush, Lei Yu, Adhiguna Kuncoro, Chris Dyer, Gábor Melis. github | |
Learning Neural Templates for Text Generation
Sam Wiseman, Stuart M. Shieber, Alexander M. Rush. github | |
Tensor Considered Harmful
Alexander M. Rush. github | |
Giant Language model Test Room
Hendrik Strobelt, Sebastian Gehrmann, Alexander M. Rush. github | |
Tensor Variable Elimination for Plated Factor Graphs
Fritz Obermeyer, Eli Bingham, Martin Jankowiak, Justin Chiu, Neeraj Pradhan, Alexander M. Rush, Noah Goodman. github | |
Latent Normalizing Flows for Discrete Sequences
Zachary M. Ziegler, Alexander M. Rush. github | |
Deep Latent-Variable Models for Natural Language
Yoon Kim, Sam Wiseman, Alexander M. Rush. github | |
End-to-End Content and Plan Selection for Data-to-Text Generation
Sebastian Gehrmann, Falcon Z. Dai, Henry Elder, Alexander M. Rush. github | |
Variational Attention
Yuntian Deng*, Yoon Kim*, Justin Chiu, Demi Guo, Alexander M. Rush. github | |
Seq2Seq Vis
Hendrik Strobelt and Sebastian Gehrmann. github | |
OpenNMT
HarvardNLP + Systran. github data | |
The Annotated Transformer
Alexander Rush. github | |
LSTMVis
Hendrik Strobelt and Sebastian Gehrmann. github models | |
Sequence-to-Sequence with Attention
Yoon Kim. github data models | |
CNN for Text Clasification
Jeffrey Ling (based on code by Yoon Kim). github | |
Im2Markup
Yuntian Deng. github data | |
ABS: Abstractive Summarization
Alexander Rush. github data | |
LSTM Character-Aware Language Model
Yoon Kim. github data | |
Neural Coreference Resolution
Sam Wiseman. github | |
PAD: Phrase-structure After Dependencies
Alexander Rush and Lingpeng Kong. github | |
Android Translation
Alexander Rush and Yoon Kim. github models |
Tutorials
If you are new to learning Torch we have a set of tutorial prepared as part of CS287 a graduate class on ML in NLP. These notebooks, prepared by Sam Wiseman and Saketh Rama, assume basic familiarity with the core aspects of Torch, and move quickly to advanced topics such memory usage, the details of the nn module, and recurrent neural networks.General Torch Notes |
Torch nn module Notes |
Torch rnn Notes |
Torch and Dynamic Programming |