10 citations · 33 across the 16 of their papers we have counts for
4 papers · 1 filter
Generating Commit Messages from Git Diffs
S. R. P. van Hal, M. Post, K. Wendel
Commit messages aid developers in their understanding of a continuously evolving codebase. However, developers not always document code changes properly. Automatically generating c…
A Discriminative Neural Model for Cross-Lingual Word Alignment
Elias Stengel-Eskin, Tzu-Ray Su, Matt Post +1
We introduce a novel discriminative word alignment model, which we integrate into a Transformer-based machine translation model. In experiments based on a small number of labeled e…
Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?
Sorami Hisamoto, Matt Post, Kevin Duh
Data privacy is an important issue for "machine learning as a service" providers. We focus on the problem of membership inference attacks: given a data sample and black-box access…
ParaBank: Monolingual Bitext Generation and Sentential Paraphrasing via Lexically-constrained Neural Machine Translation
J. Edward Hu, Rachel Rudinger, Matt Post +1
We present ParaBank, a large-scale English paraphrase dataset that surpasses prior work in both quantity and quality. Following the approach of ParaNMT, we train a Czech-English ne…