2.6k citations · 5k across the 50 of their papers we have counts for
6 papers · 1 filter
Translationese as a Language in "Multilingual" NMT
Parker Riley, Isaac Caswell, Markus Freitag +1
Machine translation has an undesirable propensity to produce "translationese" artifacts, which can lead to higher BLEU scores while being liked less by human raters. Motivated by t…
ELI5: Long Form Question Answering
Angela Fan, Yacine Jernite, Ethan Perez +3
We introduce the first large-scale corpus for long-form question answering, a task requiring elaborate and in-depth answers to open-ended questions. The dataset comprises 270K thre…
Tagged Back-Translation
Isaac Caswell, Ciprian Chelba, David Grangier
Recent work in Neural Machine Translation (NMT) has shown significant quality gains from noised-beam decoding during back-translation, a method to generate synthetic parallel data.…
Unsupervised Paraphrasing without Translation
Aurko Roy, David Grangier
Paraphrasing exemplifies the ability to abstract semantic content from surface forms. Recent work on automatic paraphrasing is dominated by methods leveraging Machine Translation (…
fairseq: A Fast, Extensible Toolkit for Sequence Modeling
Myle Ott, Sergey Edunov, Alexei Baevski +5
fairseq is an open-source sequence modeling toolkit that allows researchers and developers to train custom models for translation, summarization, language modeling, and other text…
Modeling Human Motion with Quaternion-based Neural Networks
Dario Pavllo, Christoph Feichtenhofer, Michael Auli +1
Previous work on predicting or generating 3D human pose sequences regresses either joint rotations or joint positions. The former strategy is prone to error accumulation along the…