9 citations · 11 across the 5 of their papers we have counts for
5 papers · 1 filter
A Systematic Analysis of Subwords and Cross-Lingual Transfer in Multilingual Translation
Francois Meyer, Jan Buys
Multilingual modelling can improve machine translation for low-resource languages, partly through shared subword representations. This paper studies the role of subword segmentatio…
Triples-to-isiXhosa (T2X): Addressing the Challenges of Low-Resource Agglutinative Data-to-Text Generation
Francois Meyer, Jan Buys
Most data-to-text datasets are for English, so the difficulties of modelling data-to-text for low-resource languages are largely unexplored. In this paper we tackle data-to-text fo…
Subword Segmental Machine Translation: Unifying Segmentation and Target Sentence Generation
Francois Meyer, Jan Buys
Subword segmenters like BPE operate as a preprocessing step in neural machine translation and other (conditional) language models. They are applied to datasets before training, so…
Neural Text Generation from Rich Semantic Representations
Valerie Hajdik, Jan Buys, Michael W. Goodman +1
We propose neural models to generate high-quality text from structured representations based on Minimal Recursion Semantics (MRS). MRS is a rich semantic representation that encode…
Online Segment to Segment Neural Transduction
Lei Yu, Jan Buys, Phil Blunsom
We introduce an online neural sequence to sequence model that learns to alternate between encoding and decoding segments of the input as it is read. By independently tracking the e…