2019
ACL
ACL 2019
UCAM Biomedical Translation at WMT19: Transfer Learning Multi-domain Ensembles
Abstract
AbstractThe 2019 WMT Biomedical translation task involved translating Medline abstracts. We approached this using transfer learning to obtain a series of strong neural models on distinct domains, and combining them into multi-domain ensembles. We further experimented with an adaptive language-model ensemble weighting scheme. Our submission achieved the best submitted results on both directions of English-Spanish.
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Interdisciplinary Bridge
- Artificial Intelligence and Natural Language Processing
Authors
Topics
Artificial Intelligence > Core AI > Multimodal Learning
Artificial Intelligence > Learning Paradigms > Transfer Learning
Natural Language Processing > Applications > Machine Translation
Machine Learning > Core Methods > Ensemble Methods
Deep Learning > Learning Types > Transfer Learning
Machine Learning > Learning Types > Multi-Domain Learning