2018
ACL
ACL 2018
SuperNMT: Neural Machine Translation with Semantic Supersenses and Syntactic Supertags
Abstract
AbstractIn this paper we incorporate semantic supersensetags and syntactic supertag features into EN–FR and EN–DE factored NMT systems. In experiments on various test sets, we observe that such features (and particularly when combined) help the NMT model training to converge faster and improve the model quality according to the BLEU scores.
📈
Trend Setter
— Lexical Semantics
🧭
Keyword Pioneer
— semantic supersense
🐣
Hot Topic Early Bird
— neural machine translation
🐝
Cross-Pollinator
— Artificial Intelligence, Deep Learning, Machine Learning, Natural Language Processing, Speech & Audio
🌉
Interdisciplinary Bridge
— Artificial Intelligence and Deep Learning and Natural Language Processing
Authors
Topics
Natural Language Processing > Applications > Machine Translation
Natural Language Processing > Resources & Methods > Lexical Semantics
Natural Language Processing > Generation > Machine Translation
Deep Learning > Models > Neural Networks
Artificial Intelligence > Core AI > Language
Artificial Intelligence > Core AI > Natural Language Processing