2020
ACL
ACL 2020
ParaCrawl: Web-Scale Acquisition of Parallel Corpora
Abstract
AbstractWe report on methods to create the largest publicly available parallel corpora by crawling the web, using open source software. We empirically compare alternative methods and publish benchmark data sets for sentence alignment and sentence pair filtering. We also describe the parallel corpora released and evaluate their quality and their usefulness to create machine translation systems.
🧭
Keyword Pioneer
— web crawling
🐝
Cross-Pollinator
— Artificial Intelligence, Computer Vision, Data Science & Analytics, Deep Learning, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Speech & Audio
🌉
Interdisciplinary Bridge
— Computer Science and Machine Learning and Natural Language Processing
Authors
Marta Bañón
,
Pinzhen Chen
,
Barry Haddow
,
Kenneth Heafield
,
Hieu Hoang
,
Miquel Esplà-Gomis
,
Mikel L. Forcada
,
Amir Kamran
,
Faheem Kirefu
,
Philipp Koehn
,
Sergio Ortiz Rojas
,
Leopoldo Pla Sempere
,
Gema Ramírez-Sánchez
,
Elsa Sarrías
,
Marek Strelec
,
Brian Thompson
,
William Waites
,
Dion Wiggins
,
Jaume Zaragoza
Topics
Machine Learning > Application Areas > Data Augmentation
Natural Language Processing > Applications > Machine Translation
Natural Language Processing > Resources & Methods > Multilingual NLP
Natural Language Processing > Resources & Methods > Text Representation
Computer Science > Applications > Information Retrieval
Natural Language Processing > Generation > Machine Translation