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Active learning and the Irish treebank

Lynn, Teresa, Foster, Jennifer orcid logoORCID: 0000-0002-7789-4853, Uí Dhonnchadha, Elaine and Dras, Mark (2012) Active learning and the Irish treebank. In: The Annual Meeting of the Australasian Language Technology Association (ALTA 2012), 4-6 Dec 2012, Dunedin, NZ.

Abstract
We report on our ongoing work in developing the Irish Dependency Treebank, describe the results of two Inter annotator Agreement (IAA) studies, demonstrate improvements in annotation consistency which have a knock-on effect on parsing accuracy, and present the final set of dependency labels. We then go on to investigate the extent to which active learning can play a role in treebank and parser development by comparing an active learning bootstrapping approach to a passive approach in which sentences are chosen at random for manual revision. We show that active learning outperforms passive learning, but when annotation effort is taken into account, it is not clear how much of an advantage the active learning approach has. Finally, we present results which suggest that adding automatic parses to the training data along with manually revised parses in an active learning setup does not greatly affect parsing accuracy.
Metadata
Item Type:Conference or Workshop Item (Paper)
Event Type:Workshop
Refereed:Yes
Subjects:Computer Science > Computational linguistics
Humanities > Irish language
Humanities > Linguistics
DCU Faculties and Centres:Research Initiatives and Centres > Centre for Next Generation Localisation (CNGL)
Research Initiatives and Centres > National Centre for Language Technology (NCLT)
DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Use License:This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License
ID Code:17976
Deposited On:10 Apr 2013 13:08 by Jennifer Foster . Last Modified 10 Oct 2018 13:47
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