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An Introduction to Celtic Language Technology ; CLTW14 (Celtic Languages Technology Workshop)
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Focl?ir Stairi?il na Nua-Ghaeilge II: digiti?, caighde?n?, leam? an chorpais ; Teangeola?ocht na Gaeilge XVI [Linguistics of the Gaelic Languages XVI]
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Active learning and the Irish treebank
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In: Lynn, Teresa, Foster, Jennifer orcid: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. (2012)
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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.
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Keyword:
Computational linguistics; Irish language; Linguistics
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URL: http://doras.dcu.ie/17976/
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Irish treebanking and parsing: a preliminary evaluation
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In: Lynn, Teresa, Cetinoglu, Ozlem, Foster, Jennifer orcid:0000-0002-7789-4853 , Uí Dhonnchadha, Elaine orcid:0000-0003-3448-4288 , Dras, Mark orcid:0000-0001-9908-7182 and van Genabith, Josef orcid:0000-0003-1322-7944 (2012) Irish treebanking and parsing: a preliminary evaluation. In: International Conference on Linguistic Resources and Evaluation, 21-27 May 2012, Istanbul, Turkey. (2012)
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Issues in Designing a Corpus of Spoken Irish
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In: Conference papers (2012)
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Quizzes on tap: exporting a test generation system from one less resourced language to another
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In: Maritxalar, Montse, Uí Dhonnchadha, Elaine, Foster, Jennifer orcid:0000-0002-7789-4853 and Ward, Monica (2011) Quizzes on tap: exporting a test generation system from one less resourced language to another. In: LTC 2011 : 5th Language and Technology Conference, 25-27 Nov 2011, Poznan, Poland. (2011)
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Partial dependency parsing for Irish
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In: Uí Dhonnchadha, Elaine and van Genabith, Josef orcid:0000-0003-1322-7944 (2010) Partial dependency parsing for Irish. In: LREC2010: Language Resources and Evaluation Conference, 17-23 May 2010, Malta. (2010)
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Part-of-speech tagging and partial parsing for Irish using finite-state transducers and constraint grammar
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In: Uí Dhonnchadha, Elaine (2009) Part-of-speech tagging and partial parsing for Irish using finite-state transducers and constraint grammar. PhD thesis, Dublin City University. (2009)
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CL for CALL in the primary school
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In: Keogh, Katrina A., Koller, Thomas, Ward, Monica, Uí Dhonnchadha, Elaine and van Genabith, Josef (2004) CL for CALL in the primary school. In: eLearning for Computational Linguistics and Computational Linguistics for eLearning. International Workshop in Association with COLING 2004., 23-27 Aug. 2004, Geneva, Switzerland. (2004)
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An analyser and generator for Irish inflectional morphology using finite-state transducers
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In: Uí Dhonnchadha, Elaine (2002) An analyser and generator for Irish inflectional morphology using finite-state transducers. Master of Science thesis, Dublin City University. (2002)
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