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Decreasing lexical data sparsity in statistical syntactic parsing - experiments with named entities
In: Hogan, Deirdre, Foster, Jennifer orcid:0000-0002-7789-4853 and van Genabith, Josef orcid:0000-0003-1322-7944 (2011) Decreasing lexical data sparsity in statistical syntactic parsing - experiments with named entities. In: Multiword Expressions: from Parsing and Generation to the Real World (MWE). Workshop at ACL 2011, 19-24 June 2011, Portland, Oregon. (2011)
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From news to comment: Resources and benchmarks for parsing the language of web 2.0
In: Foster, Jennifer orcid:0000-0002-7789-4853 , Cetinoglu, Ozlem, Wagner, Joachim orcid:0000-0002-8290-3849 , Le Roux, Joseph, Nivre, Joakim, Hogan, Deirdre and van Genabith, Josef orcid:0000-0003-1322-7944 (2011) From news to comment: Resources and benchmarks for parsing the language of web 2.0. In: The 5th International Joint Conference on Natural Language Processing (IJCNLP), 08-13 Nov 2011, Chiang Mai, Thailand. ISBN 978-974-466-564-5 (2011)
Abstract: We investigate the problem of parsing the noisy language of social media. We evaluate four all-Street-Journal-trained statistical parsers (Berkeley, Brown, Malt and MST) on a new dataset containing 1,000 phrase structure trees for sentences from microblogs (tweets) and discussion forum posts. We compare the four parsers on their ability to produce Stanford dependencies for these Web 2.0 sentences. We find that the parsers have a particular problem with tweets and that a substantial part of this problem is related to POS tagging accuracy. We attempt three retraining experiments involving Malt, Brown and an in-house Berkeley-style parser and obtain a statistically significant improvement for all three parsers.
Keyword: Computational linguistics; domain adaptation; Parsing; self-training; twitter; up-training; user-generated content
URL: http://doras.dcu.ie/16854/
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3
#hardtoparse: POS tagging and parsing the twitterverse
In: Foster, Jennifer orcid:0000-0002-7789-4853 , Cetinoglu, Ozlem, Wagner, Joachim orcid:0000-0002-8290-3849 , Le Roux, Joseph, Hogan, Stephen, Nivre, Joakim, Hogan, Deirdre and van Genabith, Josef orcid:0000-0003-1322-7944 (2011) #hardtoparse: POS tagging and parsing the twitterverse. In: The AAAI-11 Workshop on Analyzing Microtext, 8 Aug 2011, San Francisco, CA. (2011)
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4
LFG without C-structures
In: Cetinoglu, Ozlem, Foster, Jennifer orcid:0000-0002-7789-4853 , Nivre, Joakim, Hogan, Deirdre, Cahill, Aoife orcid:0000-0002-3519-7726 and van Genabith, Josef orcid:0000-0003-1322-7944 (2010) LFG without C-structures. In: the 9th International Workshop on Treebanks and Linguistic Theories, 3 - 4 Dec. 2010, Tartu Estonia. (2010)
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5
Handling unknown words in statistical latent-variable parsing models for Arabic, English and French
In: Attia, Mohammed, Foster, Jennifer orcid:0000-0002-7789-4853 , Hogan, Deirdre, Le Roux, Joseph, Tounsi, Lamia and van Genabith, Josef orcid:0000-0003-1322-7944 (2010) Handling unknown words in statistical latent-variable parsing models for Arabic, English and French. In: SPMRL 2010 - 1st Workshop on Statistical Parsing of Morphologically-Rich Languages at NAACL HLT 2010, 5 June 2010, Los Angeles, CA, USA. (2010)
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6
Finding common ground: towards a surface realisation shared task
In: Belz, Anya, White, Mike, van Genabith, Josef orcid:0000-0003-1322-7944 , Hogan, Deirdre and Stent, Amanda (2010) Finding common ground: towards a surface realisation shared task. In: INLG 2010 - 6th International Natural Language Generation Conference, 7-9 July 2010, Trim, Co. Meath, Ireland. (2010)
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7
Handling Unknown Words in Statistical Latent-Variable Parsing Models for Arabic, English and French
In: Proceedings of the First Workshop on Statistical Parsing of Morphologically Rich Languages (SPMRL 2010) ; First Workshop on Statistical Parsing of Morphologically Rich Languages (SPMRL 2010) ; https://hal.archives-ouvertes.fr/hal-00702414 ; First Workshop on Statistical Parsing of Morphologically Rich Languages (SPMRL 2010), 2010, United States. pp.67-75 (2010)
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8
Parser-based retraining for domain adaptation of probabilistic generators
In: Hogan, Deirdre, Foster, Jennifer orcid:0000-0002-7789-4853 , Wagner, Joachim orcid:0000-0002-8290-3849 and van Genabith, Josef (2008) Parser-based retraining for domain adaptation of probabilistic generators. In: INLG 08 - 5th International Natural Language Generation Conference, 12-14 June 2008, Salt Fork, Ohio, USA. (2008)
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9
Exploiting multi-word units in history-based probabilistic generation
In: Hogan, Deirdre, Cafferkey, Conor, Cahill, Aoife orcid:0000-0002-3519-7726 and van Genabith, Josef (2007) Exploiting multi-word units in history-based probabilistic generation. In: EMNLP-CoNLL 2007 - Joint Meeting of the Conference on Empirical Methods in Natural Language Processing and the Conference on Computational Natural Language Learning, 28-30 June 2007, Prague, Czech Republic. (2007)
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