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The surprising vulnerability of automatic content scoring systems to adversarial input ...
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Measuring feature diversity in Native Language Identification
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Is getting the right answer just about choosing the right words? The role of syntactically-informed features in short answer scoring ...
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Higgins, Derrick; Brew, Chris; Heilman, Michael; Ziai, Ramon; Chen, Lei; Cahill, Aoife; Flor, Michael; Madnani, Nitin; Tetreault, Joel; Blanchard, Daniel; Napolitano, Diane; Lee, Chong Min; Blackmore, John. - : arXiv, 2014
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Abstract:
Developments in the educational landscape have spurred greater interest in the problem of automatically scoring short answer questions. A recent shared task on this topic revealed a fundamental divide in the modeling approaches that have been applied to this problem, with the best-performing systems split between those that employ a knowledge engineering approach and those that almost solely leverage lexical information (as opposed to higher-level syntactic information) in assigning a score to a given response. This paper aims to introduce the NLP community to the largest corpus currently available for short-answer scoring, provide an overview of methods used in the shared task using this data, and explore the extent to which more syntactically-informed features can contribute to the short answer scoring task in a way that avoids the question-specific manual effort of the knowledge engineering approach. ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/1403.0801 https://dx.doi.org/10.48550/arxiv.1403.0801
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ETS Corpus of Non-Native Written English ; Educational Testing Service Corpus of Non-Native Written English
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LFG without C-structures
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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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Wide-coverage deep statistical parsing using automatic dependency structure annotation
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In: Cahill, Aoife orcid:0000-0002-3519-7726 , Burke, Michael, O'Donovan, Ruth, Riezler, Stefan, van Genabith, Josef orcid:0000-0003-1322-7944 and Way, Andy orcid:0000-0001-5736-5930 (2008) Wide-coverage deep statistical parsing using automatic dependency structure annotation. Computational Linguistics, 34 (1). pp. 81-124. (2008)
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Exploiting multi-word units in history-based probabilistic generation
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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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Robust PCFG-based generation using automatically acquired LFG approximations
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In: Cahill, Aoife orcid:0000-0002-3519-7726 and van Genabith, Josef (2006) Robust PCFG-based generation using automatically acquired LFG approximations. In: COLING/ACL 2006 - 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics, 17-21 July 2006, Sydney, Australia. (2006)
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Adapting and developing linguistic resources for question answering
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Judge, John. - : Dublin City University. School of Computing, 2006
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In: Judge, John (2006) Adapting and developing linguistic resources for question answering. PhD thesis, Dublin City University. (2006)
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QuestionBank: creating a corpus of parse-annotated questions
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In: Judge, John, Cahill, Aoife orcid:0000-0002-3519-7726 and van Genabith, Josef (2006) QuestionBank: creating a corpus of parse-annotated questions. In: COLING/ACL 2006 - 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics, 17-21 July 2006, Sydney, Australia. (2006)
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Large-scale induction and evaluation of lexical resources from the Penn-II and Penn-III treebanks
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In: O'Donovan, Ruth, Burke, Michael, Cahill, Aoife orcid:0000-0002-3519-7726 , van Genabith, Josef and Way, Andy orcid:0000-0001-5736-5930 (2005) Large-scale induction and evaluation of lexical resources from the Penn-II and Penn-III treebanks. Computational Linguistics, 31 (3). pp. 328-365. ISSN 1530-9312 (2005)
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Evaluating automatically acquired f-structures against PropBank
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In: Burke, Michael, Cahill, Aoife orcid:0000-0002-3519-7726 , van Genabith, Josef and Way, Andy orcid:0000-0001-5736-5930 (2005) Evaluating automatically acquired f-structures against PropBank. In: LFG05 - 10th International Lexical Functional Grammar Conference, 18-20 July 2005, Bergen, Norway. ISBN 1098-6782 (2005)
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