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1
Modeling Language Variation and Universals: A Survey on Typological Linguistics for Natural Language Processing
In: ISSN: 0891-2017 ; EISSN: 1530-9312 ; Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-02425462 ; Computational Linguistics, Massachusetts Institute of Technology Press (MIT Press), 2019, 45 (3), pp.559-601. ⟨10.1162/coli_a_00357⟩ ; https://www.mitpressjournals.org/doi/abs/10.1162/coli_a_00357 (2019)
Abstract: International audience ; Linguistic typology aims to capture structural and semantic variation across the world’s languages. A large-scale typology could provide excellent guidance for multilingual Natural Language Processing (NLP), particularly for languages that suffer from the lack of human labeled resources. We present an extensive literature survey on the use of typological information in the development of NLP techniques. Our survey demonstrates that to date, the use of information in existing typological databases has resulted in consistent but modest improvements in system performance. We show that this is due to both intrinsic limitations of databases (in terms of coverage and feature granularity) and under-utilization of the typological features included in them. We advocate for a new approach that adapts the broad and discrete nature of typological categories to the contextual and continuous nature of machine learning algorithms used in contemporary NLP. In particular, we suggest that such an approach could be facilitated by recent developments in data-driven induction of typological knowledge.
Keyword: [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; [SCCO.COMP]Cognitive science/Computer science; [SCCO.LING]Cognitive science/Linguistics; [SHS.LANGUE]Humanities and Social Sciences/Linguistics; [SHS.STAT]Humanities and Social Sciences/Methods and statistics; Computational linguistics; Typology
URL: https://hal.archives-ouvertes.fr/hal-02425462
https://hal.archives-ouvertes.fr/hal-02425462/file/coli_a_00357-Ponti.pdf
https://hal.archives-ouvertes.fr/hal-02425462/document
https://doi.org/10.1162/coli_a_00357
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2
Modeling Language Variation and Universals: A Survey on Typological Linguistics for Natural Language Processing
In: https://hal.archives-ouvertes.fr/hal-01856176 ; 2018 (2018)
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3
Cognitive Aspects of Computational Language Acquisition
Villavicencio, Aline; Poibeau, Thierry; Korhonen, Anna. - : HAL CCSD, 2013. : Springer, 2013
In: https://hal.archives-ouvertes.fr/hal-00783282 ; Springer, pp.330, 2013, 978-3-642-31863-4 (2013)
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4
A Tensor-based Factorization Model of Semantic Compositionality
In: Proceedings of the Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL) ; Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL) ; https://hal.archives-ouvertes.fr/hal-00997334 ; Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL), Jun 2013, Atlanta, United States. pp.1142-1151 (2013)
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5
Computational Modeling as a Methodology for Studying Human Language Learning
In: Cognitive Aspects of Computational Language Acquisition ; https://hal.archives-ouvertes.fr/hal-00783285 ; A. Villavicencio, T. Poibeau, A. Korhonen and A. Alishahi. Cognitive Aspects of Computational Language Acquisition, Springer, pp.1-26, 2013, Theory and Applications of Natural Language Processing, 978-3-642-31863-4 (2013)
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6
Multiway Tensor Factorization for Unsupervised Lexical Acquisition
In: Proceedings of COLING 2012: Technical Papers ; COLING 2012 ; https://hal.archives-ouvertes.fr/hal-00783711 ; COLING 2012, Dec 2012, Mumbai, India. pp.2703-2720 (2012)
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7
Proceedings of the EACL Workshop on Computational Models of Language Acquisition and Loss
Berwick, Robert; Korhonen, Anna; Poibeau, Thierry. - : HAL CCSD, 2012. : Association for Computational Linguistics, 2012
In: https://hal.archives-ouvertes.fr/hal-00783291 ; A. Villavicencio, T. Poibeau, A. Korhonen & B. Berwick. France. Association for Computational Linguistics, pp.70, 2012, 978-1-937284-19-0 (2012)
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8
Latent Vector Weighting for Word Meaning in Context
In: Proceedings of "Empirical Methods in Natural Language Processing" ; Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-00666475 ; Empirical Methods in Natural Language Processing, 2011, France (2011)
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9
A Weakly-supervised Approach to Argumentative Zoning of Scientific Documents
In: Actes de la conférence "Empirical Methods in Natural language Processing" (EMNLP) ; Empirical Methods in Natural language Processing (EMNLP) ; https://hal.archives-ouvertes.fr/hal-00666472 ; Empirical Methods in Natural language Processing (EMNLP), 2011, Edinburgh, United Kingdom (2011)
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10
The acquisition of unrestricted feature-based conceptual representations from corpora
In: https://hal.archives-ouvertes.fr/hal-00508665 ; 2010 (2010)
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11
Large-Scale Acquisition of Feature-Based Conceptual Representations from Textual Corpora
In: Proceedings of the Annual Meeting of the Cognitive Science Society ; The Annual Meeting of the Cognitive Science Society ; https://hal.archives-ouvertes.fr/hal-00507103 ; The Annual Meeting of the Cognitive Science Society, 2010, United States. 6 p (2010)
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12
Towards unrestricted, large-scale acquisition of feature-based conceptual representations from corpus data
In: ISSN: 1570-7075 ; EISSN: 1572-8706 ; Research on Language and Computation ; https://hal.archives-ouvertes.fr/hal-00605539 ; Research on Language and Computation, Springer Verlag, 2010, 7 (2-4), pp.137-170 (2010)
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13
Investigating the cross-linguistic potential of VerbNet-style classification
In: Proceedings of CoLing ; CoLing 2010 ; https://hal.archives-ouvertes.fr/hal-00539036 ; CoLing 2010, 2010, Beijing, China, China. pp.94 (2010)
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14
LexSchem: A Large Subcategorization Lexicon for French Verbs
In: Proceedings of the Language Resources and Evaluation Conference (LREC) ; LREC 2008 ; https://hal.archives-ouvertes.fr/hal-00539025 ; LREC 2008, 2008, Marrakech, Morocco. pp.142 (2008)
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