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Tytuł artykułu

A syntactic component for Vietnamese language processing

Treść / Zawartość
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
This paper presents the development of a grammar and a syntactic parser for the Vietnamese language. We first discuss the construction of a lexicalized tree-adjoining grammar using an automatic extraction approach. We then present the construction and evaluation of a deep syntactic parser based on the extracted grammar. This is a complete system that produces syntactic structures for Vietnamese sentences. A dependency annotation scheme for Vietnamese and an algorithm for extracting dependency structures from derivation trees are also proposed. This is the first Vietnamese parsing system capable of producing both constituency and dependency analyses. It offers encouraging performance: accuracy of 69.33% and 73.21% for constituency and dependency analysis, respectively.
Rocznik
Strony
145--184
Opis fizyczny
Bibliogr. 53 poz., rys., tab., wykr.
Twórcy
autor
  • VNU University of Science, Hanoi, Vietnam
  • LORIA, Université de Lorraine, Nancy, France
  • VNU University of Science, Hanoi, Vietnam
Bibliografia
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  • [5] Marie Candito, Benoît Crabbé, and Pascal Denis (2010), Statistical French dependency parsing: treebank conversion and first results, in Proceedings of LREC 2010, pp. 19-21, Valletta, Malta.
  • [6] Marie Candito, Benoît Crabbé, Pascal Denis, and François Guérin (2009b), Analyse syntaxique du français : des constituants aux dépendances (Syntactic Parsing of French: from constituents to dependencies), in Actes de Traitement Automatique des Langues, pp. 40-49, Senlis, France.
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  • [9] John Chen, Srinivas Bangalore, and K. Vijay-Shanker (2006), Automated extraction of tree-adjoining grammars from treebanks, Natural Language Engineering, 12 (3): 251-299.
  • [10] John Chen and K. Vijay-Shanker (2000), Automated extraction of TAGs from the Penn treebank, in Proceedings of the Sixth International Workshop on Parsing Technologies.
  • [11] David Chiang (2000), Statistical parsing with an automatically extracted tree adjoining grammar, in Proceedings of ACL, pp. 456-463, Morristown, New Jersey, USA.
  • [12] Michael Collins (1997), Three generative, lexicalised models for statistical parsing, in Proceedings of ACL, pp. 16-23, Association for Computational Linguistics, Stroudsburg, Pennsylvania, USA.
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  • [14] Benoît Crabbé, Denys Duchier, Claire Gardent, Josheph Le Roux, and Yannick Parmentier (2013), XMG: eXtensible MetaGrammar, Computational Linguistics, 39 (3): 591-629.
  • [15] Marie-Catherine de Marneffe, Bill MacCartney, and Christopher D. Manning (2006), Generating typed dependency parses from phrase structure parses, in Proceedings of LREC 2006, pp. 449-454, Genoa, Italy.
  • [16] Yuan Ding and Martha Palmer (2004), Synchronous dependency insertion grammars: a grammar formalism for syntax-based statistical machine translation, in Workshop on Recent Advances in Dependency Grammars, pp. 90-97, Geneva, Switzerland.
  • [17] Robert Frank (2002), Phrase structure composition and syntactic dependencies, MIT Press, Boston, USA.
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  • [19] Cao Xuân Hạo (2000), Vietnamese – Some Questions on Phonetics, Syntax and Semantics (in Vietnamese), NXB GD, Hanoi, Vietnam.
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  • [22] Ane-Dybro Johansen (2004), Extraction des grammaires LTAG à partir d’un corpus étiquetté syntaxiquement, Master’s thesis, Université Paris 7, Paris, France.
  • [23] Richard Johansson and Pierre Nugues (2008), Dependency-based syntactic-semantic analysis with PropBank and NomBank, in CoNLL 2008: Proceedings of the Twelfth Conference on Computational Natural Language Learning, pp. 183-187, Manchester, UK.
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  • [31] Phuong Le-Hong, Azim Roussanaly, Thi Minh Huyen Nguyen, and Mathias Rossignol (2010), An empirical study of maximum entropy approach for part-of-speech tagging of Vietnamese texts, in Actes de Traitement Automatique des Langues, pp. 50-61, Montreal, Canada.
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  • [34] David M. Magerman (1995), Statistical decision-tree models for parsing, in Proceedings of ACL, pp. 276-283, Stroudsburg, Pennsylvania, USA.
  • [35] Ryan McDonald, Joakim Nivre, Yvonne Quirmbach-Brundage, Yoav Goldberg, Dipanjan Das, Kuzman Ganchev, Keith Hall, Slav Petrov, Hao Zhang, Oscar Täckström, Claudia Bedini, Nuria Bertomeu Castelló, and Jungmee Lee (2013), Universal dependency annotation for multilingual parsing, in Proceedings of ACL, pp. 92-97, Sofia, Bulgaria.
  • [36] Ryan McDonald and Fernando Pereira (2006), Online learning of approximate dependency parsing algorithms, in Proceedings of EACL, pp. 81-88, Trento, Italy.
  • [37] Alexis Nasr (2004), Analyse syntaxique probabiliste pour grammaires de dépendances extraites automatiquement, Habilitation à diriger des recherches, Université Paris 7, Paris, France.
  • [38] Günter Neumann (2003), A uniform method for automatically extracting stochastic lexicalized tree grammar from treebank and HPSG, in Anne Abeillé, editor, Treebanks: Building and Using Parsed Corpora, volume 20 of Text, Speech and Language Technology, pp. 351-365, Springer Netherlands.
  • [39] Phuong Thai Nguyen, Luong Vu Xuan, Thi Minh Huyen Nguyen, Van Hiep Nguyen, and Phuong Le-Hong (2009), Building a large syntactically-annotated corpus of Vietnamese, in Proceedings of the 3rd Linguistic Annotation Workshop, ACL-IJCNLP, pp. 182-185, Suntec City, Singapore.
  • [40] Thi Luong Nguyen, My Linh Ha, Viet Hung Nguyen, Thi Minh Huyen Nguyen, and Phuong Le-Hong (2013), Building a treebank for Vietnamese dependency parsing, in The 10th IEEE RIVF, pp. 147-151, IEEE, Hanoi, Vietnam.
  • [41] Thi Minh Huyen Nguyen, Laurent Romary, Mathias Rossignol, and Xuan Luong Vu (2006), A lexicon for Vietnamese language processing, Language Resources and Evaluation, 40 (3-4).
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  • [43] Joakim Nivre (2003), An efficient algorithm for projective dependency parsing, in Proceedings of the 8th International Workshop on Parsing Technologies (IWPT 03), pp. 149-160, Nancy, France.
  • [44] Jungyeul Park (2006), Extraction of tree adjoining grammars from a treebank for Korean, in Proceedings of COLING-ACL Student Research Workshop, pp. 73-78, Morristown, New Jersey, USA.
  • [45] Patrick Paroubek, L. G. Pouillot, I. Robba, and Anne Vilnat (2005), EASY: Campagne d’évaluation des analyseurs syntaxiques (EASY Evaluation compagne of syntactic parsers), in Actes de Traitement Automatique des Langues, pp. 3-12, Dourdan, France.
  • [46] Lewis M. Paul, Gary F. Simons, and Charles D. Fennig (eds.) (2014), Ethnologue: Languages of the World, Seventeenth edition, SIL International, Dallas, Texas, USA.
  • [47] Owen Rambow and Aravind Joshi (1994), A formal look at dependency grammars and phrase-structure grammars, with special consideration of word-order phenomena, in Current Issues in Meaning-Text Theory, pp. 1-20, Pinter, London, UK.
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  • [49] Yves Schabes (1990), Mathematical and computational aspects of lexicalized grammars, Ph.D. thesis, University of Pennsylvania, Pennsylvania, USA.
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  • [51] Vietnam Committee on Social Sciences, editor (1983), Vietnamese Grammar (in Vietnamese), NXB KHXH, Hanoi, Vietnam.
  • [52] Fei Xia (2001), Automatic grammar generation from two different perspectives, Ph.D. thesis, University of Pennsylvania, Pennsylvania, USA.
  • [53] Fei Xia, Martha Palmer, and Aravind Joshi (2000), A uniform method of grammar extraction and its applications, in Proceedings of the joint SIGDAT conference on empirical methods in NLP and very large corpora, pp. 53-62, Morristown, New Jersey, USA.
Uwagi
Opracowanie rekordu ze środków MNiSW, umowa Nr 461252 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2020).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-66ba5acd-1251-4a95-a892-9e8a8eab2ad3
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