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Universal Dependencies |
Universal Dependencies is a project that seeks to develop cross-linguistically consistent treebank annotation for many languages, with the goal of facilitating multilingual parser development, cross-lingual learning, and parsing research from a language typology perspective. The annotation scheme is based on (universal) Stanford dependencies (de Marneffe et al., 2006, 2008, 2014), Google universal part-of-speech tags (Petrov et al., 2012), and the Interset interlingua for morphosyntactic tagsets (Zeman, 2008). The general philosophy is to provide a universal inventory of categories and guidelines to facilitate consistent annotation of similar constructions across languages, while allowing language-specific extensions when necessary.
The Stanford dependencies were originally developed in 2005 as a backend to the Stanford parser to help in Recognizing Textual Textual Entailment systems, then eventually emerged as the de facto standard for dependency analysis of English, and have since been adapted to a number of different languages (Chang et al., 2009, Bosco et al., 2013, Haverinen et al., 2013, Seraji et al., 2013, Tsarfaty, 2013, Lipenkova and Souček 2014). The Google universal tag set grew out of the cross-linguistic error analysis based on the CoNLL-X shared task data by McDonald and Nivre (2007), was initially used for unsupervised part-of-speech tagging by Das and Petrov (2011), and has since been adopted as a widely used standard for mapping diverse tagsets to a common standard. The Interset (Zeman, 2008) started as a tool for conversion between morphosyntactic tagsets of multiple languages. It dates back to 2006 when it was used in the first experiments with cross-lingual delexicalized parser adaptation (Zeman and Resnik, 2008). It was later employed as the morphological layer in HamleDT (Zeman et al., 2014) – a project that brings treebanks of many languages under a common annotation scheme.
The first attempt to combine Stanford dependencies and Google universal tags into a universal annotation scheme was the Universal Dependency Treebank (UDT) project (McDonald et al., 2013), which released treebanks for 6 languages in 2013 and 11 languages in 2014, and the first proposal for incorporating morphology was made by Tsarfaty (2013). The second version of HamleDT (Rosa et al., 2014) provided Stanford/Google annotation for 30 languages in 2014. This was followed by the development of universal Stanford dependencies (USD) (de Marneffe et al., 2014). The new Universal Dependencies is the result of merging all these initiatives into a single coherent framework, based on universal Stanford dependencies, an extended version of the Google universal tagset, a revised subset of the Interset feature inventory, and a revised version of the CoNLL-X format (called CoNLL-U).
- Jinho Choi
- Marie-Catherine de Marneffe
- Tim Dozat
- Filip Ginter
- Yoav Goldberg
- Jan Hajič
- Christopher Manning
- Ryan McDonald
- Joakim Nivre
- Slav Petrov
- Sampo Pyysalo
- Natalia Silveira
- Reut Tsarfaty
- Dan Zeman
- Basque: Koldo Gojenola
- Bulgarian: Kiril Simov, Petya Osenova
- Czech: Dan Zeman, Jan Hajič
- English: Marie-Catherine de Marneffe, Natalia Silveira, Timothy Dozat, Christopher Manning
- Finnish: Sampo Pyysalo, Jenna Kanerva, Filip Ginter
- Greek: Prokopis Prokopidis
- Hebrew: Yoav Goldberg, Reut Tsarfaty
- Hungarian: Richárd Farkas, Veronika Vincze
- Irish: Teresa Lynn, Jennifer Foster
- Italian: Maria Simi
- Persian: Mojgan Seraji, Joakim Nivre
- Swedish: Joakim Nivre, Aaron Smith
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Cristina Bosco, Simonetta Montemagni, Maria Simi. 2013. Converting Italian treebanks: Towards an Italian Stanford dependency treebank, In 7th Linguistic Annotation Workshop and Interoperability with Discourse.
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Pi-Chuan Chang, Huihsin Tseng, Dan Jurafsky, and Christopher D. Manning. 2009. Discriminative Reordering with Chinese Grammatical Relations Features. In Proceedings of the Third Workshop on Syntax and Structure in Statistical Translation.
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Dipanjan Das, and Slav Petrov. 2011. Unsupervised part-of-speech tagging with bilingual graph-based projections In Proceedings of ACL.
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Katri Haverinen, Jenna Nyblom, Timo Viljanen, Veronika Laippala, Samuel Kohonen, Anna Missilä, Stina Ojala, Tapio Salakoski, and Filip Ginter. 2013. Building the essential resources for Finnish: the Turku Dependency Treebank. Language Resources and Evaluation. Volume 48, Issue 3, pp 493-531.
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Janna Lipenkova and Milan Souček. 2014. Converting Russian Dependency Treebank to Stanford Typed Dependencies Representation. In Proceedings of the 14th Conference of the European Chapter of the Association for Computational Linguistics, pp. 143-147.
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Marie-Catherine de Marneffe, Bill MacCartney, and Christopher D. Manning. 2006. Generating typed dependency parses from phrase structure parses. In Proceedings of LREC.
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Marie-Catherine de Marneffe and Christopher D. Manning. 2008. The Stanford typed dependencies representation. In COLING Workshop on Cross-framework and Cross-domain Parser Evaluation.
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Marie-Catherine de Marneffe, Timothy Dozat, Natalia Silveira, Katri Haverinen, Filip Ginter, Joakim Nivre, and Christopher Manning. 2014. Universal Stanford Dependencies: A cross-linguistic typology. In Proceedings of LREC.
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Ryan McDonald, and Joakim Nivre. 2007. Characterizing the errors of data-driven dependency parsing models. In Proceedings of EMNLP-CoNLL.
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Ryan McDonald, Joakim Nivre, Yvonne Quirmbach-Brundage, Yoav Goldberg, Dipanjan Das, Kuzman Ganchev, Keith Hall, Slav Petrov, Hao Zhang, Oscar Täckström, Claudia Bedini, Núria Bertomeu Castelló, and Jungmee Lee. 2013. Universal Dependency Annotation for Multilingual Parsing. In Proceedings of ACL. (home page)
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Slav Petrov, Dipanjan Das, and Ryan McDonald. 2012. A universal part-of-speech tagset. In Proceedings of LREC. (home page)
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Rudolf Rosa, Jan Mašek, David Mareček, Martin Popel, Daniel Zeman, Zdeněk Žabokrtský. 2014. HamleDT 2.0: Thirty Dependency Treebanks Stanfordized. In Proceedings of LREC. (home page)
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Mojgan Seraji, Carina Jahani, Beáta Megyesi, and Joakim Nivre. 2013. A Persian treebank with Stanford typed dependencies. In Proceedings of LREC.
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Reut Tsarfaty. 2013. A unified morpho-syntactic scheme of Stanford dependencies. In Proceedings of ACL.
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Daniel Zeman. 2008. Reusable Tagset Conversion Using Tagset Drivers. In Proceedings of LREC. (home page)
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Daniel Zeman, and Philip Resnik. 2008. Cross-Language Parser Adaptation between Related Languages. In Proceedings of IJCNLP 2008 Workshop on NLP for Less Privileged Languages
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Daniel Zeman, Ondřej Dušek, David Mareček, Martin Popel, Loganathan Ramasamy, Jan Štěpánek, Zdeněk Žabokrtský, and Jan Hajič. 2014. HamleDT: Harmonized multi-language dependency treebank. In Language Resources and Evaluation, DOI 10.1007/s10579-014-9275-2. (Extended version of paper from LREC 2012.)