The NL2KR platform for building natural language translation systems

Nguyen H. Vo, Arindam Mitra, Chitta Baral

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Citations (Scopus)

Abstract

This paper presents the NL2KR platform to build systems that can translate text to different formal languages. It is freelyavailable1, customizable, and comes with an Interactive GUI support that is useful in the development of a translation system. Our key contribution is a userfriendly system based on an interactive multistage learning algorithm. This effective algorithm employs Inverse-, Generalization and user provided dictionary to learn new meanings of words from sentences and their representations. Using the learned meanings, and the Generalization approach, it is able to translate new sentences. NL2KR is evaluated on two standard corpora, Jobs and GeoQuery and it exhibits state-of-The-Art performance on both of them.

Original languageEnglish (US)
Title of host publicationACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference
PublisherAssociation for Computational Linguistics (ACL)
Pages899-908
Number of pages10
Volume1
ISBN (Print)9781941643723
StatePublished - 2015
Event53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015 - Beijing, China
Duration: Jul 26 2015Jul 31 2015

Other

Other53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015
CountryChina
CityBeijing
Period7/26/157/31/15

Fingerprint

Formal languages
Glossaries
Graphical user interfaces
Learning algorithms

ASJC Scopus subject areas

  • Artificial Intelligence
  • Software

Cite this

Vo, N. H., Mitra, A., & Baral, C. (2015). The NL2KR platform for building natural language translation systems. In ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference (Vol. 1, pp. 899-908). Association for Computational Linguistics (ACL).

The NL2KR platform for building natural language translation systems. / Vo, Nguyen H.; Mitra, Arindam; Baral, Chitta.

ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference. Vol. 1 Association for Computational Linguistics (ACL), 2015. p. 899-908.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Vo, NH, Mitra, A & Baral, C 2015, The NL2KR platform for building natural language translation systems. in ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference. vol. 1, Association for Computational Linguistics (ACL), pp. 899-908, 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015, Beijing, China, 7/26/15.
Vo NH, Mitra A, Baral C. The NL2KR platform for building natural language translation systems. In ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference. Vol. 1. Association for Computational Linguistics (ACL). 2015. p. 899-908
Vo, Nguyen H. ; Mitra, Arindam ; Baral, Chitta. / The NL2KR platform for building natural language translation systems. ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference. Vol. 1 Association for Computational Linguistics (ACL), 2015. pp. 899-908
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