Open IE as an intermediate structure for semantic tasks

Gabriel Stanovsky; Ido Dagan; Mausam

doi:10.3115/v1/p15-2050

Open IE as an intermediate structure for semantic tasks

Gabriel Stanovsky, Ido Dagan, Mausam

Department of Computer Science

Indian Institute of Technology Delhi

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

54 Scopus citations

Abstract

Semantic applications typically extract in-formation from intermediate structures de-rived from sentences, such as dependency parse or semantic role labeling. In this pa-per, we study Open Information Extrac-tion's (Open IE) output as an additional in-termediate structure and find that for tasks such as text comprehension, word similar-ity and word analogy it can be very effec-tive. Specifically, for word analogy, Open IE-based embeddings surpass the state of the art. We suggest that semantic applica-tions will likely benefit from adding Open IE format to their set of potential sentence-level structures.

Original language	English
Title of host publication	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
Publisher	Association for Computational Linguistics (ACL)
Pages	303-308
Number of pages	6
ISBN (Electronic)	9781941643730
DOIs	https://doi.org/10.3115/v1/p15-2050
State	Published - 2015
Event	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 Duration: 26 Jul 2015 → 31 Jul 2015

Publication series

Name	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
Volume	2

Conference

Conference	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
Country/Territory	China
City	Beijing
Period	26/07/15 → 31/07/15

Bibliographical note

Publisher Copyright:
© 2015 Association for Computational Linguistics.

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Stanovsky, G., Dagan, I., & Mausam (2015). Open IE as an intermediate structure for semantic tasks. 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 (pp. 303-308). (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. 2). Association for Computational Linguistics (ACL). https://doi.org/10.3115/v1/p15-2050

Stanovsky, Gabriel ; Dagan, Ido ; Mausam. / Open IE as an intermediate structure for semantic tasks. 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. Association for Computational Linguistics (ACL), 2015. pp. 303-308 (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).

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Stanovsky, G, Dagan, I & Mausam 2015, Open IE as an intermediate structure for semantic tasks. 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. 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. 2, Association for Computational Linguistics (ACL), pp. 303-308, 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, 26/07/15. https://doi.org/10.3115/v1/p15-2050

Open IE as an intermediate structure for semantic tasks. / Stanovsky, Gabriel; Dagan, Ido; Mausam.
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. Association for Computational Linguistics (ACL), 2015. p. 303-308 (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. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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Stanovsky G, Dagan I, Mausam. Open IE as an intermediate structure for semantic tasks. 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. Association for Computational Linguistics (ACL). 2015. p. 303-308. (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). doi: 10.3115/v1/p15-2050

Open IE as an intermediate structure for semantic tasks

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