Entailment-based text exploration with application to the health-care domain

Meni Adler; Jonathan Berant; Ido Dagan

Entailment-based text exploration with application to the health-care domain

Meni Adler
, Jonathan Berant
, Ido Dagan

Department of Computer Science and Artificial Intelligence

Bar-Ilan University
Tel Aviv University

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

11 Scopus citations

Abstract

We present a novel text exploration model, which extends the scope of state-of-the-art technologies by moving from standard concept-based exploration to statement-based exploration. The proposed scheme utilizes the textual entailment relation between statements as the basis of the exploration process. A user of our system can explore the result space of a query by drilling down/up from one statement to another, according to entailment relations specified by an entailment graph and an optional concept taxonomy. As a prominent use case, we apply our exploration system and illustrate its benefit on the health-care domain. To the best of our knowledge this is the first implementation of an exploration system at the statement level that is based on the textual entailment relation.

Original language	English
Title of host publication	ACL 2012 - 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the System Demonstrations
Editors	Min Zhang
Publisher	Association for Computational Linguistics (ACL)
Pages	79-84
Number of pages	6
ISBN (Electronic)	9781937284275
State	Published - 2012
Event	50th Annual Meeting of the Association for Computational Linguistics, ACL 2012 - Jeju Island, Korea, Republic of Duration: 8 Jul 2012 → 14 Jul 2012

Publication series

Name	Proceedings of the Annual Meeting of the Association for Computational Linguistics
ISSN (Print)	0736-587X

Conference

Conference	50th Annual Meeting of the Association for Computational Linguistics, ACL 2012
Country/Territory	Korea, Republic of
City	Jeju Island
Period	8/07/12 → 14/07/12

Bibliographical note

Publisher Copyright:
© 2012 Association for Computational Linguistics

Funding

This work was partially supported by the Israel Ministry of Science and Technology, the PASCAL-2 Network of Excellence of the European Community FP7-ICT-2007-1-216886, and the European Communitys Seventh Framework Programme (FP7/2007-2013) under grant agreement no. 287923 (EXCITEMENT).

Funders	Funder number
Seventh Framework Programme	287923
Seventh Framework Programme
Ministry of science and technology, Israel	FP7-ICT-2007-1-216886

Cite this

Adler, M., Berant, J., & Dagan, I. (2012). Entailment-based text exploration with application to the health-care domain. In M. Zhang (Ed.), ACL 2012 - 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the System Demonstrations (pp. 79-84). (Proceedings of the Annual Meeting of the Association for Computational Linguistics). Association for Computational Linguistics (ACL).

Adler, Meni ; Berant, Jonathan ; Dagan, Ido. / Entailment-based text exploration with application to the health-care domain. ACL 2012 - 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the System Demonstrations. editor / Min Zhang. Association for Computational Linguistics (ACL), 2012. pp. 79-84 (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

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abstract = "We present a novel text exploration model, which extends the scope of state-of-the-art technologies by moving from standard concept-based exploration to statement-based exploration. The proposed scheme utilizes the textual entailment relation between statements as the basis of the exploration process. A user of our system can explore the result space of a query by drilling down/up from one statement to another, according to entailment relations specified by an entailment graph and an optional concept taxonomy. As a prominent use case, we apply our exploration system and illustrate its benefit on the health-care domain. To the best of our knowledge this is the first implementation of an exploration system at the statement level that is based on the textual entailment relation.",

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Adler, M, Berant, J & Dagan, I 2012, Entailment-based text exploration with application to the health-care domain. in M Zhang (ed.), ACL 2012 - 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the System Demonstrations. Proceedings of the Annual Meeting of the Association for Computational Linguistics, Association for Computational Linguistics (ACL), pp. 79-84, 50th Annual Meeting of the Association for Computational Linguistics, ACL 2012, Jeju Island, Korea, Republic of, 8/07/12.

Entailment-based text exploration with application to the health-care domain. / Adler, Meni; Berant, Jonathan; Dagan, Ido.
ACL 2012 - 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the System Demonstrations. ed. / Min Zhang. Association for Computational Linguistics (ACL), 2012. p. 79-84 (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

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

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Adler M, Berant J, Dagan I. Entailment-based text exploration with application to the health-care domain. In Zhang M, editor, ACL 2012 - 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the System Demonstrations. Association for Computational Linguistics (ACL). 2012. p. 79-84. (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

Entailment-based text exploration with application to the health-care domain

Abstract

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Bibliographical note

Funding

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