Abstract
Negation is a complex linguistic phenomenon present in all human languages. It can be seen as an operator that transforms an expression into another expression whose meaning is in some way opposed to the original expression. In this article, we survey previous work on negation with an emphasis on computational approaches. We start defining negation and two important concepts: scope and focus of negation. Then, we survey work in natural language processing that considers negation primarily as a means to improve the results in some task. We also provide information about corpora containing negation annotations in English and other languages, which usually include a combination of annotations of negation cues, scopes, foci, and negated events. We continue the survey with a description of automated approaches to process negation, ranging from early rule-based systems to systems built with traditional machine learning and neural networks. Finally, we conclude with some reflections on current progress and future directions.
Original language | English |
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Pages (from-to) | 121-130 |
Number of pages | 10 |
Journal | Natural Language Engineering |
Volume | 27 |
Issue number | 2 |
Early online date | 17 Dec 2020 |
DOIs | |
Publication status | Published - Mar 2021 |
Bibliographical note
Funding Information:This material is based upon work supported partly by the National Science Foundation under Grant No. 1845757. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation. Roser Morante was supported by the Netherlands Organization for Scientific Research (NWO) via the Spinoza prize awarded to Piek Vossen (SPI 30-673, 2014-2019).
Publisher Copyright:
© 2021 Natural Language Engineering. All rights reserved.
Copyright:
Copyright 2021 Elsevier B.V., All rights reserved.
Funding
This material is based upon work supported partly by the National Science Foundation under Grant No. 1845757. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation. Roser Morante was supported by the Netherlands Organization for Scientific Research (NWO) via the Spinoza prize awarded to Piek Vossen (SPI 30-673, 2014-2019).
Keywords
- Focus
- Processing negation
- Scope
- Semantics