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Detecting Negation Cues and Scopes in Spanish

Salud María Jiménez-Zafra, Roser Morante, Eduardo Blanco, María Teresa Martín Valdivia, Luís Alfonso Ureña López

2020VU Research Portal20 citationsOpen Access PDF

Abstract

In this work we address the processing of negation in Spanish. We first present a machine learning system that processes negation in Spanish. Specifically, we focus on two tasks: i) negation cue detection and ii) scope identification. The corpus used in the experimental framework is the SFU Review<sub>SP</sub>-NEG. The results for cue detection outperform state-of-the-art results, whereas for scope detection this is the first system that performs the task for Spanish. Moreover, we provide a qualitative error analysis aimed at understanding the limitations of the system and showing which negation cues and scopes are straightforward to predict automatically, and which ones are challenging.

Topics & Concepts

NegationComputer scienceScope (computer science)Focus (optics)Natural language processingArtificial intelligenceTask (project management)Identification (biology)Machine learningProgramming languageBiologyOpticsBotanyPhysicsManagementEconomicsNatural Language Processing TechniquesTopic ModelingSentiment Analysis and Opinion Mining
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