A CCG-based Compositional Semantics and Inference System for Comparatives

October 02, 2019 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Izumi Haruta, Koji Mineshima, Daisuke Bekki arXiv ID 1910.00930 Category cs.CL: Computation & Language Citations 4 Venue arXiv.org Last Checked 5 months ago
Abstract
Comparative constructions play an important role in natural language inference. However, attempts to study semantic representations and logical inferences for comparatives from the computational perspective are not well developed, due to the complexity of their syntactic structures and inference patterns. In this study, using a framework based on Combinatory Categorial Grammar (CCG), we present a compositional semantics that maps various comparative constructions in English to semantic representations and introduces an inference system that effectively handles logical inference with comparatives, including those involving numeral adjectives, antonyms, and quantification. We evaluate the performance of our system on the FraCaS test suite and show that the system can handle a variety of complex logical inferences with comparatives.
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