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MonaLog: a Lightweight System for Natural Language Inference Based on Monotonicity ...
Hu, Hai
;
Chen, Qi
;
Richardson, Kyle
;
Mukherjee, Atreyee
;
Moss, Lawrence S.
;
Kuebler, Sandra
. - : arXiv, 2019
Abstract:
We present a new logic-based inference engine for natural language inference (NLI) called MonaLog, which is based on natural logic and the monotonicity calculus. In contrast to existing logic-based approaches, our system is intentionally designed to be as lightweight as possible, and operates using a small set of well-known (surface-level) monotonicity facts about quantifiers, lexical items and tokenlevel polarity information. Despite its simplicity, we find our approach to be competitive with other logic-based NLI models on the SICK benchmark. We also use MonaLog in combination with the current state-of-the-art model BERT in a variety of settings, including for compositional data augmentation. We show that MonaLog is capable of generating large amounts of high-quality training data for BERT, improving its accuracy on SICK. ... : accepted to SCIL 2020 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.1910.08772
https://arxiv.org/abs/1910.08772
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