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What's in a Span? Evaluating the Creativity of a Span-Based Neural Constituency Parser
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In: Proceedings of the Society for Computation in Linguistics (2021)
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MonaLog: a Lightweight System for Natural Language Inference Based on Monotonicity
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In: Proceedings of the Society for Computation in Linguistics (2020)
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MonaLog: a Lightweight System for Natural Language Inference Based on Monotonicity ...
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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 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.1910.08772 https://arxiv.org/abs/1910.08772
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Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior
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Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior
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Morphological features of the Irish universal dependency treebank
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In: Lynn, Teresa, Foster, Jennifer orcid:0000-0002-7789-4853 and Dras, Mark (2017) Morphological features of the Irish universal dependency treebank. In: 15th International Workshop on Treebanks and Linguistic Theories (TLT15), 20-21 Jan 2017, Bloomington, IN, USA. (2017)
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