Semantic expressive capacity with bounded memory

June 27, 2019 ยท Declared Dead ยท ๐Ÿ› Annual Meeting of the Association for Computational Linguistics

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Authors Antoine Venant, Alexander Koller arXiv ID 1906.11752 Category cs.CL: Computation & Language Cross-listed cs.LO Citations 1 Venue Annual Meeting of the Association for Computational Linguistics Last Checked 4 months ago
Abstract
We investigate the capacity of mechanisms for compositional semantic parsing to describe relations between sentences and semantic representations. We prove that in order to represent certain relations, mechanisms which are syntactically projective must be able to remember an unbounded number of locations in the semantic representations, where nonprojective mechanisms need not. This is the first result of this kind, and has consequences both for grammar-based and for neural systems.
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