11934@AAAI

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#1 Effective Broad-Coverage Deep Parsing [PDF] [Copy] [Kimi]

Authors: James Allen ; Omid Bahkshandeh ; William de Beaumont ; Lucian Galescu ; Choh Man Teng

Current semantic parsers either compute shallow representations over a wide range of input, or deeper representations in very limited domains. We describe a system that provides broad-coverage, deep semantic parsing designed to work in any domain using a core domain-general lexicon, ontology and grammar. This paper discusses how this core system can be customized for a particularly challenging domain, namely reading research papers in biology. We evaluate these customizations with some ablation experiments