04/07/2020

Universal Decompositional Semantic Parsing

Elias Stengel-Eskin, Aaron Steven White, Sheng Zhang, Benjamin Van Durme

Keywords: parsing, Universal Parsing, transductive model, Universal representations

Abstract Paper Similar Papers

Abstract: We introduce a transductive model for parsing into Universal Decompositional Semantics (UDS) representations, which jointly learns to map natural language utterances into UDS graph structures and annotate the graph with decompositional semantic attribute scores. We also introduce a strong pipeline model for parsing into the UDS graph structure, and show that our transductive parser performs comparably while additionally performing attribute prediction. By analyzing the attribute prediction errors, we find the model captures natural relationships between attribute groups.

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