Proceedings of the Sixth Joint Conference on Lexical and Computational Semantics (*SEM)

Frame-Based Continuous Lexical Semantics through Exponential Family Tensor Factorization and Semantic Proto-Roles

Francis Ferraro, Adam Poliak, Ryan Cotterell, and Benjamin Van Durme

August 3, 2017

We study how different frame annotations complement one another when learning continuous lexical semantics. We learn the representations from a tensorized skip-gram model that consistently encodes syntactic-semantic content better, with multiple 10% gains over baselines.

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Tags: computational linguistics, learning, natural language processing, natural language processing, semantics

Type: InProceedings

Publisher: Association for Computational Linguistics

Downloads: 674 downloads