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

June 29, 2017 ยท Declared Dead ยท ๐Ÿ› International Workshop on Semantic Evaluation

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Authors Francis Ferraro, Adam Poliak, Ryan Cotterell, Benjamin Van Durme arXiv ID 1706.09562 Category cs.CL: Computation & Language Citations 2 Venue International Workshop on Semantic Evaluation Last Checked 5 months ago
Abstract
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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