139 citations · 242 across the 41 of their papers we have counts for
3 papers · 2 filters
Grammatical Error Correction with Neural Reinforcement Learning
Keisuke Sakaguchi, Matt Post, Benjamin Van Durme
We propose a neural encoder-decoder model with reinforcement learning (NRL) for grammatical error correction (GEC). Unlike conventional maximum likelihood estimation (MLE), the mod…
Frame-Based Continuous Lexical Semantics through Exponential Family Tensor Factorization and Semantic Proto-Roles
Francis Ferraro, Adam Poliak, Ryan Cotterell +1
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 cons…
Feature Generation for Robust Semantic Role Labeling
Travis Wolfe, Mark Dredze, Benjamin Van Durme
Hand-engineered feature sets are a well understood method for creating robust NLP models, but they require a lot of expertise and effort to create. In this work we describe how to…