Matthew Honnibal

Multi hash embeddings in spaCy

2022 · arXiv (Cornell University)

The distributed representation of symbols is one of the key technologies in machine learning systems today, playing a pivotal role in modern natural language processing. Traditional word embeddings associate a separate vector with each word. …

An Improved Non-monotonic Transition System for Dependency Parsing

2015

Transition-based dependency parsers usually use transition systems that monotonically extend partial parse states until they identify a complete parse tree. This increases the size of the set of complete parse trees that each partial parse …