Retrofitting
Related Papers
Retrofitting Sense-Specific Word Vectors Using Parallel Text
Jauhar et al. (2015) recently proposed to learn sense-specific word representations by “retrofitting” standard distributional word rep- resentations to an existing ontology. We ob- serve that this approach does not …...
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources
AbstractWord vector specialisation (also known as retrofitting) is a portable, light-weight approach to fine-tuning arbitrary distributional word vector spaces by injecting external knowledge from rich lexical resources such as WordNet. …...
What just happened? Evaluating retrofitted distributional word vectors
AbstractRecent work has attempted to enhance vector space representations using information from structured semantic resources. This process, dubbed retrofitting (Faruqui et al., 2015), has yielded improvements in word similarity performance. …...
RetroGAN: A Cyclic Post-Specialization System for Improving Out-of-Knowledge and Rare Word Representations
Retrofitting is a technique used to move word vectors closer together or further apart in their space to reflect their relationships in a Knowl- edge Base (KB). However, retrofitting only …...