Lexical semantics enhanced neural word embeddings

no code implementations • 3 Oct 2022 • Dongqiang Yang, Ning li, Li Zou, Hongwei Ma

To improve vector space models in deriving semantic similarity, we post-process neural word embeddings through deep metric learning, through which we can inject lexical-semantic relations, including syn/antonymy and hypo/hypernymy, into a distributional space.

Metric Learning Semantic Similarity +2