Imputing Out-of-Vocabulary Embeddings with LOVE Makes Language Models Robust with Little Cost

Lihu Chen, Gaël Varoquaux, Fabian M. Suchanek

State-of-the-art NLP systems represent inputs with word embeddings, but these are brittle when faced with Out-of-Vocabulary (OOV) words. To address this issue, we follow the princi…