A Simple Word Embedding Model for Lexical Substitution

April 20, 2015 · by levyomer · in Semantic Similarity, Textual Entailment, Word Embeddings

A Simple Word Embedding Model for Lexical Substitution.
Oren Melamud, Omer Levy, and Ido Dagan. VSM Workshop 2015. [pdf]

We propose a simple model for lexical substitution, which is based on the popular skip-gram word embedding model. The novelty of our approach is in leveraging explicitly the context embeddings generated within the skip-gram model, which were so far considered only as an internal component of the learning process.

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