Since observed words in definitions are too few to reveal the semantics of senses, missing words can be used to tell the model what the definition is not about.
finally we also show how to use WN neighbor sense definitions to construct a nuanced sense similarity wmfvec, based on the inferred latent semantic vectors of senses.