During the training of our ME-based WTC model, all direct hyponyms of a synset constitute the outcome space of the classification model, and features, as we will describe in detail later, are derived from instances in TL's.
the association between a direct hyponym (an outcome) of a synset and the translation f is governed by the conditional probability as (  procedure PropagateTranslation(e, Sense, f) (1) Synset = GetSynset(e, Sense) (2) Cnt = GetTagCount(e, Sense) where outcomes is a set of all direct hyponyms of the synset, feature i is a binary-valued function, and λ i is the weight of the feature function feature i .