Ideally, the corpus used for calculating these statistics should be fully sense-tagged, namely, each usage of an ambiguous co-occurring word tagged with the intended sense.
because our training data (as is customary for WSD lexical sample data sets) do not provide sense annotations for context words, these edges are semi-noisy in that we connect an unambiguous endpoint w i to all senses of w .