... thereforesimilar contexts, which in a learning framework de-tract from the learning algorithm’s discriminatorypower.Upon examining the 29 polysemous nouns in the training and test sets, we observe ... the target word.3.1.1 Manually Annotated Training Data The manually-annotated training data is the SEN-SEVAL2 Lexical Sample training data for the En-glish task, (SV2LS Train).2This training ... . According to the manual sense grouping,senses 1 and 3 are similar, and indeed, upon inspec-tion of the context distributions, we find the bulkof the senses’ instance examples in the SALAAM-tagged...