We build the model WTMF+PK on the same corpora as used in <cite>our</cite> previous work (<cite>Guo and Diab, 2012b</cite>) , comprising the following: Brown corpus (each sentence is treated as a document), sense definitions from Wiktionary and Wordnet (only definitions without target words and usage examples).