This might be because "Artist" has an uppercase "A" -- I trained all the word vectors to be case sensitive so "Artist" is not the same as "artist" (which should be closer to "man" than "Artist")
Why would you do that? If you look at something like LSA, they goal is to uniform those, rather than distinguish. artist and Artist should be (near)100% match; what are you trying to do here?
Main reason I did it this way is because Facebook's DrQA (which I evaluate the vectors on for the SQuAD task) uses case sensitive vectors.
Was a tough decision between choosing whether to train case sensitive vectors / case insensitive vectors and a future task would be to train case-insensitive vectors.
Makes sense. The plural vs singular probably impacts that one too.