On the other hand, the Skip-grambased not matrix is remarkably identity-like, with large positive values concentrated on the diagonal.
under this approach, an adjective will be almost identical to its antonym, which explains why it fails completely on the test set data: the nearest neighbour of not-X will typically be X itself.