We empirically captured the relationship between the speed of each system (average number of words processed per second) and the number of mention types.
we found that as we linearly increased the number of mention types, for the linear-chain CRF model, the number of features grew quadratically and the speed dropped quadratically, whereas for our model, the number of features grew linearly and the speed dropped linearly.