For instance, the head word extracted from What is the speed hummingbirds fly is hummingbirds (the correct one should be speed), thus leading to the incorrect classification of ENTY:animal (rather than the correct NUM:speed).
to Li and Roth (2006)'s approach which makes use of very rich feature space, we proposed a compact yet effective feature set.