Other than the factor of the amount of training data, this is also because the plain features in Table 3 are not as effective  as those in Table 4, since they are trained on  FBIS corpus which facilitates Table 4 more with respect to the domains.
the grammatical tags and syntactic tree structures are more accurate in HIT corpus, which facilitates the performance of BTKs in Table 3.