Perhaps the combination of the external resource and the more indirect representation of the entire sentence produced by the RNN is difficult.
hedge cue patterns identified by convolutional filters of the CNN can be evaluated well based on external attention; e.g., if there is strong external-attention evidence for uncertainty, then the effect of a hedge cue pattern (hypothesized by a convolutional filter) on the final decision can be boosted.