On the other hand, our results show that the independent effects of wordbased PSG estimates only become apparent when investigating the effect of surprisal of the previous word.
considering only the current word's surprisal, as in Frank and Bod's analysis, did not reveal a significant contribution of PSGs over and above RNNs.