Table 3 also confirms the hierarchy between models on the FN 1.5 setup, albeit not as clearly as originally reported, with differences between NN and WSABIE models closer to 2 points of accuracy rather than 3.
table 4 shows that the hierarchy between the NN + SENtBOW and NN + DEPBOW models are not robust across datasets, as the NN + DEPBOW model performs better than the NN + SENtBOW model on the FN 1.7 setup, by a margin of .6 accuracy point overall.