Notice that the highest average accuracy of the original MemN2N model on the 10k dataset is 95.8.
it was attained by a model with layer-wise weight tying, not adjacent weight tying as adopted in this work, and, more importantly, a much larger embedding size d = 100 (therefore not shown in Table 1).