Compared with ATAE-Bi-GRU, the most difference is that PAN utilizes the position embedding to calculate the attention weights rather than the aspect term embedding like ATAE-Bi-GRU.
according to these three experimental results, we can prove the importance of the position information in aspect-level sentiment analysis task.