This finding contrasts the finding of Irsoy and Cardie (2014) in opinion expression detection task, where bi-directional Elman RNNs outperform their uni-directional counterparts.
when we analyzed the data, we found it to be unsurprising because aspect terms are generally shorter than opinion expressions.