As shown in Table 3, removing bi-directionality decreases the extraction performances (-2.0% and -1.0%).
s-LsTM learns the sentimental representation h s T of the sentence and then feeds it in aspect prediction as a soft constraint: On the whole, our proposed MIN framework has three LsTMs and each of them is differentiable.