Shaolei Zhou

Mitigating the Inconsistency Between Word Saliency and Model Confidence with Pathological Contrastive Training

Neural networks are widely used in various NLP tasks for their remarkable performance. However, the complexity makes them difficult to interpret, i.e., they are not guaranteed right for the right reason. Besides the complexity, we reveal that the model pathology - the inconsistency between word sali…