Saliency Learning: Teaching the Model Where to Pay Attention

Understand

Deep learning has emerged as a compelling solution to many NLP tasks with remarkable performances.

• However, due to their opacity, such models are hard to interpret and trust.
• Recent work on explaining deep models has introduced approaches to provide insights toward the model's behaviour and predictions, which are helpful for assessing the reliability of the model's predictions.
• However, such methods do not improve the model's reliability.