Explicit Interaction Model towards Text Classification

Understand

Text classification is one of the fundamental tasks in natural language processing.

• Recently, deep neural networks have achieved promising performance in the text classification task compared to shallow models.
• Despite of the significance of deep models, they ignore the fine-grained (matching signals between words and classes) classification clues since their classifications mainly rely on the text-level representations.
• To address this problem, we introduce the interaction mechanism to incorporate word-level matching signals into the text classification task.