DNet: a lightweight and efficient model for aspect based sentiment analysis

•A lightweight and efficient model is proposed for aspect-based sentiment analysis.•A tradeoff is explored between model accuracy and model complexity.•We construct hierarchical gating structures to filter out noisy context words.•The proposed model achieves the state-of-the-art performance with less complexity.