Abstract: Highlights•A novel Multi-head Incongruity Aware Attention Network for sarcasm detection.•Multi-head self-match network focuses on target semantic incongruity.•Multi-head co-match Network focuses on contextual semantic incongruity.•Improve model’s sentiment representation through transfer learning.
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