Abstract: Highlights•A novel syntactic representation method is proposed to transfer rule knowledge.•Task-related rule knowledge is captured by two designed perceptrons.•Experimental results demonstrate the effectiveness of the proposed method.•The method is also validated by visualizing the syntactic representations.
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