Abstract: Highlights•First practical exploration of syntax elements in ancient Chinese understanding.•Novel confidence-based Syntax Encoding Network (cSEN) proposed.•cSEN handles syntax noise effectively and performs brilliantly in downstream tasks.•New dataset created for ancient Chinese poetry classification.
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