Abstract: Highlights•The coreference resolution of geological entities in the geological domain is explored for the first time.•A novel framework for geological entity coreference resolution based on deep learning methods is proposed.•A CNN-based multi-scale structure feature extraction module for geological terms is designed.•A state-of-the-art coreference resolution performance for geological entities is reported.
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