Abstract: Highlights•A deep learning model for hazardous events text classification is proposed.•Designed attention mechanism incorporates simply structed textual domain knowledge.•Trainable modules facilitate two-tier feature extraction.•Model is evaluated on a multi-label Chinese database with 21 classes.
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