Abstract: Highlights•An automated pipeline that extracts food-chemical information from literature.•A food-chemical knowledge graph with 46 % triplets not in public databases.•6 food-chemical potentially novel associations discovered by link prediction.•Evidence-based quality control for the trustworthy food knowledge base.
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