Abstract: Highlights•Integrate multimodal data (knowledge graph and review text) for aspect-based recommendation.•Propose a novel cross-modal contrastive learning with the correlation between multimodal data.•Learn informative de-biased aspect-level representation by comparing signals from multimodal data.
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