Abstract: Highlights•Taking full advantage of existing law articles is critical to the task of legal judgment prediction.•A novel multi-task legal judgment prediction framework via multi-view encoder fusing legal (MVE-FLK) is proposed for legal judgment prediction (LJP).•MVE-FLK is appropriate for the task of multi-class classification with multi-label learning.•The experimental results verify the effectiveness of MVE-FLK for the task of LJP.
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