Abstract: Highlights•Propose an unsupervised algorithm for generating extractive personal summaries.•Handle negative and positive knowledge preferences of the user.•Leverage wNMF to uncover latent semantic space.•Introduce a multi-granular framework for personal summary evaluation.•Evaluate on four public data-sets containing scientific articles.
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