Topic relevance and diversity in information retrieval from large datasets: A multi-objective evolutionary algorithm approach.

•Strategies to favor diversity in evolutionary topical search are proposed.•Multi-objective EAs are used to evolve populations of topical queries.•A systematic study is carried out using newly proposed fitness functions.•Retrospective functions, high mutations and multi-populations reach best performances.