International Journal of Computational Linguistics Research Vassil Guliashki, Krasimira Genova, Leoneed Kirilov 13 3 2022 https://doi.org/10.6025/jcl/2022/13/3/64-71 https://www.dline.info/jcl/fulltext/v13n3/jclv13n3_2.pdf In this work, we have introduced an evolutionary based algorithm for reference points. This process uses a heuristic for fast moving population with fitness function with scalarizing move. We have advocated a dialogue with interactiveness. The proposed new hybrid evolutionary algorithm is used to illustrate the performance of the new work.