Simão Gonçalves


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2023

pdf bib
Supervising the Centroid Baseline for Extractive Multi-Document Summarization
Simão Gonçalves | Gonçalo Correia | Diogo Pernes | Afonso Mendes
Proceedings of the 4th New Frontiers in Summarization Workshop

The centroid method is a simple approach for extractive multi-document summarization and many improvements to its pipeline have been proposed. We further refine it by adding a beam search process to the sentence selection and also a centroid estimation attention model that leads to improved results. We demonstrate this in several multi-document summarization datasets, including in a multilingual scenario.