1. SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a Survey Section
- Author
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Fernandes, Leandro Carísio, Guedes, Gustavo Bartz, Laitz, Thiago Soares, Almeida, Thales Sales, Nogueira, Rodrigo, Lotufo, Roberto, and Pereira, Jayr
- Subjects
Computer Science - Computation and Language - Abstract
Document summarization is a task to shorten texts into concise and informative summaries. This paper introduces a novel dataset designed for summarizing multiple scientific articles into a section of a survey. Our contributions are: (1) SurveySum, a new dataset addressing the gap in domain-specific summarization tools; (2) two specific pipelines to summarize scientific articles into a section of a survey; and (3) the evaluation of these pipelines using multiple metrics to compare their performance. Our results highlight the importance of high-quality retrieval stages and the impact of different configurations on the quality of generated summaries., Comment: 15 pages, 6 figures, 1 table. Submitted to BRACIS 2024
- Published
- 2024