Overview of the CLEF 2025 SimpleText Task 1 Simplify Scientific Text

Open Access
Authors
Publication date 2025
Host editors
  • G. Faggioli
  • N. Ferro
  • P. Rosso
  • D. Spina
Book title Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2025)
Book subtitle Madrid, Spain, 9-12 September 2025
Series CEUR Workshop Proceedings
Event 26th Working Notes of the Conference and Labs of the Evaluation Forum, CLEF 2025
Pages (from-to) 4167-4185
Number of pages 19
Publisher Aachen: CEUR-WS
Organisations
  • Interfacultary Research - Institute for Logic, Language and Computation (ILLC)
Abstract

This paper presents an overview of the CLEF 2025 SimpleText Task 1 on Text Simplification. The task aims to simplify scientific text. We discuss the data and benchmarks provided for these tasks, along with preliminary insights and anticipated challenges. Our main findings are the following. First, we advanced the field of text simplification by creating new biomedical corpora that support true paragraph- and document-level simplification, capturing greater variation and complex discourse suited to LLMs. Second, our CLEF 2025 document-level corpus showed for the first time that document-level simplification models clearly outperformed sentence-level methods. Third, in addressing the biomedical domain, teams developed novel approaches to generate plain language summaries that overcome key barriers for consumers, enhancing accessibility to authoritative health information. More generally, we hope and expect that the constructed corpora and evaluation data will be used by researchers to further advance text simplification approaches, both in general and specifically for the biomedical domain.

Document type Conference contribution
Language English
Published at https://ceur-ws.org/Vol-4038/paper_344.pdf
Other links https://ceur-ws.org/Vol-4038/ https://www.scopus.com/pages/publications/105019047399
Downloads
paper_344 (Final published version)
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