Overview of the CLEF 2025 SimpleText Track Simplify Scientific Text (and Nothing More)

Open Access
Authors
Publication date 2026
Host editors
  • Jorge Carrillo-de-Albornoz
  • Alba García Seco de Herrera
  • Julio Gonzalo
  • Laura Plaza
  • Josiane Mothe
  • Florina Piroi
  • Paolo Rosso
  • Damiano Spina
  • Guglielmo Faggioli
  • Nicola Ferro
Book title Experimental IR Meets Multilinguality, Multimodality, and Interaction
Book subtitle 16th International Conference of the CLEF Association, CLEF 2025, Madrid, Spain, September 9–12, 2025 : proceedings
ISBN
  • 9783032043535
ISBN (electronic)
  • 9783032043542
Series Lecture Notes in Computer Science
Event 16th International Conference of the Cross-Language Evaluation Forum for European Languages, CLEF 2025
Pages (from-to) 436-463
Number of pages 28
Publisher Cham: Springer
Organisations
  • Interfacultary Research - Institute for Logic, Language and Computation (ILLC)
Abstract

Building on the success and insights from previous years, the CLEF 2025 SimpleText Track continues to advance the mission of making scientific information more accessible to a broader audience. In 2025, we introduced a new biomedical corpus, based on aligned Cochrane abstracts and plain language summaries, for the main scientific text simplification task. In addition, we devote particular attention to remaining issues of current generative models, focusing on indentifying and classifying overgeneration and other information distortion in the predictions, as well as promoting grounded text generation approaches. This paper presents an overview of the CLEF 2025 SimpleText Track. Task 1 focuses on Text Simplification, aiming to simplify complex scientific texts. Task 2 addresses Controlled Creativity, emphasizing the detection, classification, and avoidance of hallucinations in generated content. Task 3 revisits selected tasks from SimpleText 2024 by popular demand. We discuss the data and benchmarks provided for these tasks, along with preliminary insights and anticipated challenges.

Document type Conference contribution
Language English
Published at https://doi.org/10.1007/978-3-032-04354-2_23
Other links https://www.scopus.com/pages/publications/105023509096
Downloads
978-3-032-04354-2_23 (Final published version)
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