Authors
Liana Ermakova
Hosein Azarbonyad
Jan Bakker
Berkay Chakar
Gautam Kishore Shahi
Jaap Kamps
Date (dd-mm-yyyy)
2027
Title
Overview of the CLEF 2026 SimpleText Track
Subtitle
Simplify Scientific Text (and Nothing More)
Publication Year
2027
Number of pages
31
Publisher
ChamSpringer
ISBN
9783032391490
Document type
Conference contribution
Abstract

The CLEF 2026 SimpleText track aims to make scientific information more accessible to a broader audience. We extended the biomedical text simplification corpus, based on aligned Cochrane abstracts and plain-language summaries. We also create a new resource to identify and classify overgeneration and other information distortions in the output of generative AI models. Finally, we included a pilot task on research area classification. This paper presents an overview of the CLEF 2026 SimpleText Track. Task 1 focuses on Text Simplification, aiming to make complex scientific texts easier to understand. Task 2 addresses Controlled Creativity, emphasizing the detection, classification, and avoidance of hallucinations in generated content. Task 3 is a pilot task on scientific field and discipline classification. We discuss the data and benchmarks provided for these tasks, along with preliminary insights and anticipated challenges.

URL
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Permalink
https://hdl.handle.net/11245.1/333de36e-5c69-419a-b1f0-a8fcdd36ab4f