
Experimental IR Meets Multilinguality, Multimodality, and Interaction
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This volume constitutes the proceedings of the 16th International Conference of the CLEF Association on Experimental IR Meets Multilinguality, Multimodality, and Interaction, CLEF 2025, held in Madrid, Spain, during September 9-12, 2025.
The 25 full papers included in this book were carefully reviewed and selected from 33 submissions. They were organized in the following sections: Conference Papers; Best of CLEF 2024 Labs; and Condensed Labs Overviews.
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Content
.- Conference Papers.
.-
From Uniform to Unique: Adaptive K-12 Assessment Using Large
Language Models.
.- Spatially Grounded Explanations in Vision-Language Models for
Document Visual Question Answering.
.- Better Call Claude: Can LLMs Detect Changes of Writing Style?.
.- MedAID-ML: A Multilingual Dataset of Biomedical Texts for Detecting
AI-Generated Content.
.- Taxonomy Generation for Scientific Concepts Using Large Language
Models.
.- Best of CLEF 2024 Labs .
.- Robustness of Misinformation Classification Systems to Adversarial
Examples Through BeamAttack.
.- Simplified Longitudinal Retrieval Experiments: A Case Study on Query
Rewriting and Document Boosting.
.- SimpleText Best of Labs in CLEF-2024: Application of Large Language
Models for Scientific Text Simplification.
.- Language-based Mixture of Transformers for Sexism Identification in
Social Networks.
.- Humour Classification According to Genre and Technique by
Fine-tuning LLMs.
.- Condensed Labs Overviews .
.- Overview of BioASQ 2025: The Thirteenth BioASQ Challenge on
Large-Scale Biomedical Semantic Indexing and Question Answering.
.- Overview of the CLEF-2025 CheckThat! Lab: Subjectivity,
Fact-Checking, Claim Normalization, and Retrieva.
.- Overview of ELOQUENT 2025: Shared Tasks for Evaluating Generative
Language Model Quality.
.- Overview of eRisk 2025: Early Risk Prediction on the Internet.
.- Overview of EXIST 2025: Learning with Disagreement for Sexism
Identification and Characterization in Tweets, Memes, and TikTok Videos.
.- Overview of ImageCLEF 2025: Multimedia Retrieval in Medical, Social
Media and Content Recommendation Applications.
.- Overview of the CLEF 2025 JOKER Lab: Humour in Machine.
.- Overview of LifeCLEF 2025: Challenges on Species Presence Prediction
and Identification, and Individual Animal Identification.
.- LongEval at CLEF 2025: Longitudinal Evaluation of IR Systems on
Web and Scientific Data.
.- Overview of PAN 2025: Voight-Kampff Generative AI Detection,
Multilingual Text Detoxification, Multi-Author Writing Style Analysis,
and Generative Plagiarism Detection.
.- Overview of QuantumCLEF 2025: The Second Quantum Computing
Challenge for Information Retrieval and Recommender Systems at CLEF.
.- Overview of the CLEF 2025 SimpleText Track: Simplify Scientific
Texts (and Nothing More).
.- Overview of the TalentCLEF 2025: Skill and Job Title Intelligence for
Human Capital Management.
.- Overview of Touch´e 2025: Argumentation Systems.
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