Proceedings

If you use our dataset or reference this shared task in your work, please cite our overview paper using the following citation:

“Overview of MultiClinSum-2 at CLEF 2026: Data, Evaluation, and Results for Multilingual Clinical Case Report Summarization Across 15 Languages 20-64
Miguel Rodríguez-Ortega, Eduard Rodríguez-López, Salvador Lima-López, Audrey Mash, Martin Krallinger“

You can take a look at the papers from the first edition (MultiClinSum) and other shared task organised by the NLP4BIA group at the BSC:

• Overview of MultiClinSum Task at BioASQ 2025: Evaluation of Clinical Case Summarization Strategies for Multiple Languages: Data, Evaluation, Resources and Results
  Miguel Rodríguez-Ortega, Eduard Rodríguez-López, Salvador Lima-López, Carlos Escolano, Audrey Mash, Maite Melero, Lorenzo Pratesi, Laura Vigil-Gimenez, Leticia Fernandez-Lopez, Eulàlia Farré-Maduell, Martin Krallinger
• Overview of BioASQ 2025: The Thirteenth BioASQ Challenge on Large-Scale Biomedical Semantic Indexing and Question Answering
• Agentic MCS: A Multilingual Clinical Summarization Framework
  Johanna Angulo, Víctor Yeste
• MaLei at MultiClinSUM: Summarisation of Clinical Documents using Perspective-Aware Iterative Self-Prompting with LLMs
  Libo Ren, Yee Man Ng, Lifeng Han
• ExtraSum @ MultiClinSum: Extractive Summarization of English, Spanish, French and Portuguese Clinical Case Reports
  Soukaina Rhazzafe, Simon Colreavy-Donnelly, Nikola S. Nikolov
• Using Decoder-Based Distillation for Enhancing Multilingual Clinical Case Report Summarization
  Nicolay Rusnachenko, Xiaoxiao Liu, Jian Chang, Jian Jun Zhang
• Enhancing Multilingual Medical Summarization via Contextual Keyword Augmentation
  Md Shahidul Salim, Lianne Fu, Arav Adikesh Ramakrishnan, Sunjae Kwon, Zonghai Yao, Hong Yu
• pjmathematician at MultiClinSUM 2025: A Novel Automated Prompt Optimization Framework for Multilingual Clinical Summarization
  Poojan Vachharajani