SCOLIA 2026
Scholarly Information Access 2026

Table of Contents

• Preface 1-3
  Summary: There were 17 papers submitted for peer-review to this workshop. Out of these 8 submissions were accepted for this volume, 3 full papers, 4 short papers and one shared task.

Session 1: Citations

• Science maps created exclusively with section-specific citations: Which topics emerge? 4-15
  Juan Pablo Bascur, Suzan Verberne
• Benchmarking Large Language Models on Reference Extraction and Parsing in the Social Sciences and Humanities 16-30
  Yurui Zhu, Giovanni Colavizza, Matteo Romanello
• Automatic IMRAD Classification of Citation Contexts: Comparing Text Representations and Machine Learning Classifiers 31-38
  Francis Lareau

Session 2: Retrieval

• Scientific knowledge injection and multilingual alignment for concept-driven retrieval with sentence embedding models 39-54
  Nicolau Duran-Silva, Pablo Accuosto, Horacio Saggion
• Structure-Preserving Graph Contrastive Learning for Mathematical Information Retrieval 55-61
  Chun-Hsi Ku, Hung-Hsuan Chen
• RAGScholar & DBLP-QA: Explainable Retrieval Augmented Scientific QA on dblp with Source-Attributed Answers and a Benchmark Dataset 62-70
  Aditya Neekhra, Markus Nilles, Ralf Schenkel

Session 3: Systematic Reviews

• A Collection of Systematic Reviews in Computer Science 71-77
  Pierre Achkar, Tim Gollub, Martin Potthast
• UP2DATE: Shared Task on Systematic Review Updates 78-83
  Pierre Achkar, Tim Gollub, Martin Potthast, Carsten Eickhoff, Harrisen Scells