| Vol-4187 urn:nbn:de:0074-4187-x Copyright © 2026 for the individual papers by the papers' authors. Copyright © 2026 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# SCOLIA 2026
Scholarly Information Access 2026

## Proceedings of the Second International Workshop on Scholarly Information Access (SCOLIA 2026)
co-located with the 48th European Conference on Information Retrieval (ECIR 2026)

## Delft, The Netherlands, April 2nd, 2026.

Edited by

### Ingo Frommholz 1
Christin Katharina Kreutz 2, 3
Philipp Mayr 4
Guillaume Cabanac 5

1 Modul University Vienna, Vienna, Austria
2 TH Mittelhessen - University of Applied Sciences, Gießen, Germany
3 Herder Institute, Marburg, Germany
4 GESIS - Leibniz-Institute for the Social Sciences, Cologne, Germany
5 University of Toulouse, Toulouse, France

## 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

We offer a BibTeX file for citing papers of this workshop from LaTeX.

2026-03-25: submitted by Christin Katharina Kreutz, metadata incl. bibliographic data published under Creative Commons CC0
2026-03-26: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|