| Vol-3989 urn:nbn:de:0074-3989-X Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 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).

# BIR/IR4U2 2024
BIR and IR4U2 Workshops at ECIR 2024

### Proceedings of the 14th International Workshop on Bibliometric-enhanced Information Retrieval, and 1st Workshop on Information Retrieval for Understudied Users
co-located with 45th European Conference on Information Retrieval (ECIR 2024)

### Glasgow, Scotland, March 24th, 2024.

Edited by

### Ingo Frommholz **
Philipp Mayr ***
Guillaume Cabanac *
Suzan Verberne ****
Maria Soledad Pera *****
Federica Cena ******
Theo Huibers *******
Monica Landoni ********
Noemi Mauro ******
Emiliana Murgia *********

* University of Toulouse, Toulouse, France
** University of Wolverhampton, Wolverhampton, UK
*** GESIS - Leibniz-Institute for the Social Sciences, Cologne, Germany
**** University of Leiden, Leiden, The Netherlands
***** TU Delft, Delft, The Netherlands
****** University of Turin, Turin, Italy
******* University of Twente, Enschede, The Netherlands
******** Università della Svizzera Italiana, Lugano, Switzerland
********* Università di Genova, Genoa, Italy

## Table of Contents

### Session 1: BIR 2024: 14th International Workshop on Bibliometric-enhanced Information Retrieval

- Preface 1-3
  Summary: There were 8 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume. In addtion to this, a keynote about AI Impact for Information Discovery in Scholarly Publishing was given by Dr. Hong Zhou.
- Which topics are visualized by science maps? A topic-driven clustering effectiveness analysis 4-14
  Juan Pablo Bascur, Suzan Verberne, Nees Jan van Eck, Ludo Waltman
- Evaluating Stability of Information Needs 15-29
  Christin Katharina Kreutz, Philipp Schaer, Ralf Schenkel
- Enhancing Research Information Systems with Identification of Domain Experts 30-37
  Gautam Kishore Shahi, Oliver Hummel
- Breaking Boundaries in Citation Parsing: A Comparative Study of Generative LLMs and Traditional Out-of-the-box Citation Parsers 38-52
  Iana Atanassova, Marc Bertin
- Miscitations in Scientific Papers: Dataset and Detection 53-65
  Qinyue Liu, Amira Barhoumi, Cyril Labbé
- AI Insights: A Case Study on Utilizing ChatGPT Intelligence for Research Paper Analysis 66-77
  Anjalee De Silva, Janaka L. Wijekoon, Rashini Liyanarachchi, Rrubaa Panchendrarajan, Weranga Rajapaksha

### Session 2: IR4U2 2024: 1st Workshop on Information Retrieval for Understudied Users

- Preface 78-79
  Summary: For the first iteration of IR4U2, we received 2 submissions, which were peer-reviewed and accepted. The rest of the program was comprised for an opening keynote by Dr Michael Ekstrand, and breakout discussions, and overall reflections involving workshops attendees.
- Vulnerable by Design: Reconsidering User Vulnerability and Recommender Systems 80-85
  Megan Nyhan, Josephine Griffith, Qin Ruan, Tai Tan Mai, Ruihai Dong, Susan Leavy
- Inclusive Design Insights from a Preliminary Image-Based Conversational Search Systems Evaluation 86-94
  Yue Zheng, Lei Yu, Junmian Chen, Tianyu Xia, Yuanyuan Yin, Shan Wang, Haiming Liu

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

2025-06-15: submitted by Ingo Frommholz, metadata incl. bibliographic data published under Creative Commons CC0
2025-07-02: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|