| Vol-3697 urn:nbn:de:0074-3697-7 Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 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).

# SemTech4STLD 2024
Semantic Technologies and Deep Learning Models for Scientific, Technical and Legal Data 2024

### Second International Workshop on Semantic Technologies and Deep Learning Models for Scientific, Technical and Legal Data (SemTech4STLD)
co-located with the Extended Semantic Web Conference 2024 (ESWC 2024)

### Hersonissos, Greece, May 26th, 2024.

Edited by

### Rima Dessi *
Danilo Dessì **
Francesco Osborne ****
Hidir Aras *

* FIZ Karlsruhe - Leibniz Institute for Information Infrastructure, Germany
** GESIS - Leibniz Institute for the Soxial Science, Germany
*** Knowledge Media Institute, The Open University, UK

## Table of Contents

- Preface
  Summary: There were 10 papers submitted for peer-review to SemTech4STLD. Out of these, 5 papers were accepted as regular papers and 3 as short papers.

#### Regular Papers

- GerPS-NER: A Dataset for Named Entity Recognition to Support Public Service Process Creation in Germany 1-13
  Leila Feddoul, Sarah T. Bachinger, Clara Lachenmaier, Sebastian Apel, Pirmin Karg, Norman Klewer, Denys Forshayt, Robin Erd, Marianne Mauch
- ChatGPT vs. Google Gemini: Assessing AI Frontiers for Patent Prior Art Search Using European Search Reports 14-25
  Renukswamy Chikkamath, Ankit Sharma, Christoph Hewel, Markus Endres
- PRICER: Leveraging Few-Shot Learning with Fine-Tuned Large Language Models for Unstructured Economic Data 26-36
  Matt Murtagh, Pj Wall, Declan O'Sullivan
- Extracting Licence Information from Web Resources with a Large Language Model 37-48
  Enrico Daga, Jason Carvalho, Alba Morales Tirado
- Investigating Environmental, Social, and Governance (ESG) Discussions in News: A Knowledge Graph Analysis Empowered by AI 49-60
  Simone Angioni, Sergio Consoli, Danilo Dessì, Francesco Osborne, Diego Reforgiato Recupero, Angelo Salatino

#### Short Papers

- Bridging the Innovation Gap: Leveraging Patent Information for Scientists by Constructing a Patent-centric Knowledge Graph 61-67
  Hidir Aras, Rima Dessi, Farag Saad, Lei Zhang
- Automating Citation Placement with Natural Language Processing and Transformers 68-75
  Davide Buscaldi, Danilo Dessì, Enrico Motta, Marco Murgia, Francesco Osborne, Diego Reforgiato Recupero
- Combining Knowledge Graphs and Large Language Models to Ease Knowledge Access in Software Architecture Research 76-82
  Angelika Kaplan, Jan Keim, Marco Schneider, Anne Koziolek, Ralf Reussner

2024-05-28: submitted by Danilo Dessì, metadata incl. bibliographic data published under Creative Commons CC0
2024-06-03: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|