TEXT2SPARQL 2025
First International TEXT2SPARQL Challenge 2025

Table of Contents

• TEXT2SPARQL'25 Preface
  Summary: There were 9 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume.

TEXT2SPARQL'25 Papers

• Leveraging Data Shapes in Large Language Model Contexts for Question Answering on Public and Private Knowledge Graphs 1-19
  Jan G. Wardenga , Tobias Käfer
• Question Answering over DBpedia with Fine-tuned Autoregressive Models 20-31
  Tommaso Soru , Saurav Joshi , Sanju Tiwari , Mehrzad Shahinmoghadam , Anand Panchbhai
• Graf von Data: A Knowledge Graph Question Answering Agent for Organisational Usage 32-48
  Rene Dorsch , Daniel Henselmann , Andreas Harth
• ARUQULA - An LLM based Text2SPARQL Approach using ReAct and Knowledge Graph Exploration Utilities 49-63
  Felix Brei , Lorenz Bühmann , Johannes Frey , Daniel Gerber , Lars-Peter Meyer , Claus Stadler , Kirill Bulert
• AIRI team in Text2SPARQL challenge: Text-To-SPARQL Executor for question-answering over knowledge graphs 64-76
  Daniil Berezin , Roman Avdeev , Oleg Somov
• Text-to-SPARQL Goes Beyond English: Multilingual Question Answering Over Knowledge Graphs through Human-Inspired Reasoning 77-93
  Aleksandr Perevalov , Andreas Both