Call for Papers – LLM-TEXT2KG 2026

5th International Workshop on LLM-Integrated Knowledge Graph Generation from Text (Text2KG) Co-located with the Extended Semantic Web Conference (ESWC 2026)May 10–14, 2026 • Dubrovnik, Croatia

Knowledge graphs (KGs) are foundational to semantic technologies, information retrieval, and AI systems. However, constructing high-quality structured KGs from diverse unstructured text sources remains a significant challenge. With the rapid advancement of Large Language Models (LLMs), new opportunities exist for improving entity recognition, relation extraction, inference, and representation learning for KG generation.

The LLM-TEXT2KG 2026 Workshop aims to bring together researchers and practitioners to discuss novel methodologies, best practices, and applications in integrating LLMs with text-to-knowledge-graph pipelines. Contributions that push the frontiers of KG generation across domains such as scientific literature, legal texts, social media, and enterprise datasets are welcome.

Call for Papers: https://aiisc.ai/text2kg2026/

Submission Guidelines

All papers must be original and not simultaneously submitted to another journal or conference. The following paper categories are welcome:

• Full Papers:  
  • Novel research contributions of extended length
  • Related to workshop topics (below)
  • 7-12 pages excluding references
  • Papers should follow the 1-column CEUR format (https://ceur-ws.org/HOWTOSUBMIT.html#CEURART)
• Short Papers: 
  • Novel research contributions and preliminary results
  • Related to workshop topics (below)
  • 4-6 pages excluding references
  • Papers should follow the 1-column CEUR format (https://ceur-ws.org/HOWTOSUBMIT.html#CEURART)
• AI-Generated Papers: 
  • Papers generated using AI
  • Upload a description of the generation approach (1-2 pages) and the generated paper itself (distinct paper sections are also allowed)
    • Approach Description: Include an explanation of your method for generating the paper. The length can vary from a brief overview of two paragraphs to a more detailed description of up to two pages. The description should follow the 1-column CEUR format (https://ceur-ws.org/HOWTOSUBMIT.html#CEURART).
    • AI-Generated Paper: Submit a paper generated by AI on a topic of your choosing. The AI-generated paper can be in any format and follow any template.
  • We hope this initiative will provide valuable insights into the role of AI in (the future of) research, and we look forward to your potential contribution

Important Dates

Abstract Submission Deadline: Feb 28, 2026

Paper Submission Deadline: March 13, 2026

Notification: April 1, 2026

Camera Ready Copy: April 10, 2026

List of Topics

• Open Information Extraction
•  Deep Learning and Generative approaches
•  Human-in-the-loop methods
•  Large Language Models and Knowledge Graphs
•  RAG-Driven Knowledge Extraction
•  Intelligent Agents for Text to Knowledge Graphs
•  LLM-KG Integration
•  Benchmarks for KG Generation from Text
•  Evaluation Methods for KGs Generated from Text

Organizing Committee

• Sanju Tiwari (TIB Hannover, Germany & Sharda University, Greater Noida, India)
• Jennifer D’Souza (TIB Leibniz Information Centre for Science and Technology, Hannover, Germany)
• Nandana Mihindukulasooriya (IBM Research, New York, USA)
• Francesco Osborne (The Open University, Milton Keynes, United Kingdom)

Publication

LLM-TEXT2KG 2026 proceedings will be published with CEUR (https://ceur-ws.org/).

Venue

Co-located with the Extended Semantic Web Conference (ESWC 2026)May 10–14, 2026 • Dubrovnik, Croatia

Contact

All questions about submissions should be emailed to tiwarisanju18@ieee.org.

Detailed information on the Call for Papers is available on the website: https://aiisc.ai/text2kg2026/