📢 Call for Contributions

This joint workshop brings together researchers and practitioners working on the intersections of language models, knowledge representation, reasoning, ethics, and statistics. We encourage submissions that discuss novel techniques, approaches, and innovative ideas related to these topics.

Workshop Scope

This workshop merges three previously separate workshops:

  • NeLaMKRR: Next-Generation Language Models for Knowledge Representation and Reasoning
  • ReLLM: Reasoning and Ethics in Large Language Models
  • SKILL: Statistics and Knowledge Integration for Logic and Learning

Topics of Interest

  • Language models’ reasoning abilities
  • KR-style reasoning in LLMs
  • Ethical deployment and bias mitigation
  • Integration of symbolic and statistical methods
  • Neurosymbolic approaches
  • Domain-specific applications (medicine, law, science)
  • Chain of thought and prompting studies
  • Evaluation of reasoning accuracy

Submission Details

Submissions can be:

  • Long papers: 10-12 pages
  • Short/position papers: up to 6 pages
  • Extended abstracts: up to 2 pages

Papers must be submitted to one of the following tracks:

  • NeLaMKRR, dedicated to representation and reasoning with large language models
  • ReLLM, dedicated to ethical aspects of large language models
  • SKILL, dedicated to the integration of statistical learning and symbolic reasoning in neuro-symbolic systems

The review process is double-blind. Authors are responsible for anonymising their submission. In particular, author names or affiliations must be removed as well as any other identifying information. Acknowledgements of funding or assistance should also be omitted at the submission stage. All identifying information can be added to the final camera-ready version of accepted papers. The authors should also remove identifying information from the PDF metadata. Submissions that violate anonymity will be rejected without further review.

Follow the CEUR-WS formatting guidelines and the Overleaf template.

Submit via submission page.

Workshop Registration

All information available on the FLoC 2026 registration page.