Dear Colleagues in the Logic Community,

We warmly invite submissions to NeLaMKRR 2025 - the Second International 
Workshop on Next-Generation Language Models for Knowledge Representation and 
Reasoning, to be held as part of the 22nd International Conference on 
Principles of Knowledge Representation and Reasoning (KR 2025) in Melbourne, 
Australia, November 11-17, 2025.

One of the key questions that this workshop addresses is how to bridge the gap 
between the precision of formal logical systems and the increasingly useful 
capabilities of large language models. As researchers in formal reasoning, 
proof theory, and knowledge representation, your expertise is crucial to 
advancing this important dialogue.

TOPICS OF SPECIAL INTEREST TO THE LOGIC COMMUNITY:
- Formalizing reasoning types exhibited by language models
- Integration of symbolic logic with neural language processing
- Knowledge representation frameworks for language model reasoning
- Deductive, inductive, and abductive reasoning in LLMs
- Formal verification of language model reasoning processes
- Logic-based approaches to knowledge injection in neural systems
- Comparative analysis of formal vs. informal reasoning paradigms
- Applications requiring logical precision (legal reasoning, scientific domains)

We seek contributions that demonstrate rigorous approaches to understanding and 
enhancing the reasoning capabilities of language models through formal methods. 
Both theoretical advances and practical applications are welcome.

The workshop accepts regular papers (up to 9 pages) and short papers (up to 5 
pages), formatted according to KR 2025 guidelines. We particularly encourage 
submissions that provide formal foundations for language model reasoning or 
propose novel integration strategies between symbolic and neural approaches.

IMPORTANT DATES:
- Submission Deadline: August 1, 2025 (AOE)
- Author Notification: August 21, 2025
- Final Version Due: September 11, 2025
- Workshop: November 11-13, 2025

SUBMISSION PORTAL:
https://easychair.org/conferences/?conf=nelamkrr2025


For details about the workshop scope and submission requirements, please 
consult:
https://jurisinformaticscenter.github.io/NeLaMKRR2025/

Please direct any questions to Ha-Thanh Nguyen at 
nguyenhath...@nii.ac.jp<mailto:nguyenhath...@nii.ac.jp>.

We look forward to receiving your contributions.

Best wishes,

NeLaMKRR 2025 Organizing Committee
Ken Satoh (ROIS-DS, Japan),
Ha-Thanh Nguyen (NII, Japan),
Francesca Toni (Imperial College London),
Randy Goebel (University of Alberta), and
Kostas Stathis (Royal Holloway).

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National Institute of Informatics
Nguyen Ha Thanh

2-1-2 Hitotsubashi, Chiyoda-ku, Tokyo 101-8430
E-mail: nguyenhath...@nii.ac.jp<mailto:nguyenhath...@nii.ac.jp>
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