Structured Knowledge for Large Language Models

Call For Papers

We invite researchers working on structured data retrieval and reasoning with Large Language Models (LLMs) to submit their latest original research work to the KDD 2025 workshop on Structured Knowledge for Large Language Models

Submission link: Open Review
Submission deadline: May 25th, 2025 (11:59 pm AoE)
Acceptance notification: June 15th, 2025 (anytime before 11:59 pm AoE)
Workshop date: August 3rd or 4th, 2025

For any questions, please reach out to us at sknowllm-organizers@googlegroups.com.

Scope and Topics

We invite submissions related to the theme of structured knowledge for large language models. Key topics include, but are not limited to:

Retrieved-augmented generation (RAG) and in-context learning and (ICL) with structured data (e.g., tables, graphs, images, and time series)
LLM pre-training and fine-tuning techniques across heterogeneous structured knowledge sources
Structure/knowledge-enhanced post-training for LLM alignment
Constructing Structured Knowledge Bases with LLMs
Natural language and symbolic reasoning with structured knowledge
Trustworthiness of structure/knowledge-enhanced LLMs
Benchmarks and datasets combining proprietary structured and unstructured data sources
LLM-based agents interacting with structured enterprise data
Domain-specific applications (e.g., e-commerce, science, finance, and industry) of structured knowledge in LLMs
LLMs for reasoning, and generation tasks for structured data

Submission Instructions

Papers should be between 4 to 8 pages excluding references and appendices.
Submissions should be made on Open Review in a single .pdf file using the official KDD 2025 submission template available at Overleaf.
The review process is double-blind, so please ensure that your submission is properly anonymized.
Please note that there is no rebuttal phase and the final decisions will be made based solely on the submission and the reviews.
Rejected and withdrawn submissions will not be made public.
Parallel submission of papers under review at KDD 2025 is allowed. If a paper is currently under review at another venue, it can still be submitted to this workshop.
If a paper has previously appeared in a journal, workshop, or conference, it should be reasonably extended in order to be accepted at this workshop.

All accepted submissions will be accompanied by a poster presentation. A number of selected submissions will be invited for oral presentations.