Accepted Papers

5th NLP4KGC Workshop @ ISWC 2026

We are pleased to announce the papers accepted for presentation at the 5th Workshop on Natural Language Processing for Knowledge Graph Construction. Congratulations to all authors! Presentation slots will be announced in the final programme.

Papers

11 papers

Papers are listed alphabetically by title.

1
Agentic RAG with Self-Validation for Conversational Financial Document Analysis

Raghavendranath Kandula

2
AutoKGen: Autonomous Knowledge Graph Construction through Agentic AI-driven Code Generation and Ontology-based Validation

Giorgos Anagnostou and Konstantinos Kotis

3
Combining Knowledge Graphs and Node Embeddings for Gender Bias Detection and Mitigation in Greek Language

Andreas Soularidis, Dimitris Doumanas and Konstantinos Kotis

4
Constructing Semantic Bridge Edges for Integrating Local Clinical Knowledge Graphs with Standard Clinical Ontologies

Artid Boonrerng, Nouh Sabri Elmitwally, Mohamed Ragab, Edlira Vakaj and Hadeel Saadany

5
E4EL: CRF-Based Efficient Zero-Shot End-to-End Framework for E-Commerce Entity Linking

Hsiao-Ying Lu, Zeyu Wang, Zhejun Shen and Petar Ristoski

6
Evidence-Constrained NLI-Based Fact Verification with LLMs with Routed Knowledge-Graph Retrieval

Tala Aljibbaoui, Maximos Skandalis and Michael Sioutis

7
Governance Architecture for Knowledge Graph Construction Using LLM Agents

John Strassner

8
Knowledge Graph Construction from Online Discussions: Modeling Context-Dependent Opinions and Their Evolution

Ren Shimoide, Rikuto Sasaki and Kazuhiro Takeuchi

9
SHACL-in-the-Loop: Enhancing Structural Conformance in Agentic Knowledge Graph Construction

Vladislav Snytko, Rishabh Jakhar and Remzi Celebi

10
When Should We Build the Graph? An Amortized Pareto View of Demand-Driven Knowledge Graph Construction

Niharika Dsouza, Satyananda Kashyap, Nandana Mihindukulasooriya, Jui-Chien Lin, Oshani Seneviratne and Horst Samulowitz

11
Where, How, and What to Ground: Evaluating Ontology-Guided LLM-based Knowledge Graph Construction

Itisha Yadav, Roman Klinger and Diana Peters

Information for Authors

Camera-Ready Submission

Authors of accepted papers should prepare the camera-ready version following the formatting guidelines described in the Call for Papers.

Presentation

At least one author of each accepted paper must register for ISWC 2026 and present the work at the workshop in Bari, Italy. Presentation slots will be published in the final programme.

Questions?

For any questions regarding accepted papers, please contact us at 5thnlp4kgc@gmail.com.