Verifiable Retrieval for Legal Reasoning through Structure-driven Knowledge Graph

arXiv:2610.13695 · cs.CL · Submitted 2026-10-09 · Read on arXiv

cs.CL

Submitted: 2026-10-09

Updated: 2026-10-13

Comments: Accepted at the RAGE-KG 2026 Workshop, co-located with ISWC 2026. 7 pages, 3 figures

Code: https://github.com/ibrahimssd/structure-driven-legal-kg-rag

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Knowledge Graph — 1× in this paper · explained in 7 episodes

Sources

• Bundesrecht: An Open Library and Corpus for German Statutory Reference Processing
• LegalCiteBench: Evaluating Citation Reliability in Legal Language Models
• TERAG: Token-Efficient Graph-Based Retrieval-Augmented Generation
• KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding Model

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