Open access
2026
Design and Evaluation of Large Language Model Approaches for Text2Cypher Generation in Domain-Specific Knowledge Graphs
A comparative study conducted within BMW AG, focusing on the application of LLM-based Text2Cypher generation for querying a domain-specific knowledge graph designed to support virtual product development, reveals that the primary challenge in industrial Text2Cypher generation lies in correctly interpreting domain-specific graph semantics, particularly relationship selection and graph traversal.
Carolin Lehmacher, Efe Kamasoglu, Kristin Paetzold-Byhain
· IEEE Access · 0 citations