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Kristin Paetzold-Byhain

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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 · 0 citations