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Design and Evaluation of Large Language Model Approaches for Text2Cypher Generation in Domain-Specific Knowledge Graphs

In recent years, the integration of Large Language Models (LLMs) with knowledge graphs has gained increasing attention as an approach to improve information retrieval and data accessibility. However, few studies have compared finetuned and prompt-based LLM approaches for generating Cypher queries fr...

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Principais autores: Carolin Lehmacher, Efe Kamasoglu, Kristin Paetzold-Byhain
Formato: Artigo
Idioma:Inglês
Publicado em: IEEE 2026-01-01
coleção:IEEE Access
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Acesso em linha:https://ieeexplore.ieee.org/document/11604135/
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