Inproceedings,

Assessing the Evolution of LLM Capabilities for Knowledge Graph Engineering in 2023

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The Semantic Web: ESWC 2024 Satellite Events, volume 15344 of Lecture Notes in Computer Science, page 51--60. Springer Nature Switzerland, (2025)
DOI: 10.1007/978-3-031-78952-6_5

Abstract

In this study, we evaluate the evolution of LLM capabilities w.r.t. the RDF Turtle and SPARQL language as foundational skills to assist with various KGE tasks. We measure the LLM response quality using 6 LLM-KG-Bench tasks for a total of 15 LLM versions available over the course of 2023, covering 5 different “major version” LLM classes (GPT3.5 Turbo, GPT4, Claude-1.x, Claude-2.x, and Claude-instant-1.x).

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