Introducing GPTKB to the Semantic Web

Publikation: Beitrag in FachzeitschriftKonferenzartikelBeigetragenBegutachtung

Beitragende

Abstract

Knowledge bases (KBs) are a cornerstone of the Semantic Web, yet they still struggle with scale and scope, and their construction and curation still involve a lot of manual effort. Large language models (LLMs) have recently emerged as powerful tools for a range of tasks, yet their potential for automated KB construction is still poorly understood. In this demonstrator, we showcase GPTKB, a methodology and KB entirely built from GPT-4.1. GPTKB is constructed by massive-recursive LLM knowledge materialization [1], using over 9M API calls for $14,000 to construct a 100M-triple knowledge base with over 6M entities. Our demonstration focuses on two use cases: (i) Link-based KG exploration and (ii) SPARQL-based analysis and comparison to Wikidata. The GPTKB demonstrator is accessible at https://gptkb.org.

Details

OriginalspracheEnglisch
FachzeitschriftCEUR Workshop Proceedings
Jahrgang4085
PublikationsstatusVeröffentlicht - 2025
Peer-Review-StatusJa

Konferenz

Titel24th International Semantic Web Conference
KurztitelISWC 2025
Dauer2 - 6 November 2025
Webseite
OrtNara Prefectural Convention Center
StadtNara
LandJapan

Externe IDs

ORCID /0000-0002-5410-218X/work/198595066

Schlagworte

ASJC Scopus Sachgebiete