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LLM pipeline transforms heritage records into FAIR knowledge graphs

By PulseAugur Editorial · [2 sources] ·

Researchers have developed a pipeline to transform flat cultural heritage records into a FAIR Digital Object (FDO) compliant knowledge graph using CIDOC-CRM. This system employs a large language model to distinguish between metadata values that should be persistent identifiers (PIDs) and those that can remain literals. The pipeline successfully links 86% of metadata slots and resolves 58.5% of previously un-enriched values, while also merging cross-lingual forms. AI

IMPACT This research demonstrates how LLMs can automate the creation of structured, machine-actionable knowledge graphs from unstructured data, potentially improving data discoverability and interoperability in cultural heritage.

RANK_REASON The cluster contains an academic paper detailing a new methodology for knowledge graph construction.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

LLM pipeline transforms heritage records into FAIR knowledge graphs

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The cluster contains an academic paper detailing a new methodology for knowledge graph construction.
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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Zeyd Boukhers, Lingxiao Kong, Xenophon Zabulis, Georgios Toubekis ·

    Automated Construction of FAIR Digital Object Knowledge Graphs from Flat Cultural Heritage Records

    arXiv:2608.23263v1 Announce Type: new Abstract: The FAIR Digital Object (FDO) framework mandates that metadata attribute values be expressed as persistent identifiers (PIDs) wherever possible, to produce a fully machine-actionable graph in which every reference is resolvable. The…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    Automated Construction of FAIR Digital Object Knowledge Graphs from Flat Cultural Heritage Records

    The FAIR Digital Object (FDO) framework mandates that metadata attribute values be expressed as persistent identifiers (PIDs) wherever possible, to produce a fully machine-actionable graph in which every reference is resolvable. The Europeana Data Model was designed long before t…

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