''There was a scribe, a priest and a thief''. Testing the potential of language models for the creation of curatorial narratives in an archaeological museum

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Date
2025
Journal Title
Journal ISSN
Volume Title
Publisher
The Eurographics Association
Abstract
In the cultural heritage sector, Artificial Intelligence can aid in the creation of narratives by enhancing human creativity and assisting cultural heritage professionals in crafting and developing stories. In this work we focus specifically on how large language models can support rather than replace curatorial expertise. While AI can generate content, crafting compelling narratives requires human understanding of narrative structures, cultural context, and thematic coherence. We present a platform that helps curators create interactive stories for museums through AI assistance, developed as part of the CHANGES project at the Egyptian Museum in Turin. The platform enables curatorial narrative creation with selective LLM support, connects stories to museum collections via semantic annotation, and facilitates translation to venue-specific technical formats. Rather than having LLMs generate complete stories, curators construct the narrative framework while using LLMs to transform structured scene descriptions into polished prose. Our evaluation with three state-of-the-art models across 147 scenes and in a real use-case scenario shows that current LLMs can effectively complete this constrained creative task, though all outputs still require human refinement. This curator-driven approach ensures that generated narratives maintain the accuracy and scholarly standards essential for cultural heritage contexts while benefiting from AI's linguistic capabilities.
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CCS Concepts: Computing methodologies → Collision detection; Hardware → Sensors and actuators; PCB design and layout

        
@inproceedings{
10.2312:dh.20253118
, booktitle = {
Digital Heritage
}, editor = {
Campana, Stefano
and
Ferdani, Daniele
and
Graf, Holger
and
Guidi, Gabriele
and
Hegarty, Zackary
and
Pescarin, Sofia
and
Remondino, Fabio
}, title = {{
''There was a scribe, a priest and a thief''. Testing the potential of language models for the creation of curatorial narratives in an archaeological museum
}}, author = {
Mensa, Enrico
and
Fulfaro, Chiara
and
Fubini, Flavia
and
Bottino, Andrea
and
Antonino, Riccardo
and
Ferraris, Enrico
and
Damiano, Rossana
}, year = {
2025
}, publisher = {
The Eurographics Association
}, ISBN = {
978-3-03868-277-6
}, DOI = {
10.2312/dh.20253118
} }
Citation