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How much do Large Language Models know about panel paintings preservation?

Li, Fengjun; Reggio, Daniela; Grau-Bove, Josep; (2024) How much do Large Language Models know about panel paintings preservation? In: Gauthier, Stephanie and Nicol, Fergus and Brotas, Luisa and Altamirano, Hector, (eds.) Proceedings of the 13th Masters Conference: People and Buildings. (pp. pp. 1-6). Network for Comfort & Energy Use in Buildings: NCEUB: London, UK. Green open access

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Abstract

This study evaluates the capability of large language models (LLMs) in understanding the preservation of paintings on panel by comparison with the predictions obtained through the digital platform HERIe. The latter is specialized tool for heritage object risk assessment. Four large language models (LLMs) - ChatGPT 3.5, ChatGPT 4, Claude, and Gemini - were tested asking what are the levels of strain experienced by panel paintings under different conditions. The models were also tested on their ability to rank different environments conditions in order of suitability for storing panel paintings and were examined whether the languages of prompts affected results. The study concludes that while LLMs demonstrate a general understanding of wood panel preservation principles, they lack the specialized calculation abilities of purpose-built tools like HERIe for precise risk assessment in cultural heritage preservation.

Type: Proceedings paper
Title: How much do Large Language Models know about panel paintings preservation?
Event: 13th Masters Conference: People and Buildings
Open access status: An open access version is available from UCL Discovery
DOI: 10.5258/SOTON/P1207
Publisher version: https://events.nceub.org.uk/mc2024-abstract-paper-...
Language: English
Additional information: Available under License Creative Commons Attribution Non-commercial, https://creativecommons.org/licenses/by-nc/4.0/.
Keywords: Panel paintings, preservation, microclimate, LLMs
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of the Built Environment
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of the Built Environment > Bartlett School Env, Energy and Resources
URI: https://discovery-pp.ucl.ac.uk/id/eprint/10206170
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