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AI helps reconstruct damaged Latin inscriptions from the Roman Empire

Google DeepMind and historians created an AI tool called Aeneas that can predict the missing words in Latin inscriptions carved into stone walls and pottery sherds from the ancient Roman Empire.

By Jeremy Hsu

23 July 2025

Temple of Augustus and Rome ruins, in Turkey

A Roman temple in Ankara, Turkey

PE Forsberg / Alamy Stock Photo

Latin inscriptions from the ancient world can tell us about Roman emperors鈥 decrees and 聽鈥 if we can read them. Now an artificial intelligence tool is helping historians reconstruct the often fragmentary texts. It can even accurately predict when and where in the Roman Empire a given inscription came from.

鈥淪tudying history through inscriptions is like solving a gigantic jigsaw puzzle, only this is tens of thousands of pieces more than normal,鈥 said at the University of Nottingham in the UK, during a press event. 鈥淎nd 90 per cent of them are missing because that’s all that survived for us over the centuries.鈥

The AI tool developed by Sommerschield and her colleagues can predict a Latin inscription鈥檚 missing characters, while also highlighting the existence of inscriptions that are written in a similar linguistic style or refer to the same people and places. They named the tool Aeneas in honour of the mythical hero, who, according to legend, escaped the fall of Troy and became a forebear of the Romans.

鈥淲e enable Aeneas to actually restore gaps in text where the missing length is unknown,鈥 said at Google DeepMind, a co-leader in developing Aeneas, during the press event. 鈥淭his makes it a more versatile tool for historians, especially when they’re dealing with very heavily damaged materials.鈥

The team trained Aeneas on the largest ever combined database of ancient Latin texts that machines can interact with, including more than 176,000 inscriptions and nearly 9000 accompanying images. This training allows Aeneas to suggest missing text. What鈥檚 more, by testing it on a subset of inscriptions of known provenance, the researchers found that Aeneas could estimate the chronological date of inscriptions to within 13 years 鈥 and even achieve 72 per cent accuracy in identifying which Roman province an inscription came from.

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鈥淚nscriptions are one of our most important sources for understanding the lives and experiences of people living in the Roman world,鈥 says at the University of Exeter in the UK, who wasn’t involved in the research. 鈥淭hey cover a vast number of subject areas, from law, trade, military and political life to religion, death and domestic matters.鈥

Such AI tools also have 鈥渉igh potential to be applied to the study of inscriptions from other time periods and to be adapted for use with other languages,鈥 says Tupman.

During testing with inscriptions that were deliberately corrupted to simulate damage, Aeneas achieved 73 per cent accuracy in restoring gaps of up to 10 Latin characters. That fell to 58 per cent accuracy when the total missing length was unknown 鈥 but the AI tool shows the the logic behind the suggestions it makes so researchers can assess the validity of the results.

When nearly two dozen historians tested the AI tool’s ability to restore and attribute deliberately corrupted inscriptions, historians working with the AI outperformed either historians or AI alone. Historians also reported that comparative inscriptions identified by Aeneas were helpful as potential research starting points 90 per cent of the time.

“I think it will speed up the work of anyone who works with inscriptions, and especially if you鈥檙e trying to do the equivalent of constructing wider conclusions about local or even empire-wide patterns and epigraphic habits,” says at the University of Virginia. “At the same time, a human brain has to look at the results to make sure that they are plausible for that time and place.”

鈥淎sking a general-purpose AI model to assist with tasks in ancient history often leads to unsatisfactory results,鈥 says at the University of Vienna in Austria. 鈥淭herefore, the development of a tool specifically designed to support research in Latin epigraphy is very welcome.鈥

The 鈥渄ream scenario鈥 is to enable historians 鈥渢o have Aeneas at your side in a museum or at an archaeological site鈥, said Sommerschield at the press event. Aeneas is now freely online.

Journal reference

Nature

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