Extended Data Fig. 1: Aeneas vs. T5 embeddings using UMAP.
From: Contextualizing ancient texts with generative neural networks
UMAP visualisation illustrating the chronological and geographical attribution of Aeneas’ historically rich embeddings in comparison to traditional T5 textual embeddings. Geographical labels were excluded due to their length; instead, a colour gradient was employed to encode geographical coordinates: yellow representing northern locations, red for western, green for eastern, and blue for southern Roman provinces. (a) Chronological Attribution – Aeneas; (b) Chronological Attribution - T5; (c) Geographical Attribution – Aeneas; (d) Geographical Attribution - T5.