TabletCraft: Bridging a 4,000-Year Cultural Gap with Bidirectional Akkadian NMT and Cuneiform Rendering

TabletCraft lets users compose an English message and turn it into a rendered cuneiform tablet. It first translates English into Akkadian, then converts the result into cuneiform signs and produces the tablet image. It also supports translation from Akkadian into English, giving users a way to work in both directions. System description.

The system combines a translation model with a sign converter and a visual renderer. The author reports evaluating translation in both directions on 2,812 held-out examples. The translation and rendering stages serve different purposes: the former supplies the language content, while the latter presents that output as a tablet. Evaluation and components.

“Half a million cuneiform clay tablets survive in museums worldwide, yet modern users can neither read nor write in the world's oldest writing system, leaving a 4,000-year cultural barrier that existing NLP tools have only partially addressed.”

“We present TabletCraft, the first open-source system that enables bidirectional interaction with Mesopotamian writing.”

“On the held-out Akkademia validation split (2,812 samples), we report 49.1 BLEU for Akkadian-to-English and 48.5 BLEU for English-to-Akkadian, the first published quantitative result in the reverse direction.”