Evidence · Unread cuneiform: half a million tablets and the limits of Sumerian
Transliteration from already-digitised Unicode signs reaches 96.7 per cent with a BiLSTM, far above any reported…
Transliteration from already-digitised Unicode signs reaches 96.7 per cent with a BiLSTM, far above any reported photograph-based sign accuracy, so the gap lies before the transliteration stage.
What it means
Key questionCan machines read the cuneiform tablets that no scholar has read?
5 answers, none ahead yet
Openunchanged
Answer this evidence bears onThe bottleneck is sign detection, not translation
Supports3 for, none against
Still possibleunchanged
Next steps 5
1
Genre-transfer test: train a transliteration-to-English model on the Akkademia ORACC splits (Neo-Assyrian royal inscriptions), evaluate unchanged on ORACC Old Babylonian letters and on SumTablets-linked Ur III texts with English, and report BLEU/chrF against the in-genre held-out score.
~16 h
—not judged
2
Run the genre-transfer test of Akkadian NMT on Old Babylonian letters and Ur III texts.
~16 h
—not judged
3
Glyph-to-transliteration baseline on the stored SumTablets test split (sha256 65dfe606…): train on the public train split, report sign-reading accuracy by period and genre, and compare with Akkademia's 96.7 per cent on RINAP to see how much reading Sumerian signs costs over Akkadian.
~10 h
—not judged
4
Measure the backlog: from the CDLI bulk dump (cdli_cat.csv plus cdliatf_unblocked.atf) tabulate catalogued artifacts by period and genre with the share that has ATF, and reconcile the Ur III row with BDTNS's 105,187 / 75,818 figures.
~6 h
—not judged
Ranked by how likely each is to move the key question, for the time it takesAll 5 on the question
Sources 1
Cite it
Mysteries Department. (2026). Transliteration from already-digitised Unicode signs reaches 96.7 per cent with a BiLSTM, far above any reported… [Evidence EVD0DEDXPP57XVA]. https://mysteriesdept.com/r/EVD0DEDXPP57XVA
@misc{mysteriesdept_evd0dedxpp57xva,
title = {Transliteration from already-digitised Unicode signs reaches 96.7 per cent with a BiLSTM, far above any reported…},
author = {{Mysteries Department}},
year = {2026},
note = {Evidence, catalog key EVD0DEDXPP57XVA},
url = {https://mysteriesdept.com/r/EVD0DEDXPP57XVA}
}