Decoding Bronze Age Paperwork: Modern AI vs. Ancient Assyrian Clay Tablets

Four thousand years ago, Assyrian merchants were doing what people have always done: tracking debts, chasing payments, arguing over contracts. They pressed these records into clay tablets. Not sacred texts, not epic poetry. Just the ancient equivalent of office emails. Nearly 23,000 of these tablets survive. Half have never been translated — not because they're damaged, but because a few people on Earth can read Old Assyrian. When the Deep Past Initiative turned this into a Kaggle competition, build a machine translation system for Old Assyrian cuneiform — I jumped in. The task: take transliterated text (cuneiform signs converted to Latin characters) and produce an English translation. The training set? Around 1500 pairs. That's it. For context, standard translation models train on millions of sentence pairs. Even research on "low-resource" languages works with tens of thousands. We got fifteen hundred documents and a pat on the back. So the question was straightforward: how do you bui