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A numeration system encodes abstract numeric quantities as concrete stringsof written characters. The numeration systems used by modern scripts tend to beprecise and unambiguous, but this was not so for the ancient andpartially-deciphered proto-Elamite (PE) script, where written numerals can haveup to four distinct readings depending on the system that is used to read them.We consider the task of disambiguating between these readings in order todetermine the values of the numeric quantities recorded in this corpus. Wealgorithmically extract a list of possible readings for each PE numeralnotation, and contribute two disambiguation techniques based on structuralproperties of the original documents and classifiers learned with thebootstrapping algorithm. We also contribute a test set for evaluatingdisambiguation techniques, as well as a novel approach to cautious ruleselection for bootstrapped classifiers. Our analysis confirms existingintuitions about this script and reveals previously-unknown correlationsbetween tablet content and numeral magnitude. This work is crucial tounderstanding and deciphering PE, as the corpus is heavily accounting-focusedand contains many more numeric tokens than tokens of text.

Disambiguating Numeral Sequences to Decipher Ancient Accounting Corpora