The project, announced on Sunday, will match up pieces of some 200,000 ancient manuscripts discovered more than a century ago in the genizah.
More than 100 linked computers at the university will analyze millions of pairings in an effort expected to take about five weeks.
Most of the fragments of pages, documents and books recovered from the genizah and spread to universities and museums throughout the world have been digitally photographed and enhanced through the project, which was established in 2007 with a multimillion-dollar grant by Canadian hedge fund mogul Albert Friedberg.
The genizah site was uncovered in 1895 inside the ancient Ben Ezra Synagogue in Cairo that functioned between the eighth and 17th centuries. The vast collection of manuscripts represents a millennium-long continuum of religious and regional history.
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