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Abstract: The Witten genus is the elliptic analogue of the hat A-genus in index theory. It refines the Dirac index to a modular form which is naturally defined on string manifolds. We review its geometric construction, explain the role of anomaly cancellation in achieving modularity, and discuss some open problems.