Nicola Pozzi gave Empoli the advantage after 20 minutes and Ignazio Abate doubled their lead shortly after half-time.
Substitute Vincenzo Iaquinta pulled one back for Juve 10 minutes from time to give them hope ahead of the return leg.
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