Losing start for Paget as Preston sink Whitehill
Kyle Collins and Stuart Miller were on target for the visitors.
Elsewhere, Edinburgh City maintained their recent good form with a 1-0 win against Selkirk thanks to an early goal from Robbie Ross.
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Hide AdBottom club Heriot-Watt drew 1-1 with fellow strugglers Civil Service Strollers while in the King Cup, Edinburgh University beat Eyemouth United 2-1.
Lothian Thistle also progressed to the semi-finals after a 2-1 win against Leith Athletic and Stirling University overcame Vale of Leithen 1-0.