Owen Williams gave the Scarlets an early lead, but tries from Tommy Bowe and Robbie Diack combined with Ruan Pienaar's reliable boot have left Ulster 18-3 up at half time.
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A prosecution witness claimed he saw Mr Anglesea visit the house of convicted paedophile Gary Cooke.