Authorities say 39-year-old Derek Robinson and 21-year-old Alice Scruggs were swiping items from a Nike store at Broadway and Spring Street in SoHo Friday night.
Officers nabbed them nearby.
They had handcuffed Scruggs, and were handcuffing Robinson when he ran off.
A police helicopter and a K9 unit responded to the scene.
The NYPD said Sunday that Robinson has been arrested, and charged with petit larceny and escape.
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