Joseph showed statistical improvement from his rookie season to 2007, increasing both his tackles (from 45 to 49) and interceptions (from zero to four), but also joined the rash of Bengals to have legal troubles after being arrested for marijuana possession in January. In 2008 Joseph played in only eight games due to a stress fracture in his right foot.
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