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Kelly is up for the Ashford & Simpson songwriter's award and album of the year, bringing his career total to 21 nominations.
Usher leads this year's awards with five nominations. Estelle, Nas, Trey Songz and John Legend are also multiple nominees.
Whitney Houston is nominated for best gospel inspirational performance and Amy Winehouse is nominated for best international performance. New Edition will receive a lifetime achievement award.
The Soul Train Awards, hosted by Cedric the Entertainer, will be taped Nov. 8 at Planet Hollywood in Las Vegas. The show will air Nov. 25 on BET and Centric.
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