Considering the opponent's move history, rock appears to be his most frequent move, especially in the recent rounds (rounds 8 and 9, and earlier wins were with rock). Paper beats rock, so playing paper in round 10 seems like the best chance to secure a win for the final round, even though it might not change the overall score by match rules. Therefore, I choose paper for round 10.