Looking at the history, the opponent has picked rock in the majority of rounds (Round 1, 3, 5, 6, 7) and only occasionally used paper (Rounds 2 and 4). Given the high frequency of rock, choosing paper is likely to exploit this pattern and beat rock. Therefore, for Round 8, I choose paper.