Arteta believes Arsenal were unlucky not to have settled the tie.
The midfielder said: "I think we were the better team. We dominated possession better than them and created more chances. We deserved to win the game and that's why we're disappointed.
"We're on a good run. We're disappointed with the draws in the last two games as we could have won both of them."