However, by comparing NAÏVE to ALIGN, we see a consistent benefit from aligning tags before voting, leading to our highest average accuracies.
using MATCHLM+UNIV and ALIGN, we improve over CE by 2.5 in M-1 and 4.5 in 1-1, also improving over the best results from the shared task.