An analysis of confusion patterns show that the most frequent type confusions are between PROCESS and MATERIAL.
we observe that ULM+GRAPHFEAT* can greatly reduce the confusion, with 3.5% relative improvement of PRO-CESS and 3.6% relative improvement of PROCESS over ULM+GRAPHINTERP on token level.