However, for many predicates there are just few examples, and some semantic roles are also rare.
in this work, we additionally suggest using embeddings generated by deep pretrained language models, train models on automatically generated linguistic annotations (morphology / syntactic trees), and provide the full pipeline for semantic role labeling including argument extraction.