Some types of event relations draw attention from NLP community such as temporal and causal relation. The identification and classification of them has been actively researched but in general, the performance is low.
Temporal relations Edit
Causal relations Edit
Problem: inconsistent annotation w.r.t. what stands in a relation (identification).