From the perspective of open-domain event detection, supervised phrase detection models are likely suboptimal because they might be limited to particular domains or overfitting to small datasets.
we explore a simple dictionary-lookup approach to detect WordNet phrasal verbs as events, inspired by Yin and Schütze (2015).