- Sopan Khosla, James Fiacco, C. Rosé. 2021. Evaluating the Impact of a Hierarchical Discourse Representation on Entity Coreference Resolution Performance. Abstract: Recent work on entity coreference resolution (CR) follows current trends in Deep Learning applied to embeddings and relatively simple task-related features. SOTA models do not make use of hierarchical representations of discourse structure. In this work, we leverage automatically constructed discourse parse trees within a neural approach and demonstrate a significant improvement on two benchmark entity coreference-resolution datasets. We explore how the impact varies depending upon the type of mention.
