Addressing the challenge of coreference resolution by introducing a novel pipeline approach that incorporates singletons and improves generalization performance.
Controlling for the choice of language model and hyperparameter search space reduces most, but not all, of the increase in coreference resolution accuracy reported in recent years. Encoder-based models outperform decoder-based models of comparable size in terms of accuracy, inference speed, and memory usage.