One-shot or Few-shot learning methods for coreference resolution

One-shot or Few-shot learning methods for coreference resolution

Research questions: 

  • What is the impact of meta-learning methods for coreference resolution when the markables are extracted vs. not extracted  
  • Comparative analysis of coreference resolution performance with different use of shots  

Paper suggestions 

  1. Multitask Learning-Based Neural Bridging Reference Resolution. Yu et al https://arxiv.org/pdf/2003.03666.pdf 
  1. A Cluster Ranking Model for Full Anaphora Resolution, Yu et al https://arxiv.org/pdf/1911.09532.pdf 
  1. Improving coreference resolution by learning entity-level distributed representations, Clark and Manning https://arxiv.org/pdf/1606.01323 
  1. Matching Networks for One Shot Learning, Vinyals et al https://arxiv.org/pdf/1606.04080.pdf 
  1. Prototypical Networks for Few-shot Learning, Snell et al https://arxiv.org/pdf/1703.05175.pdf