/Coreference-Resolution-Research

References to Kaggle Competition - Gendered Pronoun Resolution

Coreference Resolution

Tips for Feature Construction of Mentions:

  • Engineering the surrendings of the mention
  • Add additional information about the mention

Workflow:

  • Extract Mentions
  • Extract relevent words of the mentions
  • Based on the corpus, generate embeddings for each mention
  • Perform pair-wise ranking

Packages

[1] Stanford CoreNLP

[2] Spacy

[3] NeuralCoref

Online Resources

[1] Stanford Course

References

[1] NeuralCoref Medium Blog

[2] Deep Reinforcement Learning for Mention-Ranking Coreference Models

[3] Improving Coreference Resolution by Learning Entity-Level Distributed Representations

[4] Recent Advance in Word Embeddings