2016 DeepReinforcementLearningforMen

• (Clark & Manning, 2016) ⇒ Kevin Clark, and Christopher D. Manning. (2016). “Deep Reinforcement Learning for Mention-Ranking Coreference Models.” In: Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing (EMNLP 2016). DOI:10.18653/v1/D16-1245.

Subject Headings: Clark-Manning Neural Coreference Resolution System, Stanford CoreNLP System, Coreference Resolution, Reinforcement Learning, Deep Learning.

Notes

Resource(s):

• GitHub Repositories:
  • https://github.com/clarkkev/deep-coref
  • https://github.com/stanfordnlp/CoreNLP
• Conference Presentation (Video): https://vimeo.com/239251714

Pre-Print(s):

• ArXiv: https://arxiv.org/abs/1609.08667

Other Link(s):

• ACL Anthology: https://www.aclweb.org/anthology/D16-1245/
• DBLP: https://dblp.org/rec/conf/emnlp/ClarkM16

Related Paper(s):

• (Clark & Manning, 2016) ⇒ Kevin Clark, and Christopher D. Manning. (2016). “Improving Coreference Resolution by Learning Entity-Level Distributed Representations.” In: Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL 2016) Volume 1: Long Papers. DOI:10.18653/v1/P16-1061.

Cited By

• Google Scholar: ~ 151Citations.
• Semantic Scholar: ~ 140 Citations.
• MS Academic: ~ 76 Citations.

Quotes

Abstract

Coreference resolution systems are typically trained with heuristic loss functions that require careful tuning. In this paper we instead apply reinforcement learning to directly optimize a neural mention-ranking model for coreference evaluation metrics. We experiment with two approaches: the REINFORCE policy gradient algorithm and a reward-rescaled max-margin objective. We find the latter to be more effective, resulting in significant improvements over the current state-of-the-art on the English and Chinese portions of the CoNLL 2012 Shared Task.

BibTeX

@inproceedings{2016_DeepReinforcementLearningforMen,
  author    = {Kevin Clark and
               Christopher D. Manning},
  editor    = {Jian Su and
               Xavier Carreras and
               Kevin Duh},
  title     = {Deep Reinforcement Learning for Mention-Ranking Coreference Models},
  booktitle = {Proceedings of the 2016 Conference on Empirical Methods in Natural
               Language Processing (EMNLP 2016), Austin, Texas, USA, November 1-4,
               2016},
  pages     = {2256--2262},
  publisher = {The Association for Computational Linguistics},
  year      = {2016},
  url       = {https://doi.org/10.18653/v1/d16-1245},
  doi       = {10.18653/v1/d16-1245}
}

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2016 DeepReinforcementLearningforMen	Christopher D. Manning Kevin Clark			Deep Reinforcement Learning for Mention-Ranking Coreference Models						2016