CS 295: Statistical NLP Winter 2017

Resources

Books

Papers

The following are neither the most representative, influential, or "best" papers in NLP, but instead a somewhat diverse selection of recent papers.

  1. J. Pennington, R. Socher and C. D. Manning. GloVe: Global Vectors for Word Representation. Empirical Methods in Natural Language Processing (EMNLP). 2014
  2. R. McDonald, F. Pereira, K. Ribarov and J. Hajic. Non-projective Dependency Parsing Using Spanning Tree Algorithms. Empirical Methods in Natural Language Processing (EMNLP). 2005
  3. X. Ling, S. Singh and D. Weld. Design Challenges for Entity Linking. Transactions of the Association for Computational Linguistics (TACL). 2015
  4. S. Singh, A. Subramanya, F. Pereira and A. McCallum. Large-Scale Cross-Document Coreference Using Distributed Inference and Hierarchical Models. Association for Computational Linguistics (ACL). 2011
  5. K. Raghunathan, H. Lee, S. Rangarajan, N. Chambers, M. Surdeanu, D. Jurafsky and C. Manning. A Multi-Pass Sieve for Coreference Resolution. Empirical Methods in Natural Language Processing (EMNLP). 2010
  6. G. Durrett and D. Klein. Easy Victories and Uphill Battles in Coreference Resolution. Empirical Methods in Natural Language Processing (EMNLP). 2013
  7. V. Punyakanok, D. Roth, W. Yih, D. Zimak and S. W. Yih. Semantic Role Labeling via Integer Linear Programming Inference. International Conference on Computational Linguistics (COLING). 2014
  8. J. Berant, A. Chou, R. Frostig and P. Liang. Semantic Parsing on Freebase from Question-Answer Pairs. Empirical Methods in Natural Language Processing (EMNLP). 2013
  9. I. Sutskever, O. Vinyals and Q. V. Le. Sequence to Sequence Learning with Neural Networks. Neural Information Processing Systems (NIPS). 2014
  10. J. Weston, A. Bordes, S. Chopra, A. M. Rush, B. van Merrienboer, A. Joulin and T. Mikolov. Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks. International Conference on Learning Representations (ICLR). 2016

Software Resources