Natural Language Understanding Wiki

TODO: Marrese-Taylor and Matsuo (2017)[1], Fokkens et al. (2013)[2],

data availability: Mieskes (2017)[3]

Difficulty in reproducing reinforcement learning: karpathy's Ycombinator thread,


  1. Marrese-Taylor, E., & Matsuo, Y. (2017). Replication issues in syntax-based aspect extraction for opinion mining. In EACL Student Research Workshop (pp. 23–32).
  2. Fokkens, A., Erp, M., Postma, M., Pedersen, T., Vossen, P., & Freire, N. (2013). Offspring from Reproduction Problems: What Replication Failure Teaches Us. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (pp. 1691–1701). Association for Computational Linguistics.
  3. Mieskes, Margot. "A Quantitative Study of Data in the NLP community." EACL 2017 Ethics in Natural Language Processing Workshop (2017).