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Neural Computational Morphology

Garrett Bingham

**Papers for class to read: **https://drive.google.com/open?id=12T1fOqRC4p4A7DZ5ySxhKYGb2Q3pmoxv

https://drive.google.com/open?id=1KgxTY9_3oD07IuAYmiFBkO_UPs3oloYB

Link to drive:
https://drive.google.com/open?id=1v7o9E5_7HXiOsvbwGeDhy0KoIGthSepI

Morphological Inflection Generation

Faruqui, Manaal, et al. "Morphological inflection generation using character sequence to sequence learning." arXiv preprint arXiv:1512.06110 (2015).

Durrett, Greg, and John DeNero. "Supervised learning of complete morphological paradigms." Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 2013.

Morphological Tagging

Cotterell, Ryan, and Georg Heigold. "Cross-lingual, Character-Level Neural Morphological Tagging." arXiv preprint arXiv:1708.09157 (2017).

Heigold, Georg, Guenter Neumann, and Josef van Genabith. "An extensive empirical evaluation of character-based morphological tagging for 14 languages." Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long Papers. Vol. 1. 2017.

Buys, Jan, and Jan A. Botha. "Cross-lingual morphological tagging for low-resource languages." arXiv preprint arXiv:1606.04279 (2016).

Morphological Word Embeddings

Upadhyay, Shyam, et al. "Cross-lingual models of word embeddings: An empirical comparison." arXiv preprint arXiv:1604.00425 (2016).

Cotterell, Ryan, and Hinrich Schütze. "Morphological word-embeddings." Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 2015.

Soricut, Radu, and Franz Och. "Unsupervised morphology induction using word embeddings." Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 2015.

Other

Goldberg, Yoav. "A primer on neural network models for natural language processing." Journal of Artificial Intelligence Research 57 (2016): 345-420.

Vincze, Veronika, et al. "Universal Dependencies and Morphology for Hungarian-and on the Price of Universality." Association for Computational Linguistics, 2017.

Nine Additional Intro to Morphology Papers/Presentations available on Google Drive:

(Access with yale.edu account only)

https://drive.google.com/drive/folders/1dguj2-lpsIpL-zHAvfHVKE7c-ySC7Zj5?usp=sharing