Jason D. Mielens

Parse Imputation for Dependency Annotations

2015

Jason Mielens, Liang Sun, Jason Baldridge. Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). 2015.

Fill it up: Exploiting partial dependency annotations in a minimum spanning tree parser

2016 · arXiv (Cornell University)

Unsupervised models of dependency parsing typically require large amounts of clean, unlabeled data plus gold-standard part-of-speech tags. Adding indirect supervision (e.g. language universals and rules) can help, but we show that obtaining small amounts of …