Neural Polysynthetic Language Modelling

no code implementations • 11 May 2020 • Lane Schwartz, Francis Tyers, Lori Levin, Christo Kirov, Patrick Littell, Chi-kiu Lo, Emily Prud'hommeaux, Hyunji Hayley Park, Kenneth Steimel, Rebecca Knowles, Jeffrey Micher, Lonny Strunk, Han Liu, Coleman Haley, Katherine J. Zhang, Robbie Jimmerson, Vasilisa Andriyanets, Aldrian Obaja Muis, Naoki Otani, Jong Hyuk Park, Zhisong Zhang

In the literature, languages like Finnish or Turkish are held up as extreme examples of complexity that challenge common modelling assumptions.

Language Modelling Lemmatization +1

Bootstrapping Distantly Supervised IE using Joint Learning and Small Well-structured Corpora

no code implementations • 10 Jun 2016 • Lidong Bing, Bhuwan Dhingra, Kathryn Mazaitis, Jong Hyuk Park, William W. Cohen

We propose a framework to improve performance of distantly-supervised relation extraction, by jointly learning to solve two related tasks: concept-instance extraction and relation extraction.

Relation Relation Extraction

Active Learning Algorithms for Graphical Model Selection

no code implementations • 1 Feb 2016 • Gautam Dasarathy, Aarti Singh, Maria-Florina Balcan, Jong Hyuk Park

The problem of learning the structure of a high dimensional graphical model from data has received considerable attention in recent years.

Active Learning Model Selection