Low-Resource Machine Learning for NLP

Real-World Semi-Supervised Learning of POS-Taggers for Low-Resource Languages

Dan Garrette, Jason Mielens, and Jason Baldridge
To appear in Proceedings of ACL 2013   [code]

Learning a Part-of-Speech Tagger from Two Hours of Annotation

Dan Garrette and Jason Baldridge
To appear in Proceedings of NAACL 2013   [code]

Type-Supervised Hidden Markov Models for POS Tagging with Incomplete Tag Dictionaries

Dan Garrette and Jason Baldridge
Proceedings of EMNLP 2012   [code]

Computational Semantics

A Formal Approach to Linking Logical Form and Vector-Space Lexical Semantics

Dan Garrette, Katrin Erk, and Raymond Mooney
In: Harry Bunt, Johan Bos, and Stephen Pulman (eds) Computing Meaning, Vol. 4  (in press)

Montague Meets Markov: Deep Semantics with Probabilistic Logical Form

Islam Beltagy, Cuong Chau, Gemma Boleda, Dan Garrette, Katrin Erk, and Raymond Mooney
Proceedings of *SEM 2013

Integrating Logical Representations with Probabilistic Information using Markov Logic

Dan Garrette, Katrin Erk, and Raymond Mooney
Proceedings of the Ninth International Conference on Computational Semantics, 2011

An Extensible Toolkit for Computational Semantics

Dan Garrette and Ewan Klein
Proceedings of the Eighth International Conference on Computational Semantics, 2009