| 2012 | ACL | Spice it up? Mining Refinements to Online Instructions from User Generated Content. | Gregory Druck, Bo Pang |
| 2011 | ACL | Rich Prior Knowledge in Learning for Natural Language Processing. | Gregory Druck, Kuzman Ganchev, Joo Graa |
| 2011 | CIKM | Toward interactive training and evaluation. | Gregory Druck, Andrew McCallum |
| 2010 | ICML | High-Performance Semi-Supervised Learning using Discriminatively Constrained Generative Models. | Gregory Druck, Andrew McCallum |
| 2009 | ACL | Semi-supervised Learning of Dependency Parsers using Generalized Expectation Criteria. | Gregory Druck, Gideon S. Mann, Andrew McCallum |
| 2009 | EMNLP | Active Learning by Labeling Features. | Gregory Druck, Burr Settles, Andrew McCallum |
| 2009 | UAI | Alternating Projections for Learning with Expectation Constraints. | Kedar Bellare, Gregory Druck, Andrew McCallum |
| 2008 | SIGIR | Learning from labeled features using generalized expectation criteria. | Gregory Druck, Gideon S. Mann, Andrew McCallum |
| 2007 | KDD | Semi-supervised classification with hybrid generative/discriminative methods. | Gregory Druck, Chris Pal, Andrew McCallum, Xiaojin Zhu |
| 2006 | AAAI | Multi-Conditional Learning: Generative/Discriminative Training for Clustering and Classification. | Andrew McCallum, Chris Pal, Gregory Druck, Xuerui Wang |