| 2013 | KDD | Identifying purpose behind electoral tweets. | Saif M. Mohammad, Svetlana Kiritchenko, Joel D. Martin |
| 2008 | AMIA | Automated Information Extraction of Key Trial Design Elements from Clinical Trial Publications. | Berry de Bruijn, Simona Carini, Svetlana Kiritchenko, Joel D. Martin, Ida Sim |
| 2007 | EMNLP | Improving Translation Quality by Discarding Most of the Phrasetable. | Howard Johnson, Joel D. Martin, George F. Foster, Roland Kuhn |
| 2005 | ACL | PORTAGE: A Phrase-Based Machine Translation System. | Fatiha Sadat, Howard Johnson, Akakpo Agbago, George F. Foster, Roland Kuhn, Joel D. Martin, Aaron Tikuisis |
| 2003 | NAACL | Unsupervised Learning of Morphology for English and Inuktitut. | Howard Johnson, Joel D. Martin |
| 2003 | NAACL | Aligning and Using an English-Inuktitut Parallel Corpus. | Joel D. Martin, Howard Johnson, Benoit Farley, Anna Maclachlan |
| 2001 | SIGIR | Extracting Keyphrases from Spoken Audio Documents. | Alain Dsilets, Berry de Bruijn, Joel D. Martin |
| 1991 | ICML | Variability Bias and Category Learning. | Joel D. Martin, Dorrit Billman |
| 1989 | ICML | Reducing Redundant Learning. | Joel D. Martin |
| 1989 | IJCAI | Focusing Attention for Observational Learning: The Importance of Context. | Joel D. Martin |