| 2020 | LREC | Why Attention is Not Explanation: Surgical Intervention and Causal Reasoning about Neural Models. | Christopher Grimsley, Elijah Mayfield, Julia R. S. Bursten |
| 2020 | LREC | Machine-Aided Annotation for Fine-Grained Proposition Types in Argumentation. | Yohan Jo, Elijah Mayfield, Chris Reed, Eduard H. Hovy |
| 2019 | CHI | Seekers, Providers, Welcomers, and Storytellers: Modeling Social Roles in Online Health Communities. | Diyi Yang, Robert E. Kraut, Tenbroeck Smith, Elijah Mayfield, Dan Jurafsky |
| 2017 | KDD | Formative Essay Feedback Using Predictive Scoring Models. | Bronwyn Woods, David Adamson, Shayne Miel, Elijah Mayfield |
| 2015 | ICWSM | Signals of Expertise in Public and Enterprise Social Q&A. | Shimei Pan, Elijah Mayfield, Jie Lu, Jennifer C. Lai |
| 2013 | ACL | Recognizing Rare Social Phenomena in Conversation: Empowerment Detection in Support Group Chatrooms. | Elijah Mayfield, David Adamson, Carolyn Penstein Ros |
| 2012 | ACL | Historical Analysis of Legal Opinions with a Sparse Mixed-Effects Latent Variable Model. | William Yang Wang, Elijah Mayfield, Suresh Naidu, Jeremiah Dittmar |
| 2012 | CHI | "Oh dear stacy!": social interaction, elaboration, and learning with teachable agents. | Amy Ogan, Samantha L. Finkelstein, Elijah Mayfield, Claudia D'Adamo, Noboru Matsuda, Justine Cassell |
| 2012 | Group | Discovering habits of effective online support group chatrooms. | Elijah Mayfield, Miaomiao Wen, Mitch Golant, Carolyn Penstein Ros |
| 2012 | ITS | Group Composition and Intelligent Dialogue Tutors for Impacting Students' Academic Self-efficacy. | Iris K. Howley, David Adamson, Gregory Dyke, Elijah Mayfield, Jack L. Beuth, Carolyn Penstein Ros |
| 2012 | SIGdial | Hierarchical Conversation Structure Prediction in Multi-Party Chat. | Elijah Mayfield, David Adamson, Carolyn Penstein Ros |
| 2011 | ACL | Recognizing Authority in Dialogue with an Integer Linear Programming Constrained Model. | Elijah Mayfield, Carolyn Penstein Ros |
| 2010 | GECCO | Using feature construction to avoid large feature spaces in text classification. | Elijah Mayfield, Carolyn Penstein Ros |
| 2010 | KDD | An analysis of perspectives in interactive settings. | Dong Nguyen, Elijah Mayfield, Carolyn P. Ros |
| 2010 | NAACL | An Interactive Tool for Supporting Error Analysis for Text Mining. | Elijah Mayfield, Carolyn Penstein Ros |
| 2009 | ACL | Sentence diagram generation using dependency parsing. | Elijah Mayfield |