| 2018 | AIED | When Optimal Team Formation Is a Choice - Self-selection Versus Intelligent Team Formation Strategies in a Large Online Project-Based Course. | Sreecharan Sankaranarayanan, Cameron Dashti, Christopher Bogart, Xu Wang, Majd Sakr, Carolyn Penstein Ros |
| 2016 | LAK | Pipeline for expediting learning analytics and student support from data in social learning. | Yohan Jo, Gaurav Tomar, Oliver Ferschke, Carolyn Penstein Ros, Dragan Gasevic |
| 2015 | AIED | Positive Impact of Collaborative Chat Participation in an edX MOOC. | Oliver Ferschke, Diyi Yang, Gaurav Tomar, Carolyn Penstein Ros |
| 2015 | AIED | Alleviating the Negative Effect of Up and Downvoting on Help Seeking in MOOC Discussion Forums. | Iris K. Howley, Gaurav Tomar, Diyi Yang, Oliver Ferschke, Carolyn Penstein Ros |
| 2015 | AIED | Virtual Teams in Massive Open Online Courses. | Miaomiao Wen, Diyi Yang, Carolyn Penstein Ros |
| 2014 | CIKM | Identifying Latent Study Habits by Mining Learner Behavior Patterns in Massive Open Online Courses. | Miaomiao Wen, Carolyn Penstein Ros |
| 2014 | CIKM | Constrained Question Recommendation in MOOCs via Submodularity. | Diyi Yang, Jingbo Shang, Carolyn Penstein Ros |
| 2014 | EDM | Sentiment Analysis in MOOC Discussion Forums: What does it tell us? | Miaomiao Wen, Diyi Yang, Carolyn Penstein Ros |
| 2014 | EDM | Forum Thread Recommendation for Massive Open Online Courses. | Diyi Yang, Mario Piergallini, Iris K. Howley, Carolyn Penstein Ros |
| 2014 | ICWSM | Linguistic Reflections of Student Engagement in Massive Open Online Courses. | Miaomiao Wen, Diyi Yang, Carolyn Penstein Ros |
| 2014 | RecSys | Question recommendation with constraints for massive open online courses. | Diyi Yang, David Adamson, Carolyn Penstein Ros |
| 2013 | ACL | Recognizing Rare Social Phenomena in Conversation: Empowerment Detection in Support Group Chatrooms. | Elijah Mayfield, David Adamson, Carolyn Penstein Ros |
| 2013 | ACL | Extracting Events with Informal Temporal References in Personal Histories in Online Communities. | Miaomiao Wen, Zeyu Zheng, Hyeju Jang, Guang Xiang, Carolyn Penstein Ros |
| 2012 | EACL | An Unsupervised Dynamic Bayesian Network Approach to Measuring Speech Style Accommodation. | Mahaveer Jain, John W. McDonough, Gahgene Gweon, Bhiksha Raj, Carolyn Penstein Ros |
| 2012 | Group | Discovering habits of effective online support group chatrooms. | Elijah Mayfield, Miaomiao Wen, Mitch Golant, Carolyn Penstein Ros |
| 2012 | Group | Understanding participant behavior trajectories in online health support groups using automatic extraction methods. | Miaomiao Wen, Carolyn Penstein Ros |
| 2012 | ICWSM | You Too?! Mixed-Initiative LDA Story Matching to Help Teens in Distress. | Karthik Dinakar, Birago Jones, Henry Lieberman, Rosalind W. Picard, Carolyn Penstein Ros, Matthew Thoman, Roi Reichart |
| 2012 | ICWSM | A Supervised Approach to Predict Company Acquisition with Factual and Topic Features Using Profiles and News Articles on TechCrunch. | Guang Xiang, Zeyu Zheng, Miaomiao Wen, Jason I. Hong, Carolyn Penstein Ros, Chao Liu |
| 2012 | ITS | Coordinating Multi-dimensional Support in Collaborative Conversational Agents. | David Adamson, Carolyn Penstein Ros |
| 2012 | ITS | Building a Conversational SimStudent. | Ryan Carlson, Victoria Keiser, Noboru Matsuda, Kenneth R. Koedinger, Carolyn Penstein Ros |
| 2012 | ITS | Towards Academically Productive Talk Supported by Conversational Agents. | Gregory Dyke, David Adamson, Iris K. Howley, 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 | SciSumm: A Multi-Document Summarization System for Scientific Articles. | Nitin Agarwal, Ravi Shankar Reddy, Kiran G. V. R., Carolyn Penstein Ros |
| 2011 | ACL | Recognizing Authority in Dialogue with an Integer Linear Programming Constrained Model. | Elijah Mayfield, Carolyn Penstein Ros |
| 2011 | HCI | Modeling the Rhetoric of Human-Computer Interaction. | Iris K. Howley, Carolyn Penstein Ros |
| 2010 | GECCO | Using feature construction to avoid large feature spaces in text classification. | Elijah Mayfield, Carolyn Penstein Ros |
| 2010 | ICMLA | A Classification Approach for Risk Prognosis of Patients on Mechanical Ventricular Assistance. | Yajuan Wang, Carolyn Penstein Ros, Antonio Ferreira, Dennis M. McNamara, Robert L. Kormos, James F. Antaki |
| 2010 | ITS | Student Dispositions and Help-Seeking in Collaborative Learning. | Iris K. Howley, Carolyn Penstein Ros |
| 2010 | ITS | DesignWebs: A Tool for Automatic Construction of Interactive Conceptual Maps from Document Collections. | Sharad V. Oberoi, Dong Nguyen, Gahgene Gweon, Susan Finger, Carolyn Penstein Ros |
| 2010 | NAACL | An Interactive Tool for Supporting Error Analysis for Text Mining. | Elijah Mayfield, Carolyn Penstein Ros |
| 2009 | ACL | Generalizing Dependency Features for Opinion Mining. | Mahesh Joshi, Carolyn Penstein Ros |
| 2009 | AIED | Engaging Collaborative Learners with Helping Agents. | Sourish Chaudhuri, Rohit Kumar, Iris K. Howley, Carolyn Penstein Ros |
| 2009 | AIED | Motivation and Collaboration On-Line. | Iris K. Howley, Sourish Chaudhuri, Rohit Kumar, Carolyn Penstein Ros |
| 2008 | CSCW | Investigating the effect of discussion forum interface affordances on patterns of conversational interactions. | Yi-Chia Wang, Mahesh Joshi, Carolyn Penstein Ros |
| 2008 | ITS | It's Not Easy Being Green: Supporting Collaborative "Green Design" Learning. | Sourish Chaudhuri, Rohit Kumar, Mahesh Joshi, Elon Terrell, Fred Higgs, Vincent Aleven, Carolyn Penstein Ros |
| 2008 | ITS | An Authoring Tool That Facilitates the Rapid Development of Dialogue Agents for Intelligent Tutoring Systems. | Yue Cui, Carolyn Penstein Ros |
| 2007 | AIED | TagHelper Tools: Tools for Supporting the Analysis of Verbal Data. | Carolyn Penstein Ros |
| 2007 | AIED | Context Based Classification for Automatic Collaborative Learning Process Analysis. | Yi-Chia Wang, Mahesh Joshi, Carolyn Penstein Ros, Frank Fischer, Armin Weinberger, Karsten Stegmann |
| 2007 | AIED | Supporting Collaborative Idea Generation: A Closer Look Using Statistical Process Analysis Techniques. | Hao-Chuan Wang, Carolyn Penstein Ros |
| 2007 | IJCAI | A Hybrid Ontology Directed Feedback Selection Algorithm for Supporting Creative Problem Solving Dialogues. | Hao-Chuan Wang, Rohit Kumar, Carolyn Penstein Ros, Tsai-Yen Li, Chun-Yen Chang |
| 2006 | CHI | The effect of miscommunication rate on user response preferences. | Hua Ai, Thomas Harris, Carolyn Penstein Ros |
| 2005 | AIED | Authoring plug-in tutor agents by demonstration: Rapid, rapid tutor development. | Vincent Aleven, Carolyn Penstein Ros |
| 2005 | AIED | Towards Data-Driven Design of a Peer Collaborative Agent. | Gahgene Gweon, Carolyn Penstein Ros, Regan Carey, Zachary Sam Zaiss |
| 2005 | AIED | A First Evaluation of the Instructional Value of Negotiable Problem Solving Goals on the Exploratory Learning Continuum. | Carolyn Penstein Ros, Vincent Aleven, Regan Carey, Allen Robinson |
| 2005 | AIED | Automatic and Semi-Automatic Skill Coding With a View Towards Supporting On-Line Assessment. | Carolyn Penstein Ros, Pinar Donmez, Gahgene Gweon, Andrea Knight, Brian Junker, William W. Cohen, Kenneth R. Koedinger, Neil T. Heffernan |
| 2005 | FlAIRS | Enabling Non-Linguists to Author Advanced Conversational Interfaces Easily. | Carolyn Penstein Ros, Carol Pai, Jaime Arguello |
| 2005 | Interact | Supporting Efficient and Reliable Content Analysis Using Automatic Text Processing Technology. | Gahgene Gweon, Carolyn Penstein Ros, Jrg Wittwer, Matthias Nckles |
| 2005 | Interact | Interactivity and Expectation: Eliciting Learning Oriented Behavior with Tutorial Dialogue Systems. | Carolyn Penstein Ros, Cristen Torrey |
| 2000 | ITS | ITS Tools for Natural Language Dialogue: A Domain-Independent Parser and Planner. | Reva Freedman, Carolyn Penstein Ros, Michael A. Ringenberg, Kurt VanLehn |
| 1998 | ACL | An Interactive Domain Independent Approach to Robust Dialogue Interpretation. | Carolyn Penstein Ros, Lori S. Levin |
| 1997 | EMNLP | An Efficient Distribution of Labor in a Two Stage Robust Interpretation Process. | Carolyn Penstein Ros, Alon Lavie |
| 1995 | ACL | Discourse Processing of Dialogues with Multiple Threads. | Carolyn Penstein Ros, Barbara Di Eugenio, Lori S. Levin, Carol Van Ess-Dykema |