Publications
LSET does not, as a collective, produce publications but individual LSET members’ relevant publications are shared here.
Books
The Norton Guide to AI-Aware Teaching by Annette Vee (Author), Marc Watkins (Author), Derek Bruff (Author), September 2026
Conference Proceedings
- Chen, Z., Chen, L., Schunn, C., Coelho, R., & Li, X. L. (2026). Neuron-Aware Active Few-Shot Learning for LLMs. Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026, Main Conference).
- Chen, Z., Zhang, B., Lin, N., Hou, T., & Wang, L. (2025). Unlocking LLM Safeguards for Low-Resource Languages via Reasoning and Alignment with Minimal Training Data. Proceedings of the 5th Workshop on Multilingual Representation Learning (MRL, EMNLP 2025).
- Sharma, P., Sha, Y., Fofang, J. S. B. E., Yan, B., Turner, J. A., Balay, N., Asare, H. O., Stewart, A. E. B., & Walker, E. (2026). Hybrid LLM-Embedded Dialogue Agents for Learner Reflection: Designing Responsive and Theory-Driven Interactions. Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems (CHI '26), Barcelona, Spain.
- Unal, D. S., Mowad, T., Arrington, C. M., Solovey, E., & Walker, E. (2026). Leveraging Privileged Multimodal Data to Model Cognitive States in an Interactive Learning Platform. Proceedings of the Educational Data Mining Conference, Seoul, Republic of Korea.
- Savelka, J., Ashley, K.D., Gray, M.A., Westermann, H., & Xu, H. (2023). Explaining Legal Concepts with Augmented Large Language Models (GPT-4). Proceedings of the International Conference on Artifical Intelligence and Law (ICAIL 2023), University of Minho Law School, Braga, Portugal.
Journal Articles
- Barrillas, R. B., Gilbert, R., De Leon, M., Wang, Y., & Fraundorf, S. (2026). Building Confidence in Hybrid Anatomy Learners. Clinical Anatomy.
- Berrios Barillas, R., de Leon, M., Fraundorf, S., Brusilovsky, P., de Alencar, R. S., Nixon-Cave, K., & Wang, Y. (2026). Supplemental AI in a hybrid human anatomy course and its effect on student performance and engagement. American Journal of Distance Education.
- Li, T., Matsumura, L. C., Wang, E., Litman, D., Liu, Z., Correnti, R., & Hong, M. (2026). AI-assisted evaluation of revision patterns in young students' argument writing. Frontiers in Education.
- Zhang, L., Grabmair, M., & Ashley, K. (2026). Thinking longer, not always smarter: Evaluating LLM capabilities in hierarchical legal reasoning. ACM Computers and Law Symposium.
- Coelho, R., & McCollum, A. (2025). Illuminating socially distributed identity resources in student writing through artificial intelligence to support the design of culturally informed learning experiences. Discourse Processes.
- Coelho, R., Cheng, J., Pea, R., Schunn, C., & Liu, J. (2025). Advancing quantum information science pre-college education: The case for learning sciences collaboration. e-print.
- Coelho, R., Bjune, A., E., Ellingsen, S., Solheim, B., M., Thormodsæter, R., Wasson, B., & Cotner, S. (2025). A call for clarity: Biology students advocate for guidelines for the use of generative AI in higher education. (2025). Journal of Science Education and Technology.
White Papers
LSET does not, as a collective, produce white papers but individual LSET members often write blog posts, white papers, position papers, and the like. This section shares these individually produced artifacts.
- AI in Higher Education: When It Supports Learning, and When It Undermines It. Alan Lesgold. (January 19, 2026). Professor, University of Pittsburgh Department of Psychology; Senior Scientist, Learning Research & Development Center (LRDC); Dean Emeritus, School of Education
- AI Tools Can Enhance Teaching, but Only if Developed in Partnership with a Human Teacher. Alan Lesgold. (December 10, 2025). Professor, University of Pittsburgh Department of Psychology; Senior Scientist, Learning Research & Development Center (LRDC); Dean Emeritus, School of Education.
- AI for Teaching: Safely Going Boldly. Alan Lesgold. (October 28, 2025). Professor, University of Pittsburgh Department of Psychology; Senior Scientist, Learning Research & Development Center (LRDC); Dean Emeritus, School of Education.
- The Future of the University in the Age of Disruptive AI. Alan Lesgold. (June 26, 2025). Professor, University of Pittsburgh Department of Psychology; Senior Scientist, Learning Research & Development Center (LRDC); Dean Emeritus, School of Education.
- Transforming Credentials in the AI Era: From Prediction to Performance. Alan Lesgold. (August 11, 2025). Professor, University of Pittsburgh Department of Psychology; Senior Scientist, Learning Research & Development Center (LRDC); Dean Emeritus, School of Education.
- Approaching Professional Reskilling Like We Approach Technology Transfer in Universities. Alan Lesgold. (September 15, 2023). Professor, University of Pittsburgh Department of Psychology; Senior Scientist, Learning Research & Development Center (LRDC); Dean Emeritus, School of Education.
- Can Universities Prepare People for the Future of Work? Alan Lesgold. (August 21, 2023). Professor, University of Pittsburgh Department of Psychology; Senior Scientist, Learning Research & Development Center (LRDC); Dean Emeritus, School of Education.
Resources: Pitt
- Pitt’s Hub for AI and Data Science Leadership
- PittGPT
- Acceptable Use of Generative Artificial Intelligence Tools. Pitt Information Technology
- Considerations for Responsible Use and Recommendations. (2024.) AdHoc Committee on Generative AI in Research and Education.
- Pitt AI Scholars Teachers Alliance (PASTA)
- Pitt Digital. Generative AI at Pitt
- Pitt Research. Research, Ethics & Society Initiative (RESI). AI/Generative AI Resources

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