collaborators

5 papers

cs.AI2026

ConvoLearn: A Learning Sciences Grounded Dataset for Fine-Tuning Dialogic AI Tutors

Mayank Sharma, Roy Pea, Hari Subramonyam

Despite their growing adoption in education, LLMs remain misaligned with the core principle of effective tutoring: the dialogic construction of knowledge. We introduce ConvoLearn,…

cs.HC2025

DraftMarks: Enhancing Transparency in Human-AI Co-Writing Through Interactive Skeuomorphic Process Traces

Momin N. Siddiqui, Nikki Nasseri, Adam Coscia +2

As generative AI becomes part of everyday writing, questions of transparency and productive human effort are increasingly important. Educators, reviewers, and readers want to under…

cs.AI2025

CogGen: A Learner-Centered Generative AI Architecture for Intelligent Tutoring with Programming Video

Wengxi Li, Roy Pea, Nick Haber +1

We introduce CogGen, a learner-centered AI architecture that transforms programming videos into interactive, adaptive learning experiences by integrating student modeling with gene…

cs.HC2025

AI in the Writing Process: How Purposeful AI Support Fosters Student Writing

Momin N. Siddiqui, Roy Pea, Hari Subramonyam

The ubiquity of technologies like ChatGPT has raised concerns about their impact on student writing, particularly regarding reduced learner agency and superficial engagement with c…

cs.HC2025

Script&Shift: A Layered Interface Paradigm for Integrating Content Development and Rhetorical Strategy with LLM Writing Assistants

Momin Siddiqui, Roy Pea, Hari Subramonyam

Good writing is a dynamic process of knowledge transformation, where writers refine and evolve ideas through planning, translating, and reviewing. Generative AI-powered writing too…