Adapting to Educate: Conversational AI's Role in Mathematics Education Across Different Educational Contexts. - Alex Liu; Lief Esbenshade; Min Sun; Shawon Sarkar; Jian He; Victor Tian; Zachary Zhang (CoRR, 2025)

Connecting Feedback to Choice: Understanding Educator Preferences in GenAI vs. Human-Created Lesson Plans in K-12 Education - A Comparative Analysis. - Shawon Sarkar; Min Sun; Alex Liu; Zewei Tian; Lief Esbenshade; Jian He; Zachary Zhang (CoRR, 2025)

Implementation Considerations for Automated AI Grading of Student Work. - Zewei Tian; Alex Liu; Lief Esbenshade; Shawon Sarkar; Zachary Zhang; Kevin He; Min Sun (CoRR, 2025)

Decoding Instructional Dialogue: Human-AI Collaborative Analysis of Teacher Use of AI Tool at Scale. - Alex Liu; Lief Esbenshade; Shawon Sarkar; Victor Tian; Zachary Zhang; Kevin He; Min Sun (CoRR, 2025)

Emerging Patterns of GenAI Use in K-12 Science and Mathematics Education. - Lief Esbenshade; Shawon Sarkar; Drew Nucci; Ann Edwards; Sarah Nielsen; Joshua M. Rosenberg; Alex Liu; Zewei Tian; Min Sun; Zachary Zhang; Thomas Han; Yulia Lapicus; et al. (CoRR, 2025)