Utility-Preserving De-Identification for Math Tutoring: Investigating Numeric Ambiguity in the MathEd-PII Benchmark Dataset. - Zhuqian Zhou; Kirk Vanacore; Bakhtawar Ahtisham; Jinsook Lee; Doug Pietrzak; Daryl Hedley; Jorge Dias 003; Chris Shaw; Ruth Schäfer; René F. Kizilcec (CoRR, 2026)

Sandpiper: Orchestrated AI-Annotation for Educational Discourse at Scale. - Daryl Hedley; Doug Pietrzak; Jorge Dias 003; Ian Burden; Bakhtawar Ahtisham; Zhuqian Zhou; Kirk Vanacore; Josh Marland; Rachel Slama; Justin Reich; Kenneth R. Koedinger; René F. Kizilcec (CoRR, 2026)

Million Tutoring Moves (MTM): An Open Multimodal Dataset for the Science of Tutoring. - René F. Kizilcec; Kirk Vanacore; Zhuqian Zhou; Doug Pietrzak; Jorge Dias 003; Haocheng Zhang; Bakhtawar Ahtisham; Josh Marland; Rachel Slama; Justin Reich; Kenneth R. Koedinger (CoRR, 2026)