Advancing the Science of Teaching with Tutoring Data: A Collaborative Workshop with the National Tutoring Observatory. - Danielle R. Thomas; Dorottya Demszky; Kenneth R. Koedinger; Joshua Marland; Doug Pietrzak; Justin Reich; Rachel Slama; Amalia Christina Toutziaridi; René F. Kizilcec (L@S, 2025)

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)