Marcus Ellingford, Helena Carrowell. “Measurement and Validation Standards for Context-Rich Conversational AI Systems”. Education & Technology, vol. 8, no. 2, Feb. 2026, pp. 6-10, https://theeducationjournals.com/index.php/egitek/article/view/390.