Research Archive

5 articles

Human Oversight in Generative AI Feedback: A Synthetic Multisite Benchmark of Learning Transfer, Bias Remediation, and Teacher Decision Making

2026 · 38 min read

Human Oversight in Generative AI Feedback: A Synthetic Multisite Benchmark of Learning Transfer, Bias Remediation, and Teacher Decision Making

Generative artificial intelligence (GenAI) can provide quick formative feedback, but it is only effective if it is governed to recognize false or biased results while retaining valuable feedback. A synthetic multisite benchmark was used to analyze a total of 2,700 repeated records from 900 simulated students and 54 simulated teachers, across three different delivery methods: AI-only delivery, conventional teacher review, and structured teacher oversight. The main endpoint was delayed transfer, e

AI in Language EducationView Abstract →
A Cross National Benchmark for Responsible AI in Language Education: Validity, Equity, Privacy, and Pedagogical Value

2026 · 41 min read

A Cross National Benchmark for Responsible AI in Language Education: Validity, Equity, Privacy, and Pedagogical Value

Generative artificial intelligence (GenAI) is increasingly being used in language assessment, formative feedback, tutoring, translation, and writing support, most assessments focus on accuracy, on user perception, or on short-term performance. This study creates a cross-national benchmark for assessing responsible AI in four areas: validity, equity, privacy and pedagogical value. The analysis was based on a secondary data set made publicly available and comprising 960 analysis-ready learner-prof

Responsible AI in Language EducationView Abstract →
The TESOL Policy–Practice Gap: Curriculum Alignment and Teacher Cognition in Bangladesh and New Zealand

2026 · 31 min read

The TESOL Policy–Practice Gap: Curriculum Alignment and Teacher Cognition in Bangladesh and New Zealand

This study investigates the policy-practice gap associated with TESOL through the case of Bangladesh and New Zealand by analyzing the influence of teacher thinking, curriculum congruity, and situation. A comparative study indicates that there is a considerable difference in teacher knowledge and classroom practices. In Bangladesh, teacher policy knowledge was high among only 28 per cent of teachers, teachers had 53 students on average per class. There were limited resources and an insufficient s

TESOL Policy and PracticeView Abstract →