Math with Matt¶
Product or Programme · All products and programmes
Evidence · 3 claims (3 for) · 1 study (1 causal),q3· 1 of 1 report an effect size · 3 claims rest on one study
Description¶
Math with Matt is a CTAT-based intelligent tutoring system developed by Rief et al. that teaches linear-systems algebra through adaptive hints and feedback alongside an LLM-supported mindful pedagogical agent.
Components¶
Claims¶
- Using the ITS reduced executive state-math anxiety and improved algebra learning across conditions [+M]
- Mindful-condition students completed fewer problem-solving steps and requested fewer hints per step than Cognitive-condition students [+M]
- Mindful-condition students rated the pedagogical agent as more supportive and more concerned about their well-being on single items [+M]
Related Products and Programmes¶
Key Sources¶
- Rief, V., Hladký, M., Yoo, M., Heel, S., Sato, S., Nagashima, T. (2026). Beyond Problem Solving: Large Language Models for Emotional and Reflective Support in Mathematics Learning. https://arxiv.org/abs/2609.02611. doi:10.48550/arxiv.2609.02611
Page metadata
| Field | Value |
|---|---|
type |
product |
id |
math-with-matt |
title |
Math with Matt |
description |
Math with Matt is a CTAT-based intelligent tutoring system developed by Rief et al. |
status |
review |
product_kind |
software |
generated |
by process:settle-candidates on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
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