AIED 2026 ES-LLMs Sandbox
From Untamed Black Box to Interpretable Pedagogical Orchestration.
Experience the exact 6-bot Ensemble Model validated in our AIED 2026 paper.
Cite Our Work
@misc{kadir2026untamedblackboxinterpretable,
title={From Untamed Black Box to Interpretable Pedagogical Orchestration: The Ensemble of Specialized LLMs Architecture for Adaptive Tutoring},
author={Nizam Kadir},
year={2026},
eprint={2603.23990},
archivePrefix={arXiv},
primaryClass={cs.CY},
url={https://arxiv.org/abs/2603.23990},
}
Integer Operations
Skill Mastery: 0.50/1.0
Determine the difference: -5 - (-3).
Guessing (0.0)
Certain (1.0)
Sandbox Quota: 0 / 15
Tutoring Session Log Affect: Neutral
TUTOR
Welcome to the AIED 2026 ES-LLMs Sandbox. Give the problem on the left a try!