mlsanityData to 14 Oct 2026

AITutor-EvalKit: Exploring the Capabilities of AI Tutors

arXiv 2512.03688 ↗First posted 3 Dec 2025cs.CLcited by 1

Not on the map. Why?

Abstract (arXiv)

We present AITutor-EvalKit, an application that uses language technology to evaluate the pedagogical quality of AI tutors, provides software for demonstration and evaluation, as well as model inspection and data visualization. This tool is aimed at education stakeholders as well as *ACL community at large, as it supports learning and can also be used to collect user feedback and annotation.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 16 of its 32 references that are in the map. First posted on arXiv 3 Dec 2025.

Builds on

16 of 32 references.

References · 16

  1. 2019HuggingFace's Transformers: State-of-the-art Natural Language Processingcited by 2,218
  2. 2024Gemma 2: Improving Open Language Models at a Practical Sizecited by 1,998
  3. 2024Large Language Models: A Surveycited by 525
  4. 2024Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Modelscited by 446
  5. 2023MathDial: A Dialogue Tutoring Dataset with Rich Pedagogical Properties Grounded in Math Reasoning Problemscited by 131
  6. 2025Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Taskcited by 106
  7. 2020ConvoKit: A Toolkit for the Analysis of Conversationscited by 72
  8. 2024Towards Responsible Development of Generative AI for Education: An Evaluation-Driven Approachcited by 54
  9. 2024Tutor CoPilot: A Human-AI Approach for Scaling Real-Time Expertisecited by 50
  10. 2025MathTutorBench: A Benchmark for Measuring Open-ended Pedagogical Capabilities of LLM Tutorscited by 49
  11. 2023Opportunities and Challenges in Neural Dialog Tutoringcited by 33
  12. 2023The BEA 2023 Shared Task on Generating AI Teacher Responses in Educational Dialoguescited by 27
4 more
  1. 2025Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutorscited by 18
  2. 2024Edu-ConvoKit: An Open-Source Library for Education Conversation Datacited by 11
  3. 2025MSA at BEA 2025 Shared Task: Disagreement-Aware Instruction Tuning for Multi-Dimensional Evaluation of LLMs as Math Tutorscited by 4
  4. 2023"Mistakes Help Us Grow": Facilitating and Evaluating Growth Mindset Supportive Language in Classroomscited by 2

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.

  1. 2026Towards Pedagogically Aligned LLM Tutors for Math Mistake Remediationcited by 0