Math Education × AI

Jennifer Kleiman

I build AI tools for mathematics education, critically evaluate whether they are effective, and question what it means to be effective.Doctoral student at University of Georgia.

ArgumentationClassroom VideoMultimodal LLMsTeacher PDAI Literacy
Jennifer Kleiman

At a Glance

Affiliation

University of Georgia

Focus

AI in Mathematics Education

Methods

Design-based • Qualitative • Analytics

// Featured Projects

ArguAgent

AI-powered platform for scaffolding mathematical argumentation in small-group discussions. Analyzes student positioning responses to form optimal discussion groups based on argumentation sophistication.

LLMArgumentationCSCL

Build-A-Bot Fraction Challenger

Students argue against AI chatbots that embody common fraction misconceptions. Three-bot progression system with achievement badges. Students learn by teaching bots why they're wrong.

FractionsMiddle SchoolChatbot

Video Transcription Pipeline

Gemini-based pipeline for transcribing classroom videos with speaker diarization. Validated reliability framework with consensus algorithms for education research.

Multimodal LLMVideo AnalysisPython

Agentic tool for verifying and formatting APA 7th edition references. Uses Google Gemini 2.0 with Search Grounding to detect hallucinations and correct citations.

GenAIToolAPA

Visual editor for creating Extended Toulmin argumentation diagrams used in mathematics education research. Supports argument components, teacher supports, and timeline annotations.

ReactKonva.jsCanvas
Full research portfolio

// Recent Activity

Upcoming • April 2026

AERA 2026, Los Angeles

"Can ChatGPT Help Analyze Collaborative Mathematical Argumentation?" with Yizhu Gao & Xiaoming Zhai

Systematic testing of whether prompt engineering enables LLMs to reliably label argument components in classroom dialogue, comparing AI performance against human coders on a 10-label coding scheme.

AERA 2026 Conference Graphic

October 2025

NCTM 2025, Atlanta

"Empowering Students' Argumentation Skills Through AI: A Healthy Adversarial Approach"

Poster presentation on Build-A-Bot system where middle schoolers argue against AI chatbots embodying fraction misconceptions.

Jennifer presenting at NCTM 2025

// Recent Writing

Coming December 2024

First post after comprehensive exam defense

Topics: What I learned, where the research is headed, and what's actually working in AI math ed

All posts

// Connect