most citedGEEPERs: Principal Stratification using Principal Scores and Stacked Estimating Equations

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cs.AI2026

Optimizing LLM Annotation of Classroom Discourse through Multi-Agent Orchestration

Bakhtawar Ahtisham, Kirk Vanacore, Rene F. Kizilcec

Large language models (LLMs) are increasingly positioned as scalable tools for annotating educational data, including classroom discourse, interaction logs, and qualitative learnin…

cs.AI2026

AI Annotation Orchestration: Evaluating LLM verifiers to Improve the Quality of LLM Annotations in Learning Analytics

Bakhtawar Ahtisham, Kirk Vanacore, Jinsook Lee +3

Large Language Models (LLMs) are increasingly used to annotate learning interactions, yet concerns about reliability limit their utility. We test whether verification-oriented orch…