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🏷️ simulating-students

4 pages tagged with simulating-students(4 articles, 0 concepts)

📄 AgentSchool: An LLM-Powered Multi-Agent Simulation for Education
> Ye et al. (2026) introduce **AgentSchool**, an LLM-driven multi-agent [[simulating-students|simulator]] that models learning as **state transition rather than prompted behavior**. It couples cogniti…
2026-08-12 · agentic-ai, multi-agent, adaptive-learning, zone-of-proximal-development, knowledge-graph
📄 Embracing Imperfection: Simulating Students with Diverse Cognitive Levels Using LLM-based Agents
> Wu et al. (2025, ACL) tackle the core challenge of [[simulating-students]]: LLMs trained as "helpful assistants" produce overly perfect answers and fail to model the natural imperfections and varied…
2026-08-12 · generative-ai, llm, student-modeling, knowledge-graph, cognitive-diagnosis
📄 Simulating Students with Large Language Models: A Review of Architecture, Mechanisms, and Role Modelling in Education with Generative AI
> Marquez-Carpintero, Lopez-Sellers & Cazorla (2025) present a thematic review of empirical and methodological studies using LLMs to [[simulating-students|simulate student behavior]] in education. The…
2026-08-12 · generative-ai, llm, student-modeling, agentic-ai, instructional-design
📄 Towards Valid Student Simulation with Large Language Models
> Yuan et al. (2026) present a conceptual and methodological framework for valid LLM-based [[simulating-students|student simulation]]. They identify the **competence paradox** — broadly capable LLMs a…
2026-08-12 · llm, student-modeling, epistemic-state, evaluation, generative-ai

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