From Mastery Profile to Simulated Response: Stochastic Student Knowledge Graphs (SSKG) for Faithful LLM Student Simulation
cs.AI, cs.HC
Submitted: 2026-08-21
Updated: 2026-10-08
Terminology
Sources
- GPT-4 Technical Report
- Take Out Your Calculators: Estimating the Real Difficulty of Question Items with LLM Student Simulations
- PS$^2$: Parameterized Control for Fine-Grained Student Proficiency Simulation
- BEAGLE: Behavior-Enforced Agent for Grounded Learner Emulation
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