Knowledge Tracing
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Benchmarks
EdNet
Assistments
Most implemented
A Self-Attentive model for Knowledge Tracing
Deep Knowledge Tracing
Last Query Transformer RNN for knowledge tracing
SAINT+: Integrating Temporal Features for EdNet Correctness Prediction
GIKT: A Graph-based Interaction Model for Knowledge Tracing
Papers
EduClaw-Bench: A Long-Horizon Benchmark for Pedagogical LLM Agents with Simulated Learners
Large language models (LLMs) power educational applications from tutoring to essay scoring, but each is a point solution to a single task, and only recently have these point solutions been integrated into agents operatin…
Knowledge TracingMOSAIC: Orchestrating Collaborative Knowledge Tracing with Hierarchical Semantic Alignment
Knowledge Tracing (KT) is important for personalized education but traditionally suffers from two key limitations: a reliance on shallow ID-based representations that neglect semantic depth and a restriction to single-gr…
Knowledge TracingAgentic Knowledge Tracing: A Multi-Agent LLM Architecture for Stealth Assessment of Financial Literacy in Serious Games
Assessing financial literacy during gameplay without disrupting the learning experience remains a key challenge in serious games for education. We present the Agentic BKT pipeline, a multi-agent large language model arch…
Knowledge TracingLearnOpt: Recovering the Latent Cognitive Structure of Standardized Examinations via Knowledge Graphs and Constrained Optimization
Standardized examinations are typically treated as uniform syllabus coverage problems. We argue they are better understood as adversarial systems with stable latent cognitive structures diverging systematically from offi…
Knowledge TracingKnowledge GraphsRecovering Stranded Discrimination in Knowledge Tracing: Per-Item Bias Correction via Empirical-Bayes Shrinkage
Deployed knowledge-tracing models are typically frozen after training, yet systematic per-item logit bias arises, from limited per-item expressivity in backbone architectures and from post-deployment shifts in item prope…
Knowledge TracingBuddyBench: A Privacy-Constrained Multi-Task Benchmark for Pediatric Social-Communication Personalization
BuddyBench introduces a privacy-constrained multi-task benchmark for pediatric social-communication personalization. Unlike existing neurodevelopmental repositories that primarily emphasize imaging, genetics, or cross-se…
Knowledge TracingCausal Inference