SOTAVerified

Knowledge Tracing

Knowledge Tracing is the task of modelling student knowledge over time so that we can accurately predict how students will perform on future interactions. Improvement on this task means that resources can be suggested to students based on their individual needs, and content which is predicted to be too easy or too hard can be skipped or delayed.

Source: Deep Knowledge Tracing

Papers

Showing 201215 of 215 papers

TitleStatusHype
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of SkillsCode0
Attentive Q-Matrix Learning for Knowledge TracingCode0
Towards Robust Knowledge Tracing Models via k-Sparse AttentionCode0
Reinforcement Learning Guided Multi-Objective Exam Paper GenerationCode0
Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge TracingCode0
Revisiting Applicable and Comprehensive Knowledge Tracing in Large-Scale DataCode0
A Trainable Spaced Repetition Model for Language LearningCode0
RouterKT: Mixture-of-Experts for Knowledge TracingCode0
Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent RegularizationCode0
A Self-Attentive model for Knowledge TracingCode0
DAGKT: Difficulty and Attempts Boosted Graph-based Knowledge TracingCode0
Using Large Multimodal Models to Extract Knowledge Components for Knowledge Tracing from Multimedia Question InformationCode0
Cuff-KT: Tackling Learners' Real-time Learning Pattern Adjustment via Tuning-Free Knowledge State Guided Model UpdatingCode0
Counterfactual Monotonic Knowledge Tracing for Assessing Students' Dynamic Mastery of Knowledge ConceptsCode0
Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge TransferCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAKTAcc70.73Unverified
2SAINT+AUC0.79Unverified
3SAINTAUC0.78Unverified
4PEBG+DKTAUC0.78Unverified
5PEBG+DKVMNAUC0.78Unverified
6DKVMNAUC0.77Unverified
7DKTAUC0.76Unverified
8GIKTAUC0.75Unverified
#ModelMetricClaimedVerifiedStatus
1DKTAUC0.86Unverified
2BKTAUC0.67Unverified