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 181190 of 215 papers

TitleStatusHype
Personalized Exercise Recommendation with Semantically-Grounded Knowledge TracingCode0
Knowledge Query Network for Knowledge TracingCode0
AAKT: Enhancing Knowledge Tracing with Alternate Autoregressive ModelingCode0
Knowledge Relation Rank Enhanced Heterogeneous Learning Interaction Modeling for Neural Graph Forgetting Knowledge TracingCode0
Systematic Review of Approaches to Improve Peer Assessment at ScaleCode0
Personalized Student Knowledge Modeling for Future Learning Resource PredictionCode0
Knowledge Tracing for Complex Problem Solving: Granular Rank-Based Tensor FactorizationCode0
A Conceptual Model for End-to-End Causal Discovery in Knowledge TracingCode0
Predictive, scalable and interpretable knowledge tracing on structured domainsCode0
Knowledge Tracing Machines: Factorization Machines for Knowledge TracingCode0
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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