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

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Showing 176–200 of 215 papers

TitleStatusHype
HGKT: Introducing Hierarchical Exercise Graph for Knowledge Tracing—0
qDKT: Question-centric Deep Knowledge Tracing—0
Dynamic Knowledge embedding and tracing—0
Towards Interpretable Deep Learning Models for Knowledge Tracing—0
Towards an Appropriate Query, Key, and Value Computation for Knowledge TracingCode1
What's happened in MOOC Posts Analysis, Knowledge Tracing and Peer Feedbacks? A ReviewCode0
Systematic Review of Approaches to Improve Peer Assessment at ScaleCode0
Domain Adaption for Knowledge Tracing—0
EdNet: A Large-Scale Hierarchical Dataset in EducationCode0
TrueLearn: A Family of Bayesian Algorithms to Match Lifelong Learners to Open Educational ResourcesCode0
Knowledge Tracing with Sequential Key-Value Memory Networks—0
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural NetworkCode0
Extending Deep Knowledge Tracing: Inferring Interpretable Knowledge and Predicting Post-System Performance—0
Deep Knowledge Tracing with Side Information—0
Tracing Player Knowledge in a Parallel Programming Educational Game—0
Knowledge Query Network: How Knowledge Interacts with Skills—0
A Self-Attentive model for Knowledge TracingCode0
EKT: Exercise-aware Knowledge Tracing for Student Performance PredictionCode0
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of SkillsCode0
Augmenting Knowledge Tracing by Considering Forgetting Behavior—0
Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response TheoryCode0
Dynamic Student Classiffication on Memory Networks for Knowledge TracingCode1
Knowledge Query Network for Knowledge TracingCode0
Knowledge Tracing Machines: Factorization Machines for Knowledge TracingCode0
Deep Knowledge Tracing and Dynamic Student Classification for Knowledge TracingCode0
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All datasetsEdNetAssistments

Benchmark Results

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