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 26–50 of 215 papers

TitleStatusHype
GPT-based Open-Ended Knowledge TracingCode1
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal RelationsCode1
Assessing the Performance of Online Students -- New Data, New Approaches, Improved AccuracyCode1
Learning Process-consistent Knowledge TracingCode1
Multi-Factors Aware Dual-Attentional Knowledge TracingCode1
Enhancing Knowledge Tracing via Adversarial TrainingCode1
Question Generation for Adaptive EducationCode1
MathBERT: A Pre-trained Language Model for General NLP Tasks in Mathematics EducationCode1
Application of Deep Self-Attention in Knowledge TracingCode1
A Survey of Knowledge Tracing: Models, Variants, and ApplicationsCode1
pyBKT: An Accessible Python Library of Bayesian Knowledge Tracing ModelsCode1
LANA: Towards Personalized Deep Knowledge Tracing Through Distinguishable Interactive SequencesCode1
Option Tracing: Beyond Correctness Analysis in Knowledge TracingCode1
Last Query Transformer RNN for knowledge tracingCode1
Option Tracing: Beyond Binary Knowledge TracingCode1
Improving Knowledge Tracing via Pre-training Question EmbeddingsCode1
SAINT+: Integrating Temporal Features for EdNet Correctness PredictionCode1
GIKT: A Graph-based Interaction Model for Knowledge TracingCode1
RKT : Relation-Aware Self-Attention for Knowledge TracingCode1
Convolutional Knowledge Tracing: Modeling Individualization in Student Learning ProcessCode1
Context-Aware Attentive Knowledge TracingCode1
Towards an Appropriate Query, Key, and Value Computation for Knowledge TracingCode1
Dynamic Student Classiffication on Memory Networks for Knowledge TracingCode1
Deep Knowledge TracingCode1
Personalized Exercise Recommendation with Semantically-Grounded 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