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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–215 of 215 papers

TitleStatusHype
Explainable Knowledge Tracing Models for Big Data: Is Ensembling an Answer?—0
Denoising Programming Knowledge Tracing with a Code Graph-based Tuning Adaptor—0
Extending Deep Knowledge Tracing: Inferring Interpretable Knowledge and Predicting Post-System Performance—0
Fair Knowledge Tracing in Second Language Acquisition—0
Feature Engineering for Second Language Acquisition Modeling—0
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of Hyperparameters and Metrics on Performance and Replicability—0
From Prediction to Application: Language Model-based Code Knowledge Tracing with Domain Adaptive Pre-Training and Automatic Feedback System with Pedagogical Prompting for Comprehensive Programming Education—0
Deep Learning for Educational Data Science—0
Deep Knowledge Tracing with Side Information—0
An Approach for Combining Multimodal Fusion and Neural Architecture Search Applied to Knowledge Tracing—0
Deep Knowledge Tracing with Learning Curves—0
HGKT: Introducing Hierarchical Exercise Graph for Knowledge Tracing—0
Hierarchical Bayesian Knowledge Tracing in Undergraduate Engineering Education—0
Sparse Binary Representation Learning for Knowledge Tracing—0
Survey of Loss Augmented Knowledge Tracing—0
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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