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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–110 of 215 papers

Title	Date	Tasks	Status	Score
Test Case-Informed Knowledge Tracing for Open-ended Coding Tasks	Sep 28, 2024	Knowledge TracingLanguage Modeling	CodeCode Available	5
Towards Modeling Learner Performance with Large Language Models	Feb 29, 2024	Knowledge TracingTime Series Prediction	CodeCode Available	5
Transition-Aware Multi-Activity Knowledge Tracing	Jan 26, 2023	Knowledge TracingTransfer Learning	CodeCode Available	5
TrueLearn: A Family of Bayesian Algorithms to Match Lifelong Learners to Open Educational Resources	Nov 21, 2019	Knowledge TracingLifelong learning	CodeCode Available	5
Using Large Multimodal Models to Extract Knowledge Components for Knowledge Tracing from Multimedia Question Information	Sep 30, 2024	Knowledge Tracing	CodeCode Available	5
How deep is knowledge tracing?	Mar 14, 2016	Knowledge Tracing	—Unverified	0
Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations	Feb 14, 2023	Deep LearningKnowledge Tracing	—Unverified	0
Deep Knowledge Tracing is an implicit dynamic multidimensional item response theory model	Aug 18, 2023	DecoderKnowledge Tracing	—Unverified	0
Uncertainty-preserving deep knowledge tracing with state-space models	Jul 9, 2024	Knowledge TracingState Space Models	—Unverified	0
Improving Question Embeddings with Cognitiv Representation Optimization for Knowledge Tracing	Apr 5, 2025	Knowledge Tracing	—Unverified	0

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All datasets EdNet Assistments

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAKT	Acc	70.73	—	Unverified
2	SAINT+	AUC	0.79	—	Unverified
3	SAINT	AUC	0.78	—	Unverified
4	PEBG+DKT	AUC	0.78	—	Unverified
5	PEBG+DKVMN	AUC	0.78	—	Unverified
6	DKVMN	AUC	0.77	—	Unverified
7	DKT	AUC	0.76	—	Unverified
8	GIKT	AUC	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DKT	AUC	0.86	—	Unverified
2	BKT	AUC	0.67	—	Unverified