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 21–30 of 215 papers

Title	Date	Tasks	Status	Hype	Score
Enhancing Knowledge Tracing with Concept Map and Response Disentanglement	Aug 23, 2024	DisentanglementKnowledge Tracing	CodeCode Available	1	5
Assessing Student's Dynamic Knowledge State by Exploring the Question Difficulty Effect	Jul 11, 2022	Knowledge Tracing	CodeCode Available	1	5
Assessing the Performance of Online Students -- New Data, New Approaches, Improved Accuracy	Sep 4, 2021	Knowledge Tracingregression	CodeCode Available	1	5
Contrastive Learning for Knowledge Tracing	Apr 25, 2022	Contrastive LearningData Augmentation	CodeCode Available	1	5
A Survey of Knowledge Tracing: Models, Variants, and Applications	May 6, 2021	Knowledge TracingSurvey	CodeCode Available	1	5
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering	Apr 8, 2022	Collaborative FilteringGPU	CodeCode Available	1	5
Adaptive and Personalized Exercise Generation for Online Language Learning	Jun 4, 2023	Knowledge TracingText Generation	CodeCode Available	1	5
Convolutional Knowledge Tracing: Modeling Individualization in Student Learning Process	Jul 25, 2020	Knowledge Tracing	CodeCode Available	1	5
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge Tracing	May 26, 2025	Knowledge TracingMulti-hop Question Answering	CodeCode Available	1	5
DyGKT: Dynamic Graph Learning for Knowledge Tracing	Jul 30, 2024	Graph LearningKnowledge Tracing	CodeCode Available	1	5

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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