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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 171–180 of 215 papers

Title	Date	Tasks	Status	Hype
Accuracy-aware Deep Knowledge Tracing with Knowledge State Vector Loss	Sep 1, 2020	Knowledge Tracing	CodeCode Available	0
RKT : Relation-Aware Self-Attention for Knowledge Tracing	Aug 28, 2020	Knowledge TracingRelation	CodeCode Available	1
Deep Knowledge Tracing with Learning Curves	Jul 26, 2020	Bayesian InferenceKnowledge Tracing	—Unverified	0
Convolutional Knowledge Tracing: Modeling Individualization in Student Learning Process	Jul 25, 2020	Knowledge Tracing	CodeCode Available	1
Context-Aware Attentive Knowledge Tracing	Jul 24, 2020	Knowledge Tracing	CodeCode Available	1
HGKT: Introducing Hierarchical Exercise Graph for Knowledge Tracing	Jun 13, 2020	Knowledge Tracing	—Unverified	0
qDKT: Question-centric Deep Knowledge Tracing	May 25, 2020	Knowledge TracingLanguage Modeling	—Unverified	0
Dynamic Knowledge embedding and tracing	May 18, 2020	Knowledge TracingTAG	—Unverified	0
Towards Interpretable Deep Learning Models for Knowledge Tracing	May 13, 2020	Deep LearningKnowledge Tracing	—Unverified	0
Towards an Appropriate Query, Key, and Value Computation for Knowledge Tracing	Feb 14, 2020	Collaborative FilteringDecoder	CodeCode Available	1

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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