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 91–100 of 215 papers

Title	Date	Tasks	Status	Hype
Leveraging Skill-to-Skill Supervision for Knowledge Tracing	Jun 12, 2023	Knowledge Tracing	—Unverified	0
Set-to-Sequence Ranking-based Concept-aware Learning Path Recommendation	Jun 7, 2023	DecoderKnowledge Tracing	—Unverified	0
Adaptive and Personalized Exercise Generation for Online Language Learning	Jun 4, 2023	Knowledge TracingText Generation	CodeCode Available	1
Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation	May 22, 2023	Knowledge TracingMath	—Unverified	0
A Conceptual Model for End-to-End Causal Discovery in Knowledge Tracing	May 11, 2023	Causal DiscoveryKnowledge Tracing	CodeCode Available	0
Adaptive Learning Path Navigation Based on Knowledge Tracing and Reinforcement Learning	May 8, 2023	Decision MakingDiversity	—Unverified	0
Tracing Knowledge Instead of Paterns: Stable Knowledge Tracing with Diagnostic Transformer	Apr 30, 2023	Contrastive LearningDiagnostic	CodeCode Available	1
Multi-granulariy Time-based Transformer for Knowledge Tracing	Apr 11, 2023	DecoderKnowledge Tracing	—Unverified	0
Knowledge Relation Rank Enhanced Heterogeneous Learning Interaction Modeling for Neural Graph Forgetting Knowledge Tracing	Apr 8, 2023	Knowledge TracingPosition	CodeCode Available	0
Attentive Q-Matrix Learning for Knowledge Tracing	Apr 6, 2023	Knowledge Tracing	CodeCode Available	0

Show:10 25 50

← PrevPage 10 of 22Next →

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