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 121–130 of 215 papers

Title	Date	Tasks	Status	Hype
DBE-KT22: A Knowledge Tracing Dataset Based on Online Student Evaluation	Aug 19, 2022	Knowledge Tracing	—Unverified	0
Visual Knowledge Tracing	Jul 20, 2022	Autonomous DrivingGeneral Classification	CodeCode Available	1
Towards a General Pre-training Framework for Adaptive Learning in MOOCs	Jul 18, 2022	Knowledge Tracing	CodeCode Available	1
Assessing Student's Dynamic Knowledge State by Exploring the Question Difficulty Effect	Jul 11, 2022	Knowledge Tracing	CodeCode Available	1
pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing Models	Jun 23, 2022	Knowledge Tracingvalid	CodeCode Available	2
Code-DKT: A Code-based Knowledge Tracing Model for Programming Tasks	Jun 7, 2022	Knowledge Tracing	CodeCode Available	1
Equity and Fairness of Bayesian Knowledge Tracing	May 4, 2022	FairnessKnowledge Tracing	—Unverified	0
Contrastive Learning for Knowledge Tracing	Apr 25, 2022	Contrastive LearningData Augmentation	CodeCode Available	1
No Task Left Behind: Multi-Task Learning of Knowledge Tracing and Option Tracing for Better Student Assessment	Apr 8, 2022	Knowledge TracingMultiple-choice	—Unverified	0
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering	Apr 8, 2022	Collaborative FilteringGPU	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