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 161–170 of 215 papers

Title	Date	Tasks	Status	Hype
Do we need to go Deep? Knowledge Tracing with Big Data	Jan 20, 2021	Knowledge Tracing	—Unverified	0
An Empirical Comparison of Deep Learning Models for Knowledge Tracing on Large-Scale Dataset	Jan 16, 2021	Deep LearningKnowledge Tracing	—Unverified	0
Using Deep Reinforcement Learning to Train and Evaluate Instructional Sequencing Policies for an Intelligent Tutoring System	Jan 1, 2021	Deep Reinforcement LearningKnowledge Tracing	—Unverified	0
BKT-LSTM: Efficient Student Modeling for knowledge tracing and student performance prediction	Dec 22, 2020	Knowledge TracingPrediction	—Unverified	0
Option Tracing: Beyond Binary Knowledge Tracing	Dec 11, 2020	Knowledge TracingMultiple-choice	CodeCode Available	1
Improving Knowledge Tracing via Pre-training Question Embeddings	Dec 9, 2020	Knowledge Tracing	CodeCode Available	1
Explainable Knowledge Tracing Models for Big Data: Is Ensembling an Answer?	Nov 10, 2020	Knowledge Tracing	—Unverified	0
Exercise Hierarchical Feature Enhanced Knowledge Tracing	Oct 23, 2020	Knowledge Tracing	—Unverified	0
SAINT+: Integrating Temporal Features for EdNet Correctness Prediction	Oct 19, 2020	DecoderKnowledge Tracing	CodeCode Available	1
GIKT: A Graph-based Interaction Model for Knowledge Tracing	Sep 13, 2020	Knowledge Tracing	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