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
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network	Oct 14, 2019	Graph Neural NetworkInductive Bias	CodeCode Available
EKT: Exercise-aware Knowledge Tracing for Student Performance Prediction	Jun 7, 2019	Knowledge TracingPrediction	CodeCode Available
No Length Left Behind: Enhancing Knowledge Tracing for Modeling Sequences of Excessive or Insufficient Lengths	Aug 7, 2023	Knowledge TracingQuestion Answering	CodeCode Available
A Self-Attentive model for Knowledge Tracing	Jul 16, 2019	Ad-Hoc Information RetrievalKnowledge Tracing	CodeCode Available
Hierarchical Multi-Armed Bandits for the Concurrent Intelligent Tutoring of Concepts and Problems of Varying Difficulty Levels	Aug 10, 2024	Knowledge TracingMulti-Armed Bandits	CodeCode Available
HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge Tracing	Dec 23, 2022	Knowledge Tracing	CodeCode Available
Towards Modeling Learner Performance with Large Language Models	Feb 29, 2024	Knowledge TracingTime Series Prediction	CodeCode Available
Accuracy-aware Deep Knowledge Tracing with Knowledge State Vector Loss	Sep 1, 2020	Knowledge Tracing	CodeCode Available
EdNet: A Large-Scale Hierarchical Dataset in Education	Dec 6, 2019	Knowledge Tracing	CodeCode Available
Improving Low-Resource Knowledge Tracing Tasks by Supervised Pre-training and Importance Mechanism Fine-tuning	Mar 11, 2024	Knowledge Tracing	CodeCode Available

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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