SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 215 papers

TitleStatusHype
Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge TracingCode0
Language Model Can Do Knowledge Tracing: Simple but Effective Method to Integrate Language Model and Knowledge Tracing Task—0
Programming knowledge tracing based on heterogeneous graph representation—0
Dual-State Personalized Knowledge Tracing with Emotional Incorporation—0
Mamba4KT:An Efficient and Effective Mamba-based Knowledge Tracing Model—0
Explainable Few-shot Knowledge TracingCode0
Learning Structure and Knowledge Aware Representation with Large Language Models for Concept Recommendation—0
Interpretable Knowledge Tracing with Multiscale State RepresentationCode0
Question Difficulty Consistent Knowledge TracingCode0
HD-KT: Advancing Robust Knowledge Tracing via Anomalous Learning Interaction DetectionCode1
Enhancing Deep Knowledge Tracing via Diffusion Models for Personalized Adaptive Learning—0
Integrating LSTM and BERT for Long-Sequence Data Analysis in Intelligent Tutoring Systems—0
Personalized Forgetting Mechanism with Concept-Driven Knowledge Tracing—0
Deep Learning for Educational Data Science—0
Addressing Label Leakage in Knowledge Tracing ModelsCode0
Predictive, scalable and interpretable knowledge tracing on structured domainsCode0
A Survey of Explainable Knowledge Tracing—0
A Question-centric Multi-experts Contrastive Learning Framework for Improving the Accuracy and Interpretability of Deep Sequential Knowledge Tracing ModelsCode0
Improving Low-Resource Knowledge Tracing Tasks by Supervised Pre-training and Importance Mechanism Fine-tuningCode0
Predicting Learning Performance with Large Language Models: A Study in Adult Literacy—0
Towards Modeling Learner Performance with Large Language ModelsCode0
A Review of Data Mining in Personalized Education: Current Trends and Future Prospects—0
KARL: Knowledge-Aware Retrieval and Representations aid Retention and Learning in Students—0
Analysis of Knowledge Tracing performance on synthesised student data—0
Prerequisite Structure Discovery in Intelligent Tutoring SystemsCode0
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All datasetsEdNetAssistments

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAKTAcc70.73—Unverified
2SAINT+AUC0.79—Unverified
3SAINTAUC0.78—Unverified
4PEBG+DKTAUC0.78—Unverified
5PEBG+DKVMNAUC0.78—Unverified
6DKVMNAUC0.77—Unverified
7DKTAUC0.76—Unverified
8GIKTAUC0.75—Unverified
#ModelMetricClaimedVerifiedStatus
1DKTAUC0.86—Unverified
2BKTAUC0.67—Unverified