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 151–175 of 215 papers

TitleStatusHype
Bi-CLKT: Bi-Graph Contrastive Learning based Knowledge Tracing—0
Multi-granulariy Time-based Transformer for Knowledge Tracing—0
Multi-Layer Personalized Federated Learning for Mitigating Biases in Student Predictive Analytics—0
MUSE: Multi-Scale Temporal Features Evolution for Knowledge Tracing—0
Advancing Personalized Learning Analysis via an Innovative Domain Knowledge Informed Attention-based Knowledge Tracing Method—0
No Task Left Behind: Multi-Task Learning of Knowledge Tracing and Option Tracing for Better Student Assessment—0
On Representation Learning for Scientific News Articles Using Heterogeneous Knowledge Graphs—0
On the Interpretability of Deep Learning Based Models for Knowledge Tracing—0
On the verification of Embeddings using Hybrid Markov Logic—0
Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing—0
Augmenting Knowledge Tracing by Considering Forgetting Behavior—0
Augmenting Interpretable Knowledge Tracing by Ability Attribute and Attention Mechanism—0
Parametric Constraints for Bayesian Knowledge Tracing from First Principles—0
Pedagogy-R1: Pedagogically-Aligned Reasoning Model with Balanced Educational Benchmark—0
Tracing Player Knowledge in a Parallel Programming Educational Game—0
Personalized Forgetting Mechanism with Concept-Driven Knowledge Tracing—0
Personalized Knowledge Tracing through Student Representation Reconstruction and Class Imbalance Mitigation—0
Tracking student skills real-time through a continuous-variable dynamic Bayesian network—0
Predicting Learning Performance with Large Language Models: A Study in Adult Literacy—0
Adaptive Learning Path Navigation Based on Knowledge Tracing and Reinforcement Learning—0
Knowledge Tracing with Sequential Key-Value Memory Networks—0
Programming Knowledge Tracing: A Comprehensive Dataset and A New Model—0
Programming knowledge tracing based on heterogeneous graph representation—0
A Survey of Explainable Knowledge Tracing—0
A Review of Data Mining in Personalized Education: Current Trends and Future Prospects—0
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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