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 126–150 of 215 papers

TitleStatusHype
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
Pedagogy-R1: Pedagogically-Aligned Reasoning Model with Balanced Educational Benchmark—0
Personalized Forgetting Mechanism with Concept-Driven Knowledge Tracing—0
Personalized Knowledge Tracing through Student Representation Reconstruction and Class Imbalance Mitigation—0
Predicting Learning Performance with Large Language Models: A Study in Adult Literacy—0
Programming Knowledge Tracing: A Comprehensive Dataset and A New Model—0
Programming knowledge tracing based on heterogeneous graph representation—0
qDKT: Question-centric Deep Knowledge Tracing—0
Quiz-based Knowledge Tracing—0
SAICL: Student Modelling with Interaction-level Auxiliary Contrastive Tasks for Knowledge Tracing and Dropout Prediction—0
Second Language Acquisition Modeling—0
Set-to-Sequence Ranking-based Concept-aware Learning Path Recommendation—0
Sparse Binary Representation Learning for Knowledge Tracing—0
Survey of Loss Augmented Knowledge Tracing—0
Temporal Graph Memory Networks For Knowledge Tracing—0
Time-varying Learning and Content Analytics via Sparse Factor Analysis—0
Towards Interpretable Deep Learning Models for Knowledge Tracing—0
Tracing Player Knowledge in a Parallel Programming Educational Game—0
Tracking student skills real-time through a continuous-variable dynamic Bayesian network—0
TutorLLM: Customizing Learning Recommendations with Knowledge Tracing and Retrieval-Augmented Generation—0
Uncertainty-preserving deep knowledge tracing with state-space models—0
UniEDU: A Unified Language and Vision Assistant for Education Applications—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