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

Showing 2130 of 215 papers

TitleStatusHype
Towards a General Pre-training Framework for Adaptive Learning in MOOCsCode1
Assessing Student's Dynamic Knowledge State by Exploring the Question Difficulty EffectCode1
Code-DKT: A Code-based Knowledge Tracing Model for Programming TasksCode1
Contrastive Learning for Knowledge TracingCode1
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative FilteringCode1
GPT-based Open-Ended Knowledge TracingCode1
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal RelationsCode1
Assessing the Performance of Online Students -- New Data, New Approaches, Improved AccuracyCode1
Learning Process-consistent Knowledge TracingCode1
Enhancing Knowledge Tracing via Adversarial TrainingCode1
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Benchmark Results

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