ML Research Wiki / Benchmarks / Knowledge Tracing / EdNet

EdNet

Knowledge Tracing Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 SAINT Towards an Appropriate Query, Key, and Value Computation for Knowledge Tracing 73.68 2020-02-14 📦 arshadshk/SAINT-pytorch 📦 Shivanandmn/SAINT_plus-Knowledge-Tracing- 📦 Shivanandmn/Knowledge-Tracing-SAINT 📦 bcaitech1/p4-dkt-no_caffeine_no_gain 📦 Machine-Learning-for-Everyone-ML4E/CoP-Code-of-Papers
2 SAINT+ SAINT+: Integrating Temporal Features for EdNet Correctness Prediction 72.52 2020-10-19 📦 arshadshk/SAINT-pytorch 📦 Shivanandmn/SAINT_plus-Knowledge-Tracing- 📦 Chang-Chia-Chi/SaintPlus-Knowledge-Tracing-Pytorch 📦 maroxtn/SAINT-Transformer-riiid-kaggle
3 DKVMN SAINT+: Integrating Temporal Features for EdNet Correctness Prediction 70.79 2020-10-19 📦 arshadshk/SAINT-pytorch 📦 Shivanandmn/SAINT_plus-Knowledge-Tracing- 📦 Chang-Chia-Chi/SaintPlus-Knowledge-Tracing-Pytorch 📦 maroxtn/SAINT-Transformer-riiid-kaggle
4 SAKT SAINT+: Integrating Temporal Features for EdNet Correctness Prediction 70.73 2020-10-19 📦 arshadshk/SAINT-pytorch 📦 Shivanandmn/SAINT_plus-Knowledge-Tracing- 📦 Chang-Chia-Chi/SaintPlus-Knowledge-Tracing-Pytorch 📦 maroxtn/SAINT-Transformer-riiid-kaggle
5 DKT SAINT+: Integrating Temporal Features for EdNet Correctness Prediction 70.60 2020-10-19 📦 arshadshk/SAINT-pytorch 📦 Shivanandmn/SAINT_plus-Knowledge-Tracing- 📦 Chang-Chia-Chi/SaintPlus-Knowledge-Tracing-Pytorch 📦 maroxtn/SAINT-Transformer-riiid-kaggle
6 PEBG+DKT Improving Knowledge Tracing via Pre-training Question Embeddings 0.78 2020-12-09 📦 lyf-1/PEBG
7 PEBG+DKVMN Improving Knowledge Tracing via Pre-training Question Embeddings 0.78 2020-12-09 📦 lyf-1/PEBG
8 GIKT GIKT: A Graph-based Interaction Model for Knowledge Tracing 0.75 2020-09-13 📦 apexedm/gikt 📦 Rimoku/GIKT 📦 ZhijieXiong/pyedmine 📦 ajenningsfrankston/graph_kt

All Papers (8)

arshadshk/SAINT-pytorch Shivanandmn/SAINT_plus-Knowledge-Tracing-
arshadshk/SAINT-pytorch Shivanandmn/SAINT_plus-Knowledge-Tracing-
arshadshk/SAINT-pytorch Shivanandmn/SAINT_plus-Knowledge-Tracing-
arshadshk/SAINT-pytorch Shivanandmn/SAINT_plus-Knowledge-Tracing-
arshadshk/SAINT-pytorch Shivanandmn/SAINT_plus-Knowledge-Tracing-
lyf-1/PEBG
lyf-1/PEBG
apexedm/gikt Rimoku/GIKT