A large-scale hierarchical dataset of diverse student activities collected by Santa, a multi-platform self-study solution equipped with artificial intelligence tutoring system. EdNet contains 131,441,538 interactions from 784,309 students collected over more than 2 years, which is the largest among the ITS datasets released to the public so far.
Source: EdNet: A Large-Scale Hierarchical Dataset in Education
Variants: EdNet
This dataset is used in 1 benchmark:
| Task | Model | Paper | Date |
|---|---|---|---|
| Knowledge Tracing | PEBG+DKT | Improving Knowledge Tracing via Pre-training … | 2020-12-09 |
| Knowledge Tracing | PEBG+DKVMN | Improving Knowledge Tracing via Pre-training … | 2020-12-09 |
| Knowledge Tracing | SAKT | SAINT+: Integrating Temporal Features for … | 2020-10-19 |
| Knowledge Tracing | DKT | SAINT+: Integrating Temporal Features for … | 2020-10-19 |
| Knowledge Tracing | SAINT+ | SAINT+: Integrating Temporal Features for … | 2020-10-19 |
| Knowledge Tracing | DKVMN | SAINT+: Integrating Temporal Features for … | 2020-10-19 |
| Knowledge Tracing | GIKT | GIKT: A Graph-based Interaction Model … | 2020-09-13 |
| Knowledge Tracing | SAINT | Towards an Appropriate Query, Key, … | 2020-02-14 |
Recent papers with results on this dataset: