# Knowledge Tracing on EdNet (60% train 30% test)

Source: [Knowledge Tracing on EdNet (60% train 30% test)](<https://www.sota2.com/research/sota/knowledge-tracing-on-ednet-60-percent-train-30-percent-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:59:55.764Z

Evaluation of Knowledge Tracing models on the EdNet dataset using the specified 60% training and 30% testing split, evaluated using RMSE, ACC, and AUC.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Knowledge Tracing |
| Dataset (including any stated split) | EdNet (60% train 30% test) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [RMSE](<https://www.sota2.com/research/sota/knowledge-tracing-on-ednet-60-percent-train-30-percent-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/knowledge-tracing-on-ednet-60-percent-train-30-percent-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/knowledge-tracing-on-ednet-60-percent-train-30-percent-test.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| ENAS-KT | 0.4215 | Not recorded | 68fa70b71e209131cea4cc5b |
| SAINT+ | 0.4288 | Not recorded | 68fa70b71e209131cea4cc5b |
| SAINT | 0.4326 | Not recorded | 68fa70b71e209131cea4cc5b |
| NAS-Cell | 0.435 | Not recorded | 68fa70b71e209131cea4cc5b |
| CT-NCM | 0.4372 | Not recorded | 68fa70b71e209131cea4cc5b |
| AKT | 0.4396 | Not recorded | 68fa70b71e209131cea4cc5b |
| SAKT | 0.4411 | Not recorded | 68fa70b71e209131cea4cc5b |
| HawkesKT | 0.4479 | Not recorded | 68fa70b71e209131cea4cc5b |
| DKT | 0.4661 | Not recorded | 68fa70b71e209131cea4cc5b |

### ENAS-KT

RMSE: 0.4215. Result ID: 69913db33a6c31484906b63a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

[Implementation](<https://github.com/DevilYangS/ENAS-KT>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### SAINT+

RMSE: 0.4288. Result ID: 69913db33a6c31484906b638.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa692b1e209131cea2080f.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### SAINT

RMSE: 0.4326. Result ID: 69913db33a6c31484906b637.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa692b1e209131cea207d0.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### NAS-Cell

RMSE: 0.435. Result ID: 69913db33a6c31484906b639.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### CT-NCM

RMSE: 0.4372. Result ID: 69913db33a6c31484906b634.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### AKT

RMSE: 0.4396. Result ID: 69913db33a6c31484906b636.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680d1e209131cea19e27.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### SAKT

RMSE: 0.4411. Result ID: 69913db33a6c31484906b635.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66141e209131cea0e27f.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### HawkesKT

RMSE: 0.4479. Result ID: 69913db33a6c31484906b633.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

### DKT

RMSE: 0.4661. Result ID: 69913db33a6c31484906b632.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61f81e209131ce9f6abe.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"5-fold cross-validation"}. This record does not assert independent reproduction.

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