# Full Prediction on Tokamak System

Source: [Full Prediction on Tokamak System](<https://www.sota2.com/research/sota/full-prediction-on-tokamak-system>)

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

Data updated: 2026-06-04T12:30:03.412Z

Evaluation of the full prediction performance on the Tokamak System dataset, measured by Absolute Error and Relative Error.

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 | Full Prediction |
| Dataset (including any stated split) | Tokamak System |
| Metric | Absolute Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Absolute Error](<https://www.sota2.com/research/sota/full-prediction-on-tokamak-system.md?metric=Absolute%20Error>): Lower is better; unit: SCALAR.

- [Relative Error](<https://www.sota2.com/research/sota/full-prediction-on-tokamak-system.md?metric=Relative%20Error>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Absolute Error | Result date | Report paper |
| --- | --- | --- | --- |
| cSVD | 1.0956 | Not recorded | 6a2106fec10484bac23f0757 |
| NLP | 1.0956 | Not recorded | 6a2106fec10484bac23f0757 |
| COT | 1.2192 | Not recorded | 6a2106fec10484bac23f0757 |
| SpAE | 3.4109 | Not recorded | 6a2106fec10484bac23f0757 |

### cSVD

Absolute Error: 1.0956. Result ID: 6a216fb0fbc373592c1e9301.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f0757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa519e1e209131ce974eae.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NLP

Absolute Error: 1.0956. Result ID: 6a216fb0fbc373592c1e9302.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f0757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa519e1e209131ce974eae.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### COT

Absolute Error: 1.2192. Result ID: 6a216fb0fbc373592c1e9300.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f0757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa519e1e209131ce974eae.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SpAE

Absolute Error: 3.4109. Result ID: 6a216fb0fbc373592c1e9303.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f0757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f0757.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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