# Pressure Prediction on Dallara LMP2

Source: [Pressure Prediction on Dallara LMP2](<https://www.sota2.com/research/sota/pressure-prediction-on-dallara-lmp2>)

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

Data updated: 2026-04-21T13:36:38.501Z

Evaluation of models predicting pressure values using the Dallara LMP2 dataset, measured by MSE and R^2.

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 | Pressure Prediction |
| Dataset (including any stated split) | Dallara LMP2 |
| Metric | MSE |
| 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

- [MSE](<https://www.sota2.com/research/sota/pressure-prediction-on-dallara-lmp2.md?metric=MSE>): Lower is better; unit: SCALAR.

- [R^2](<https://www.sota2.com/research/sota/pressure-prediction-on-dallara-lmp2.md?metric=R%5E2>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| GIST | 1.88 | Not recorded | 69e7052e7d0172140ec7f368 |
| GAOT | 3.55 | Not recorded | 69e7052e7d0172140ec7f368 |
| Transolver | 4.12 | Not recorded | 69e7052e7d0172140ec7f368 |
| FNO-based | 6.82 | Not recorded | 69e7052e7d0172140ec7f368 |

### GIST

MSE: 1.88. Result ID: 69e77d2747f34ce924cf728f.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f368.md>)

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

### GAOT

MSE: 3.55. Result ID: 69e77d2747f34ce924cf728e.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78de1e209131cea7ae77.md>)

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

### Transolver

MSE: 4.12. Result ID: 69e77d2747f34ce924cf728d.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5bd41e209131ce9cbd98.md>)

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

### FNO-based

MSE: 6.82. Result ID: 69e77d2747f34ce924cf728c.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa581d1e209131ce9ab45d.md>)

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

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