# Dewpoint Prediction on MADIS 2023 (test)

Source: [Dewpoint Prediction on MADIS 2023 (test)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test>)

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

Data updated: 2026-04-28T06:39:59.924Z

Evaluation of models performing Dewpoint Prediction on the test split of the MADIS 2023 dataset, measured by Dewpoint RMSE across various forecast lead times (1h to 48h).

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 | Dewpoint Prediction |
| Dataset (including any stated split) | MADIS 2023 (test) |
| Metric | Dewpoint RMSE (1h) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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

- [Dewpoint RMSE (1h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(1h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (2h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(2h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (4h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(4h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (8h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(8h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (12h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(12h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (18h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(18h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (24h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(24h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (36h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(36h)>): Lower is better; unit: SCALAR.

- [Dewpoint RMSE (48h)](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Dewpoint%20RMSE%20(48h)>): Lower is better; unit: SCALAR.

- [Mean Dewpoint RMSE](<https://www.sota2.com/research/sota/dewpoint-prediction-on-madis-2023-test.md?metric=Mean%20Dewpoint%20RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Dewpoint RMSE (1h) | Result date | Report paper |
| --- | --- | --- | --- |
| Transformer | 0.7566 | Not recorded | 68fa4b761e209131ce9462ec |
| Transformer | 0.7634 | Not recorded | 68fa4b761e209131ce9462ec |
| Transformer | 0.7634 | Not recorded | 68fa4b761e209131ce9462ec |
| Transformer | 0.7721 | Not recorded | 68fa4b761e209131ce9462ec |
| Transformer | 0.782 | Not recorded | 68fa4b761e209131ce9462ec |
| Persistence | 0.7834 | Not recorded | 68fa4b761e209131ce9462ec |
| MLP | 0.7919 | Not recorded | 68fa4b761e209131ce9462ec |
| MLP | 1.3789 | Not recorded | 68fa4b761e209131ce9462ec |
| MLP | 1.4267 | Not recorded | 68fa4b761e209131ce9462ec |
| GNN | 1.4278 | Not recorded | 68fa4b761e209131ce9462ec |
| MLP | 1.4384 | Not recorded | 68fa4b761e209131ce9462ec |
| GNN | 1.4616 | Not recorded | 68fa4b761e209131ce9462ec |
| GNN | 1.4717 | Not recorded | 68fa4b761e209131ce9462ec |
| GNN | 1.7071 | Not recorded | 68fa4b761e209131ce9462ec |
| Interpolation | 3.4996 | Not recorded | 68fa4b761e209131ce9462ec |
| Interpolation | 3.5549 | Not recorded | 68fa4b761e209131ce9462ec |
| Interpolation | 3.5716 | Not recorded | 68fa4b761e209131ce9462ec |

### Transformer

Dewpoint RMSE (1h): 0.7566. Result ID: 69f0551e47f34ce924d58319.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction.

### Transformer

Dewpoint RMSE (1h): 0.7634. Result ID: 69f0551e47f34ce924d582fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction.

### Transformer

Dewpoint RMSE (1h): 0.7634. Result ID: 69f0551e47f34ce924d5831a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction.

### Transformer

Dewpoint RMSE (1h): 0.7721. Result ID: 69f0551e47f34ce924d58317.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":null}. This record does not assert independent reproduction.

### Transformer

Dewpoint RMSE (1h): 0.782. Result ID: 69f0551e47f34ce924d58318.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction.

### Persistence

Dewpoint RMSE (1h): 0.7834. Result ID: 69f0551e47f34ce924d5830e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":null}. This record does not assert independent reproduction.

### MLP

Dewpoint RMSE (1h): 0.7919. Result ID: 69f0551e47f34ce924d5830f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":null}. This record does not assert independent reproduction.

### MLP

Dewpoint RMSE (1h): 1.3789. Result ID: 69f0551e47f34ce924d58312.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction.

### MLP

Dewpoint RMSE (1h): 1.4267. Result ID: 69f0551e47f34ce924d58310.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction.

### GNN

Dewpoint RMSE (1h): 1.4278. Result ID: 69f0551e47f34ce924d58313.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a301e209131ce9bdc8e.md>)

Recorded evaluation configuration: {"ExternalDataset":null}. This record does not assert independent reproduction.

### MLP

Dewpoint RMSE (1h): 1.4384. Result ID: 69f0551e47f34ce924d58311.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction.

### GNN

Dewpoint RMSE (1h): 1.4616. Result ID: 69f0551e47f34ce924d58314.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a301e209131ce9bdc8e.md>)

Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction.

### GNN

Dewpoint RMSE (1h): 1.4717. Result ID: 69f0551e47f34ce924d58315.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a301e209131ce9bdc8e.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction.

### GNN

Dewpoint RMSE (1h): 1.7071. Result ID: 69f0551e47f34ce924d58316.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a301e209131ce9bdc8e.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction.

### Interpolation

Dewpoint RMSE (1h): 3.4996. Result ID: 69f0551e47f34ce924d5830c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction.

### Interpolation

Dewpoint RMSE (1h): 3.5549. Result ID: 69f0551e47f34ce924d5830b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction.

### Interpolation

Dewpoint RMSE (1h): 3.5716. Result ID: 69f0551e47f34ce924d5830d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa4b761e209131ce9462ec.md>)

Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction.

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