# Wind Vector Prediction on MADIS 2023 (test) Source: [Wind Vector Prediction on MADIS 2023 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-28T06:39:59.834Z Evaluation of models performing Wind Vector Prediction on the test split of the MADIS 2023 dataset, measured by wind vector errors across multiple forecast lead times. 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 | Wind Vector Prediction | | Dataset (including any stated split) | MADIS 2023 (test) | | Metric | Wind Vector Error (1h) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Wind Vector Error (1h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (2h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (4h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (8h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (12h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (18h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (24h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (36h)](): Lower is better; unit: SCALAR. - [Wind Vector Error (48h)](): Lower is better; unit: SCALAR. - [Mean Wind Vector Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Wind Vector Error (1h) | Result date | Report paper | | --- | --- | --- | --- | | Transformer | 0.3736 | Not recorded | 68fa4b761e209131ce9462ec | | Transformer | 0.3759 | Not recorded | 68fa4b761e209131ce9462ec | | Transformer | 0.3782 | Not recorded | 68fa4b761e209131ce9462ec | | Transformer | 0.3791 | Not recorded | 68fa4b761e209131ce9462ec | | MLP | 0.3855 | Not recorded | 68fa4b761e209131ce9462ec | | Persistence | 0.3885 | Not recorded | 68fa4b761e209131ce9462ec | | GNN | 0.4171 | Not recorded | 68fa4b761e209131ce9462ec | | GNN | 0.4201 | Not recorded | 68fa4b761e209131ce9462ec | | GNN | 0.4248 | Not recorded | 68fa4b761e209131ce9462ec | | MLP | 0.4252 | Not recorded | 68fa4b761e209131ce9462ec | | GNN | 0.429 | Not recorded | 68fa4b761e209131ce9462ec | | MLP | 0.4391 | Not recorded | 68fa4b761e209131ce9462ec | | MLP | 0.4474 | Not recorded | 68fa4b761e209131ce9462ec | | Interpolation | 2.4617 | Not recorded | 68fa4b761e209131ce9462ec | | Interpolation | 2.6206 | Not recorded | 68fa4b761e209131ce9462ec | | Interpolation | 2.6235 | Not recorded | 68fa4b761e209131ce9462ec | ### Transformer Wind Vector Error (1h): 0.3736. Result ID: 69f0551e47f34ce924d582f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction. ### Transformer Wind Vector Error (1h): 0.3759. Result ID: 69f0551e47f34ce924d582f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction. ### Transformer Wind Vector Error (1h): 0.3782. Result ID: 69f0551e47f34ce924d582f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"None"}. This record does not assert independent reproduction. ### Transformer Wind Vector Error (1h): 0.3791. Result ID: 69f0551e47f34ce924d582f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction. ### MLP Wind Vector Error (1h): 0.3855. Result ID: 69f0551e47f34ce924d582ed. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"None"}. This record does not assert independent reproduction. ### Persistence Wind Vector Error (1h): 0.3885. Result ID: 69f0551e47f34ce924d582ec. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"None"}. This record does not assert independent reproduction. ### GNN Wind Vector Error (1h): 0.4171. Result ID: 69f0551e47f34ce924d582f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction. ### GNN Wind Vector Error (1h): 0.4201. Result ID: 69f0551e47f34ce924d582f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction. ### GNN Wind Vector Error (1h): 0.4248. Result ID: 69f0551e47f34ce924d582f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction. ### MLP Wind Vector Error (1h): 0.4252. Result ID: 69f0551e47f34ce924d582ef. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction. ### GNN Wind Vector Error (1h): 0.429. Result ID: 69f0551e47f34ce924d582f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ExternalDataset":"None"}. This record does not assert independent reproduction. ### MLP Wind Vector Error (1h): 0.4391. Result ID: 69f0551e47f34ce924d582f0. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction. ### MLP Wind Vector Error (1h): 0.4474. Result ID: 69f0551e47f34ce924d582ee. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction. ### Interpolation Wind Vector Error (1h): 2.4617. Result ID: 69f0551e47f34ce924d582ea. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-A"}. This record does not assert independent reproduction. ### Interpolation Wind Vector Error (1h): 2.6206. Result ID: 69f0551e47f34ce924d582e9. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"ERA5"}. This record does not assert independent reproduction. ### Interpolation Wind Vector Error (1h): 2.6235. Result ID: 69f0551e47f34ce924d582eb. [Reporting paper]() Recorded evaluation configuration: {"ExternalDataset":"HRRR-F"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.