# Earth Surface Pressure Prediction on ERA5 0.25° x 0.5° spatial resolution 2016-2019 (test) Source: [Earth Surface Pressure Prediction on ERA5 0.25° x 0.5° spatial resolution 2016-2019 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:23.434Z Evaluation of Earth surface pressure prediction performance using the ERA5 dataset subset covering 2016-2019 at 0.25° x 0.5° resolution on the test split, typically measured using Latitude-Weighted Mean Squared Error (LWMSE). 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 | Earth surface pressure prediction | | Dataset (including any stated split) | ERA5 0.25° x 0.5° spatial resolution 2016-2019 (test) | | Metric | LWMSE (hPa) | | 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 - [LWMSE (hPa)](): Lower is better; unit: SCALAR. - [Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | LWMSE (hPa) | Result date | Report paper | | --- | --- | --- | --- | | Transducer | 22.718 | Not recorded | 68fa6f711e209131cea459d1 | | Transducer | 25.293 | Not recorded | 68fa6f711e209131cea459d1 | | ViT | 32.826 | Not recorded | 68fa6f711e209131cea459d1 | | Nearest-Neighbors | 67.326 | Not recorded | 68fa6f711e209131cea459d1 | ### Transducer LWMSE (hPa): 22.718. Result ID: 6990beae3a6c31484902ee9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning window":"15 days window lagging by a week (P.W)"}. This record does not assert independent reproduction. ### Transducer LWMSE (hPa): 25.293. Result ID: 6990beae3a6c31484902ee9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning window":"Centered at previous year's same date (P.Y)"}. This record does not assert independent reproduction. ### ViT LWMSE (hPa): 32.826. Result ID: 6990beae3a6c31484902ee9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Unmodified baseline"}. This record does not assert independent reproduction. ### Nearest-Neighbors LWMSE (hPa): 67.326. Result ID: 6990beae3a6c31484902ee9c. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Fully transductive"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.