# Long-term forecasting on ENN Natural Gas Community (test) Source: [Long-term forecasting on ENN Natural Gas Community (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:47.826Z Evaluation of models performing Long-term Time Series Forecasting on the test split of the ENN Natural Gas Community dataset, assessed using MSE and MAE. 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 | Long-term forecasting | | Dataset (including any stated split) | ENN Natural Gas Community (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | HiMTM | 0.213 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.218 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.227 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.234 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.235 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.241 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.243 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.25 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.261 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.27 | Not recorded | 68fa744d1e209131cea60e5e | ### HiMTM MSE: 0.213. Result ID: 69933b523a6c314849149486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"15","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.218. Result ID: 69933b523a6c31484914948b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"15","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.227. Result ID: 69933b523a6c314849149487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"30","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.234. Result ID: 69933b523a6c31484914948c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"30","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.235. Result ID: 69933b523a6c31484914948a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"Avg","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.241. Result ID: 69933b523a6c314849149488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"60","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.243. Result ID: 69933b523a6c31484914948f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"Avg","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.25. Result ID: 69933b523a6c31484914948d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"60","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.261. Result ID: 69933b523a6c314849149489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"120","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.27. Result ID: 69933b523a6c31484914948e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"120","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.