# Long-term Forecasting on Electricity (Elec.) (RMSE) Source: [Long-term Forecasting on Electricity (Elec.) (RMSE)]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:32:21.697Z Evaluation of models performing Long-term Time Series Forecasting on the Electricity (Elec.) dataset, assessed using only the Root Mean Squared Error (RMSE). 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) | Electricity (Elec.) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | DataShapley | 0.396 | Not recorded | 68fa79001e209131cea7b970 | | TSRating | 0.397 | Not recorded | 68fa79001e209131cea7b970 | | Random | 0.406 | Not recorded | 68fa79001e209131cea7b970 | | TimeInf | 0.415 | Not recorded | 68fa79001e209131cea7b970 | | DataOob | 0.416 | Not recorded | 68fa79001e209131cea7b970 | | KNNShapley | 0.434 | Not recorded | 68fa79001e209131cea7b970 | | KNNShapley | 1.325 | Not recorded | 68fa79001e209131cea7b970 | | TSRating | 1.39 | Not recorded | 68fa79001e209131cea7b970 | | TimeInf | 1.391 | Not recorded | 68fa79001e209131cea7b970 | | TSRating | 1.511 | Not recorded | 68fa79001e209131cea7b970 | | DataShapley | 1.529 | Not recorded | 68fa79001e209131cea7b970 | | TimeInf | 1.53 | Not recorded | 68fa79001e209131cea7b970 | | DataOob | 1.539 | Not recorded | 68fa79001e209131cea7b970 | | DataShapley | 1.58 | Not recorded | 68fa79001e209131cea7b970 | | Random | 1.592 | Not recorded | 68fa79001e209131cea7b970 | | Random | 1.601 | Not recorded | 68fa79001e209131cea7b970 | | DataOob | 1.609 | Not recorded | 68fa79001e209131cea7b970 | | KNNShapley | 1.62 | Not recorded | 68fa79001e209131cea7b970 | ### DataShapley RMSE: 0.396. Result ID: 69b10bee6dbb7075b95ab258. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### TSRating RMSE: 0.397. Result ID: 69b10bee6dbb7075b95ab25b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### Random RMSE: 0.406. Result ID: 69b10bee6dbb7075b95ab256. [Reporting paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### TimeInf RMSE: 0.415. Result ID: 69b10bee6dbb7075b95ab25a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### DataOob RMSE: 0.416. Result ID: 69b10bee6dbb7075b95ab257. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### KNNShapley RMSE: 0.434. Result ID: 69b10bee6dbb7075b95ab259. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PatchTST"}. This record does not assert independent reproduction. ### KNNShapley RMSE: 1.325. Result ID: 69b10bee6dbb7075b95ab24d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear"}. This record does not assert independent reproduction. ### TSRating RMSE: 1.39. Result ID: 69b10bee6dbb7075b95ab24f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear"}. This record does not assert independent reproduction. ### TimeInf RMSE: 1.391. Result ID: 69b10bee6dbb7075b95ab24e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear"}. This record does not assert independent reproduction. ### TSRating RMSE: 1.511. Result ID: 69b10bee6dbb7075b95ab255. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN"}. This record does not assert independent reproduction. ### DataShapley RMSE: 1.529. Result ID: 69b10bee6dbb7075b95ab252. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN"}. This record does not assert independent reproduction. ### TimeInf RMSE: 1.53. Result ID: 69b10bee6dbb7075b95ab254. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN"}. This record does not assert independent reproduction. ### DataOob RMSE: 1.539. Result ID: 69b10bee6dbb7075b95ab24b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear"}. This record does not assert independent reproduction. ### DataShapley RMSE: 1.58. Result ID: 69b10bee6dbb7075b95ab24c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Linear"}. This record does not assert independent reproduction. ### Random RMSE: 1.592. Result ID: 69b10bee6dbb7075b95ab250. [Reporting paper]() Recorded evaluation configuration: {"Model":"CNN"}. This record does not assert independent reproduction. ### Random RMSE: 1.601. Result ID: 69b10bee6dbb7075b95ab24a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Linear"}. This record does not assert independent reproduction. ### DataOob RMSE: 1.609. Result ID: 69b10bee6dbb7075b95ab251. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN"}. This record does not assert independent reproduction. ### KNNShapley RMSE: 1.62. Result ID: 69b10bee6dbb7075b95ab253. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.