# Ride-hailing Call Prediction on Ride-hailing dataset 2025 (test) Source: [Ride-hailing Call Prediction on Ride-hailing dataset 2025 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:39.995Z Evaluation of models predicting ride-hailing calls using the test split of the Ride-hailing dataset 2025, measured by WMAPE 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 | Ride-hailing Call Prediction | | Dataset (including any stated split) | Ride-hailing dataset 2025 (test) | | Metric | WMAPE | | 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 - [WMAPE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | WMAPE | Result date | Report paper | | --- | --- | --- | --- | | MVGR-Net | 0.089 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 0.105 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | MVGR-Net | 0.114 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 0.122 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 0.125 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 0.127 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 0.127 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 0.139 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 0.139 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 0.141 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 0.165 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 0.17 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 0.178 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 0.191 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 0.192 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 0.21 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 0.213 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 0.293 | Not recorded | 698d5e83c97a0b3e3b5e3dca | ### MVGR-Net WMAPE: 0.089. Result ID: 6998c6685698665ec429bef9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 0.105. Result ID: 6998c6685698665ec429befb. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### MVGR-Net WMAPE: 0.114. Result ID: 6998c6685698665ec429bef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 0.122. Result ID: 6998c6685698665ec429bf03. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 0.125. Result ID: 6998c6685698665ec429bf09. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 0.127. Result ID: 6998c6685698665ec429befd. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### XGB WMAPE: 0.127. Result ID: 6998c6685698665ec429bf05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 0.139. Result ID: 6998c6685698665ec429beff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### DLinear WMAPE: 0.139. Result ID: 6998c6685698665ec429bf01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 0.141. Result ID: 6998c6685698665ec429befa. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### XGB WMAPE: 0.165. Result ID: 6998c6685698665ec429bf04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 0.17. Result ID: 6998c6685698665ec429bf07. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 0.178. Result ID: 6998c6685698665ec429bf02. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 0.191. Result ID: 6998c6685698665ec429bf08. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 0.192. Result ID: 6998c6685698665ec429befc. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 0.21. Result ID: 6998c6685698665ec429befe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### DLinear WMAPE: 0.213. Result ID: 6998c6685698665ec429bf00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 0.293. Result ID: 6998c6685698665ec429bf06. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. Page 1 of 1. 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