# Ride-hailing Call Prediction on Ride-hailing dataset 2023 (test) Source: [Ride-hailing Call Prediction on Ride-hailing dataset 2023 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:40.053Z Evaluation of models predicting ride-hailing calls using the test split of the Ride-hailing dataset 2023, 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 2023 (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 | 0.088 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | MVGR-Net | 0.097 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 0.103 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 0.116 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 0.128 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 0.136 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 0.145 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 0.145 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 0.147 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 0.151 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 0.157 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 0.158 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 0.167 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 0.168 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 0.175 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 0.178 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 0.183 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 0.217 | Not recorded | 698d5e83c97a0b3e3b5e3dca | ### MVGR-Net WMAPE: 0.088. Result ID: 6998c6685698665ec429bf41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### MVGR-Net WMAPE: 0.097. Result ID: 6998c6685698665ec429bf40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 0.103. Result ID: 6998c6685698665ec429bf43. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 0.116. Result ID: 6998c6685698665ec429bf42. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 0.128. Result ID: 6998c6685698665ec429bf4b. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 0.136. Result ID: 6998c6685698665ec429bf45. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 0.145. Result ID: 6998c6685698665ec429bf47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### XGB WMAPE: 0.145. Result ID: 6998c6685698665ec429bf4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### DLinear WMAPE: 0.147. Result ID: 6998c6685698665ec429bf49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 0.151. Result ID: 6998c6685698665ec429bf4a. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 0.157. Result ID: 6998c6685698665ec429bf44. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 0.158. Result ID: 6998c6685698665ec429bf51. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### DLinear WMAPE: 0.167. Result ID: 6998c6685698665ec429bf48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 0.168. Result ID: 6998c6685698665ec429bf46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 0.175. Result ID: 6998c6685698665ec429bf4f. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### XGB WMAPE: 0.178. Result ID: 6998c6685698665ec429bf4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 0.183. Result ID: 6998c6685698665ec429bf50. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 0.217. Result ID: 6998c6685698665ec429bf4e. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.