# Ride-hailing Call Prediction on Ride-hailing dataset 2024 (test) Source: [Ride-hailing Call Prediction on Ride-hailing dataset 2024 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:40.024Z Evaluation of models predicting ride-hailing calls using the test split of the Ride-hailing dataset 2024, 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 2024 (test) | | Metric | WMAPE | | Unit | PERCENT | | 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: PERCENT. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | WMAPE | Result date | Report paper | | --- | --- | --- | --- | | MVGR-Net | 7.8 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 8.9 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | MVGR-Net | 10.4 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 10.6 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 11.1 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 11.8 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 11.9 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 12.2 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 12.4 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 13.5 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 13.7 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 14.2 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 15.3 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 16.6 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 17 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 19 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 19.3 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 19.4 | Not recorded | 698d5e83c97a0b3e3b5e3dca | ### MVGR-Net WMAPE: 7.8. Result ID: 6998c6685698665ec429bf1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 8.9. Result ID: 6998c6685698665ec429bf1f. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### MVGR-Net WMAPE: 10.4. Result ID: 6998c6685698665ec429bf1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 10.6. Result ID: 6998c6685698665ec429bf27. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 11.1. Result ID: 6998c6685698665ec429bf21. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### DLinear WMAPE: 11.8. Result ID: 6998c6685698665ec429bf25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 11.9. Result ID: 6998c6685698665ec429bf23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 12.2. Result ID: 6998c6685698665ec429bf1e. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### XGB WMAPE: 12.4. Result ID: 6998c6685698665ec429bf29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 13.5. Result ID: 6998c6685698665ec429bf2d. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 13.7. Result ID: 6998c6685698665ec429bf26. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 14.2. Result ID: 6998c6685698665ec429bf2b. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 15.3. Result ID: 6998c6685698665ec429bf20. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 16.6. Result ID: 6998c6685698665ec429bf22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### DLinear WMAPE: 17. Result ID: 6998c6685698665ec429bf24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### XGB WMAPE: 19. Result ID: 6998c6685698665ec429bf28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 19.3. Result ID: 6998c6685698665ec429bf2c. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 19.4. Result ID: 6998c6685698665ec429bf2a. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. Page 1 of 1. 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