# Ride-hailing TSH Prediction on Ride-hailing dataset 2023 (test) Source: [Ride-hailing TSH Prediction on Ride-hailing dataset 2023 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:40.069Z Evaluation of ride-hailing TSH (Trip Start/Stop or similar) prediction models on the test split of the 2023 dataset, measured using 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 TSH Prediction | | Dataset (including any stated split) | Ride-hailing dataset 2023 (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 | 2.8 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | MVGR-Net | 4 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 4.9 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ExoLLM | 5.7 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 7.4 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 7.6 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 8.2 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 8.3 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 8.4 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 8.7 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 9 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | CrossFormer | 9.2 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | iTransformer | 9.7 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | DLinear | 9.8 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | PatchTST | 9.9 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | XGB | 10.2 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | ARIMA | 11.4 | Not recorded | 698d5e83c97a0b3e3b5e3dca | | Weekly Counterpart | 13.1 | Not recorded | 698d5e83c97a0b3e3b5e3dca | ### MVGR-Net WMAPE: 2.8. Result ID: 6998c6685698665ec429bf52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### MVGR-Net WMAPE: 4. Result ID: 6998c6685698665ec429bf53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 4.9. Result ID: 6998c6685698665ec429bf54. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### ExoLLM WMAPE: 5.7. Result ID: 6998c6685698665ec429bf55. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 7.4. Result ID: 6998c6685698665ec429bf5c. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 7.6. Result ID: 6998c6685698665ec429bf56. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### DLinear WMAPE: 8.2. Result ID: 6998c6685698665ec429bf5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 8.3. Result ID: 6998c6685698665ec429bf58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### XGB WMAPE: 8.4. Result ID: 6998c6685698665ec429bf5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 8.7. Result ID: 6998c6685698665ec429bf62. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 9. Result ID: 6998c6685698665ec429bf60. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C1"}. This record does not assert independent reproduction. ### CrossFormer WMAPE: 9.2. Result ID: 6998c6685698665ec429bf5d. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### iTransformer WMAPE: 9.7. Result ID: 6998c6685698665ec429bf57. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### DLinear WMAPE: 9.8. Result ID: 6998c6685698665ec429bf5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### PatchTST WMAPE: 9.9. Result ID: 6998c6685698665ec429bf59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### XGB WMAPE: 10.2. Result ID: 6998c6685698665ec429bf5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### ARIMA WMAPE: 11.4. Result ID: 6998c6685698665ec429bf63. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. ### Weekly Counterpart WMAPE: 13.1. Result ID: 6998c6685698665ec429bf61. [Reporting paper]() Recorded evaluation configuration: {"Indicator Category":"C3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.