# Traffic Speed Prediction on Q-Traffic (test) Source: [Traffic Speed Prediction on Q-Traffic (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:10.693Z Evaluation of models performing traffic speed prediction on the test split of the Q-Traffic dataset, measured across various future time horizons (15 to 120 minutes). 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 | Traffic Speed Prediction | | Dataset (including any stated split) | Q-Traffic (test) | | Metric | Error (15 min) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [Error (15 min)](): Lower is better; unit: SCALAR. - [Error (30 min)](): Lower is better; unit: SCALAR. - [Error (45 min)](): Lower is better; unit: SCALAR. - [Error (60 min)](): Lower is better; unit: SCALAR. - [Error (75 min)](): Lower is better; unit: SCALAR. - [Error (90 min)](): Lower is better; unit: SCALAR. - [Error (105 min)](): Lower is better; unit: SCALAR. - [Error (120 min)](): Lower is better; unit: SCALAR. - [Overall Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Error (15 min) | Result date | Report paper | | --- | --- | --- | --- | | Seq2Seq+NB | 4.52 | Not recorded | 68fa647c1e209131cea04c12 | | Hybrid | 4.52 | Not recorded | 68fa647c1e209131cea04c12 | | Seq2Seq+AT | 4.53 | Not recorded | 68fa647c1e209131cea04c12 | | Seq2Seq+QI | 4.58 | Not recorded | 68fa647c1e209131cea04c12 | | Seq2Seq | 4.61 | Not recorded | 68fa647c1e209131cea04c12 | | SVR | 5.44 | Not recorded | 68fa647c1e209131cea04c12 | | RF | 6 | Not recorded | 68fa647c1e209131cea04c12 | ### Seq2Seq+NB Error (15 min): 4.52. Result ID: 698c478b37894ef7d9cd36bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auxiliary Information":"Spatial Relation"}. This record does not assert independent reproduction. ### Hybrid Error (15 min): 4.52. Result ID: 698c478b37894ef7d9cd36c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auxiliary Information":"Attributes + Spatial Relation + Query Impact"}. This record does not assert independent reproduction. ### Seq2Seq+AT Error (15 min): 4.53. Result ID: 698c478b37894ef7d9cd36be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auxiliary Information":"Attributes"}. This record does not assert independent reproduction. ### Seq2Seq+QI Error (15 min): 4.58. Result ID: 698c478b37894ef7d9cd36c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auxiliary Information":"Query Impact"}. This record does not assert independent reproduction. ### Seq2Seq Error (15 min): 4.61. Result ID: 698c478b37894ef7d9cd36bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVR Error (15 min): 5.44. Result ID: 698c478b37894ef7d9cd36bc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RF Error (15 min): 6. Result ID: 698c478b37894ef7d9cd36bb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.