# Estimated Time of Arrival Prediction on Pickup

Source: [Estimated Time of Arrival Prediction on Pickup](<https://www.sota2.com/research/sota/estimated-time-of-arrival-prediction-on-pickup>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:49:38.144Z

Evaluation of models performing Estimated Time of Arrival (ETA) prediction using the Pickup dataset, measured by MAPE, MAE, and RMSE.

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 | Estimated Time of Arrival Prediction |
| Dataset (including any stated split) | Pickup |
| Metric | MAPE |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [MAPE](<https://www.sota2.com/research/sota/estimated-time-of-arrival-prediction-on-pickup.md?metric=MAPE>): Lower is better; unit: PERCENT.

- [MAE (sec)](<https://www.sota2.com/research/sota/estimated-time-of-arrival-prediction-on-pickup.md?metric=MAE%20(sec)>): Lower is better; unit: TIME.

- [RMSE (sec)](<https://www.sota2.com/research/sota/estimated-time-of-arrival-prediction-on-pickup.md?metric=RMSE%20(sec)>): Lower is better; unit: TIME.

## Recorded results

| Method | MAPE | Result date | Report paper |
| --- | --- | --- | --- |
| RNML-ETA | 19.215 | Not recorded | 68fa67c91e209131cea185a9 |
| WDR | 19.386 | Not recorded | 68fa67c91e209131cea185a9 |
| WDR-no-link-emb | 20.845 | Not recorded | 68fa67c91e209131cea185a9 |
| Route-ETA | 25.01 | Not recorded | 68fa67c91e209131cea185a9 |

### RNML-ETA

MAPE: 19.215. Result ID: 698d446a8b517eb433203ad7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c91e209131cea185a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c91e209131cea185a9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### WDR

MAPE: 19.386. Result ID: 698d446a8b517eb433203ad6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c91e209131cea185a9.md>)

Recorded evaluation configuration: {"link embedding":"true"}. This record does not assert independent reproduction.

### WDR-no-link-emb

MAPE: 20.845. Result ID: 698d446a8b517eb433203ad5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c91e209131cea185a9.md>)

Recorded evaluation configuration: {"link embedding":"false"}. This record does not assert independent reproduction.

### Route-ETA

MAPE: 25.01. Result ID: 698d446a8b517eb433203ad4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c91e209131cea185a9.md>)

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.