# Estimated Time of Arrival Prediction on Trip Dataset

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

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

Data updated: 2026-02-26T05:49:39.474Z

Evaluation of models predicting the Estimated Time of Arrival (ETA) using the Trip Dataset, typically measured using 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) | Trip Dataset |
| 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-trip-dataset.md?metric=MAPE%20(%25)>): Lower is better; unit: PERCENT.

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

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

## Recorded results

| Method | MAPE (%) | Result date | Report paper |
| --- | --- | --- | --- |
| RNML-ETA | 11.597 | Not recorded | 68fa67c91e209131cea185a9 |
| WDR | 11.737 | Not recorded | 68fa67c91e209131cea185a9 |
| WDR-no-link-emb | 12.742 | Not recorded | 68fa67c91e209131cea185a9 |
| Route-ETA | 15.44 | Not recorded | 68fa67c91e209131cea185a9 |

### RNML-ETA

MAPE (%): 11.597. Result ID: 698d446a8b517eb433203adb.

[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 (%): 11.737. Result ID: 698d446a8b517eb433203ada.

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

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

### WDR-no-link-emb

MAPE (%): 12.742. Result ID: 698d446a8b517eb433203ad9.

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

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

### Route-ETA

MAPE (%): 15.44. Result ID: 698d446a8b517eb433203ad8.

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

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

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