# Human Preference Evaluation on Driver Attention Dataset Study 2

Source: [Human Preference Evaluation on Driver Attention Dataset Study 2](<https://www.sota2.com/research/sota/human-preference-evaluation-on-driver-attention-dataset-study-2>)

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

Data updated: 2026-02-26T05:58:55.033Z

Evaluation of model performance based on direct human preference judgments collected using the Driver Attention Dataset Study 2, reporting preference rates.

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 | Human Preference Evaluation |
| Dataset (including any stated split) | Driver Attention Dataset Study 2 |
| Metric | Preference Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Preference Rate](<https://www.sota2.com/research/sota/human-preference-evaluation-on-driver-attention-dataset-study-2.md?metric=Preference%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Preference Rate | Result date | Report paper |
| --- | --- | --- | --- |
| in-lab human driver | 59 | Not recorded | 68fa651c1e209131cea08683 |
| HWS model predicted | 41 | Not recorded | 68fa651c1e209131cea08683 |

### in-lab human driver

Preference Rate: 59. Result ID: 698c9dc00b614d12cff1f802.

[Reporting paper](<https://www.sota2.com/research/paper/68fa651c1e209131cea08683.md>)

Recorded evaluation configuration: {"# trials":"462"}. This record does not assert independent reproduction.

### HWS model predicted

Preference Rate: 41. Result ID: 698c9dc00b614d12cff1f801.

[Reporting paper](<https://www.sota2.com/research/paper/68fa651c1e209131cea08683.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651c1e209131cea08683.md>)

Recorded evaluation configuration: {"# trials":"462"}. This record does not assert independent reproduction.

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