# Open-QA Human Judgement Prediction on EVOUNA-NQ

Source: [Open-QA Human Judgement Prediction on EVOUNA-NQ](<https://www.sota2.com/research/sota/open-qa-human-judgement-prediction-on-evouna-nq>)

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

Data updated: 2026-02-26T05:24:41.413Z

Evaluation of model predictions against human judgments on the EVOUNA-NQ dataset, measured using AUC.

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 | Predicting human judgements for Open-QA evaluation |
| Dataset (including any stated split) | EVOUNA-NQ |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher 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

- [AUC](<https://www.sota2.com/research/sota/open-qa-human-judgement-prediction-on-evouna-nq.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Inference + LLM Score | 0.91 | Not recorded | 68fa734d1e209131cea5baa2 |
| Inference + #Steps | 0.91 | Not recorded | 68fa734d1e209131cea5baa2 |
| LLM Score | 0.88 | Not recorded | 68fa734d1e209131cea5baa2 |
| F1 Score | 0.78 | Not recorded | 68fa734d1e209131cea5baa2 |

### Inference + LLM Score

AUC: 0.91. Result ID: 6992d1203a6c31484911b269.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734d1e209131cea5baa2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa734d1e209131cea5baa2.md>)

[Implementation](<https://github.com/U-Alberta/QA-partial-marks>)

Recorded evaluation configuration: {"incorporates\_inference\_process":"true","score\_component":"LLM Score"}. This record does not assert independent reproduction.

### Inference + #Steps

AUC: 0.91. Result ID: 6992d1203a6c31484911b26a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734d1e209131cea5baa2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa734d1e209131cea5baa2.md>)

[Implementation](<https://github.com/U-Alberta/QA-partial-marks>)

Recorded evaluation configuration: {"incorporates\_inference\_process":"true","score\_component":"Number of steps"}. This record does not assert independent reproduction.

### LLM Score

AUC: 0.88. Result ID: 6992d1203a6c31484911b26b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734d1e209131cea5baa2.md>)

Recorded evaluation configuration: {"model":"GPT-3.5","assessment\_type":"Direct 5-point scale"}. This record does not assert independent reproduction.

### F1 Score

AUC: 0.78. Result ID: 6992d1203a6c31484911b26c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa734d1e209131cea5baa2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbb1e209131cea3bad4.md>)

Recorded evaluation configuration: {"type":"Standard baseline"}. This record does not assert independent reproduction.

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