# Reasoning and Question Answering on HLE (reference)

Source: [Reasoning and Question Answering on HLE (reference)](<https://www.sota2.com/research/sota/reasoning-and-question-answering-on-hle-reference>)

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

Data updated: 2026-07-02T09:25:51.942Z

Evaluation of model performance on the HLE reference dataset for combined Reasoning and Question Answering tasks, measured by metrics including Certified Precision and Solver Raw Accuracy.

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 | Reasoning and Question Answering |
| Dataset (including any stated split) | HLE (reference) |
| Metric | Problems Evaluated |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Problems Evaluated](<https://www.sota2.com/research/sota/reasoning-and-question-answering-on-hle-reference.md?metric=Problems%20Evaluated>): Higher is better; unit: SCALAR.

- [Coverage Count](<https://www.sota2.com/research/sota/reasoning-and-question-answering-on-hle-reference.md?metric=Coverage%20Count>): Higher is better; unit: SCALAR.

- [Certified Precision](<https://www.sota2.com/research/sota/reasoning-and-question-answering-on-hle-reference.md?metric=Certified%20Precision>): Higher is better; unit: PERCENT.

- [Wilson 95% CI Lower Bound](<https://www.sota2.com/research/sota/reasoning-and-question-answering-on-hle-reference.md?metric=Wilson%2095%25%20CI%20Lower%20Bound>): Higher is better; unit: PERCENT.

- [Solver Raw Accuracy](<https://www.sota2.com/research/sota/reasoning-and-question-answering-on-hle-reference.md?metric=Solver%20Raw%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Problems Evaluated | Result date | Report paper |
| --- | --- | --- | --- |
| Theoria | 185 | Not recorded | 6a45f099dc71372d7795a451 |

### Theoria

Problems Evaluated: 185. Result ID: 6a462e9c60b88bb339860a32.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f099dc71372d7795a451.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f099dc71372d7795a451.md>)

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

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