# Graduate-level Reasoning on SuperGPQA

Source: [Graduate-level Reasoning on SuperGPQA](<https://www.sota2.com/research/sota/graduate-level-reasoning-on-supergpqa>)

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

Data updated: 2026-03-04T08:24:07.187Z

Evaluation of model performance on the Graduate-level Reasoning task using the SuperGPQA dataset, measured by 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 | Graduate-level Reasoning |
| Dataset (including any stated split) | SuperGPQA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/graduate-level-reasoning-on-supergpqa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| RealSafe | 33.6 | Not recorded | 68fa7bb71e209131cea8a1c0 |
| Base | 33.5 | Not recorded | 68fa7bb71e209131cea8a1c0 |
| IPO | 31.5 | Not recorded | 68fa7bb71e209131cea8a1c0 |

### RealSafe

Accuracy: 33.6. Result ID: 69a7eafb6dbb7075b94cb2b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb71e209131cea8a1c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa780e1e209131cea76907.md>)

Recorded evaluation configuration: {"backbone":"DS-8B","alignment":"SFT-based"}. This record does not assert independent reproduction.

### Base

Accuracy: 33.5. Result ID: 69a7eafb6dbb7075b94cb2b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb71e209131cea8a1c0.md>)

Recorded evaluation configuration: {"backbone":"DS-8B"}. This record does not assert independent reproduction.

### IPO

Accuracy: 31.5. Result ID: 69a7eafb6dbb7075b94cb2b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb71e209131cea8a1c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb71e209131cea8a1c0.md>)

Recorded evaluation configuration: {"backbone":"DS-8B"}. This record does not assert independent reproduction.

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