# Graduate-level Reasoning on GPQA main (Pass@10)

Source: [Graduate-level Reasoning on GPQA main (Pass@10)](<https://www.sota2.com/research/sota/graduate-level-reasoning-on-gpqa-main-pass-at-10>)

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

Data updated: 2026-02-26T05:57:34.988Z

Evaluation of model performance on the main split of the GPQA dataset for Graduate-level Reasoning, measured using Pass@10.

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) | GPQA main |
| Metric | Pass@10 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Pass@10](<https://www.sota2.com/research/sota/graduate-level-reasoning-on-gpqa-main-pass-at-10.md?metric=Pass%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@10 | Result date | Report paper |
| --- | --- | --- | --- |
| Multi-chain | 76.7 | Not recorded | 6973008db2be0ed85a78ca0a |
| Entropy-Tree | 75.93 | Not recorded | 6973008db2be0ed85a78ca0a |
| Entropy-Tree | 73.53 | Not recorded | 6973008db2be0ed85a78ca0a |
| Multi-chain | 72.11 | Not recorded | 6973008db2be0ed85a78ca0a |
| Entropy-Tree | 72.07 | Not recorded | 6973008db2be0ed85a78ca0a |
| Multi-chain | 71.56 | Not recorded | 6973008db2be0ed85a78ca0a |

### Multi-chain

Pass@10: 76.7. Result ID: 6996a7a05698665ec4f16fc7.

[Reporting paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-32B-Instruct"}. This record does not assert independent reproduction.

### Entropy-Tree

Pass@10: 75.93. Result ID: 6996a7a05698665ec4f16fc8.

[Reporting paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-32B-Instruct"}. This record does not assert independent reproduction.

### Entropy-Tree

Pass@10: 73.53. Result ID: 6996a7a05698665ec4f16fc6.

[Reporting paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction.

### Multi-chain

Pass@10: 72.11. Result ID: 6996a7a05698665ec4f16fc5.

[Reporting paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction.

### Entropy-Tree

Pass@10: 72.07. Result ID: 6996a7a05698665ec4f16fc4.

[Reporting paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction.

### Multi-chain

Pass@10: 71.56. Result ID: 6996a7a05698665ec4f16fc3.

[Reporting paper](<https://www.sota2.com/research/paper/6973008db2be0ed85a78ca0a.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction.

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