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

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

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

Data updated: 2026-02-26T05:57:35.005Z

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

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 diamond |
| 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-diamond-pass-at-10.md?metric=Pass%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@10 | Result date | Report paper |
| --- | --- | --- | --- |
| Multi-chain | 78.29 | Not recorded | 6973008db2be0ed85a78ca0a |
| Entropy-Tree | 77.98 | Not recorded | 6973008db2be0ed85a78ca0a |
| Entropy-Tree | 74.81 | Not recorded | 6973008db2be0ed85a78ca0a |
| Entropy-Tree | 74.1 | Not recorded | 6973008db2be0ed85a78ca0a |
| Multi-chain | 73.25 | Not recorded | 6973008db2be0ed85a78ca0a |
| Multi-chain | 70.83 | Not recorded | 6973008db2be0ed85a78ca0a |

### Multi-chain

Pass@10: 78.29. Result ID: 6996a7a05698665ec4f16fcd.

[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: 77.98. Result ID: 6996a7a05698665ec4f16fce.

[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: 74.81. Result ID: 6996a7a05698665ec4f16fca.

[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.

### Entropy-Tree

Pass@10: 74.1. Result ID: 6996a7a05698665ec4f16fcc.

[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: 73.25. Result ID: 6996a7a05698665ec4f16fcb.

[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.

### Multi-chain

Pass@10: 70.83. Result ID: 6996a7a05698665ec4f16fc9.

[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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