# Graduate-level Reasoning on SuperGPQA (Pass@1)

Source: [Graduate-level Reasoning on SuperGPQA (Pass@1)](<https://www.sota2.com/research/sota/graduate-level-reasoning-on-supergpqa-pass-at-1>)

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

Data updated: 2026-03-12T08:55:26.214Z

Evaluation of model performance on the Graduate-level Reasoning task using the SuperGPQA dataset, measured by Pass@1.

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 | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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@1](<https://www.sota2.com/research/sota/graduate-level-reasoning-on-supergpqa-pass-at-1.md?metric=Pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Rule+CER | 36 | Not recorded | 69b248afd030084c22e2fa78 |
| Rule-based | 35.1 | Not recorded | 69b248afd030084c22e2fa78 |
| CER | 35 | Not recorded | 69b248afd030084c22e2fa78 |
| General-verifier | 34.9 | Not recorded | 69b248afd030084c22e2fa78 |
| Exact-match | 33.5 | Not recorded | 69b248afd030084c22e2fa78 |
| VeriFree | 32.4 | Not recorded | 69b248afd030084c22e2fa78 |
| Rule-based | 32.2 | Not recorded | 69b248afd030084c22e2fa78 |
| CER | 32.1 | Not recorded | 69b248afd030084c22e2fa78 |
| Rule+CER | 31.3 | Not recorded | 69b248afd030084c22e2fa78 |
| VeriFree | 30.9 | Not recorded | 69b248afd030084c22e2fa78 |
| General-verifier | 30.9 | Not recorded | 69b248afd030084c22e2fa78 |
| Base | 27 | Not recorded | 69b248afd030084c22e2fa78 |
| Exact-match | 24.2 | Not recorded | 69b248afd030084c22e2fa78 |
| Base | 21 | Not recorded | 69b248afd030084c22e2fa78 |

### Rule+CER

Pass@1: 36. Result ID: 69b27f656dbb7075b95d3f92.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### Rule-based

Pass@1: 35.1. Result ID: 69b27f656dbb7075b95d3f8e.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### CER

Pass@1: 35. Result ID: 69b27f656dbb7075b95d3f91.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### General-verifier

Pass@1: 34.9. Result ID: 69b27f656dbb7075b95d3f90.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd45.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### Exact-match

Pass@1: 33.5. Result ID: 69b27f656dbb7075b95d3f8d.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### VeriFree

Pass@1: 32.4. Result ID: 69b27f656dbb7075b95d3f8f.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a946.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### Rule-based

Pass@1: 32.2. Result ID: 69b27f656dbb7075b95d3f87.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### CER

Pass@1: 32.1. Result ID: 69b27f656dbb7075b95d3f8a.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### Rule+CER

Pass@1: 31.3. Result ID: 69b27f656dbb7075b95d3f8b.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### VeriFree

Pass@1: 30.9. Result ID: 69b27f656dbb7075b95d3f88.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d11e209131cea7a946.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### General-verifier

Pass@1: 30.9. Result ID: 69b27f656dbb7075b95d3f89.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd45.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### Base

Pass@1: 27. Result ID: 69b27f656dbb7075b95d3f8c.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### Exact-match

Pass@1: 24.2. Result ID: 69b27f656dbb7075b95d3f86.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

### Base

Pass@1: 21. Result ID: 69b27f656dbb7075b95d3f85.

[Reporting paper](<https://www.sota2.com/research/paper/69b248afd030084c22e2fa78.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B-Base","Training Dataset":"mathematical dataset"}. This record does not assert independent reproduction.

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