# Grade-school reasoning on GSM Hard

Source: [Grade-school reasoning on GSM Hard](<https://www.sota2.com/research/sota/grade-school-reasoning-on-gsm-hard>)

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

Data updated: 2026-02-26T05:57:34.854Z

Evaluation of model performance on challenging grade-school level mathematical reasoning problems sourced from the GSM Hard dataset, measured using Pass@1 success rate and reasoning length.

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 | Grade-school reasoning |
| Dataset (including any stated split) | GSM Hard |
| Metric | Pass@1 Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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 Success Rate](<https://www.sota2.com/research/sota/grade-school-reasoning-on-gsm-hard.md?metric=Pass%401%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Reasoning Length](<https://www.sota2.com/research/sota/grade-school-reasoning-on-gsm-hard.md?metric=Reasoning%20Length>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pass@1 Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| SFT-CoT | 53.4 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| SFT-CoT | 33.1 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| RoT (Ours) | 14.1 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| SFT-CoT | 12.2 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| SFT-w/o CoT | 9.48 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| RoT (Ours) | 8.64 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| SFT-w/o CoT | 4.7 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| RoT (Ours) | 3.64 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |
| SFT-w/o CoT | 2.27 | Not recorded | 6971af0be25ad2fa9d1ed9d2 |

### SFT-CoT

Pass@1 Success Rate: 53.4. Result ID: 699676b85698665ec4be335b.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction.

### SFT-CoT

Pass@1 Success Rate: 33.1. Result ID: 699676b85698665ec4be3358.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-2B-Instruct"}. This record does not assert independent reproduction.

### RoT (Ours)

Pass@1 Success Rate: 14.1. Result ID: 699676b85698665ec4be335c.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction.

### SFT-CoT

Pass@1 Success Rate: 12.2. Result ID: 699676b85698665ec4be335e.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"LLaVa-V1.6-Mistral-7B"}. This record does not assert independent reproduction.

### SFT-w/o CoT

Pass@1 Success Rate: 9.48. Result ID: 699676b85698665ec4be335a.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-4B-Instruct"}. This record does not assert independent reproduction.

### RoT (Ours)

Pass@1 Success Rate: 8.64. Result ID: 699676b85698665ec4be3359.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-2B-Instruct"}. This record does not assert independent reproduction.

### SFT-w/o CoT

Pass@1 Success Rate: 4.7. Result ID: 699676b85698665ec4be3357.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL-2B-Instruct"}. This record does not assert independent reproduction.

### RoT (Ours)

Pass@1 Success Rate: 3.64. Result ID: 699676b85698665ec4be335f.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"LLaVa-V1.6-Mistral-7B"}. This record does not assert independent reproduction.

### SFT-w/o CoT

Pass@1 Success Rate: 2.27. Result ID: 699676b85698665ec4be335d.

[Reporting paper](<https://www.sota2.com/research/paper/6971af0be25ad2fa9d1ed9d2.md>)

Recorded evaluation configuration: {"Model":"LLaVa-V1.6-Mistral-7B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.