# Diversity of solution strategies on AIME 2024 + 2025

Source: [Diversity of solution strategies on AIME 2024 + 2025](<https://www.sota2.com/research/sota/diversity-of-solution-strategies-on-aime-2024-plus-2025>)

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

Data updated: 2026-05-19T09:52:02.598Z

Evaluation of model performance focusing on the diversity and variability of solution strategies generated for the combined AIME 2024 and 2025 mathematics competitions.

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 | Diversity of solution strategies |
| Dataset (including any stated split) | AIME 2024 + 2025 |
| Metric | Avg Diversity |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Avg Diversity](<https://www.sota2.com/research/sota/diversity-of-solution-strategies-on-aime-2024-plus-2025.md?metric=Avg%20Diversity>): Higher is better; unit: SCALAR.

- [Std Dev](<https://www.sota2.com/research/sota/diversity-of-solution-strategies-on-aime-2024-plus-2025.md?metric=Std%20Dev>): Higher is better; unit: SCALAR.

- [Diversity (AIME 2024)](<https://www.sota2.com/research/sota/diversity-of-solution-strategies-on-aime-2024-plus-2025.md?metric=Diversity%20(AIME%202024)>): Higher is better; unit: SCALAR.

- [Diversity (AIME 2025)](<https://www.sota2.com/research/sota/diversity-of-solution-strategies-on-aime-2024-plus-2025.md?metric=Diversity%20(AIME%202025)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Avg Diversity | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-7B | 3.9 | Not recorded | 6a0bee98dbc836b87d82c430 |
| Qwen2.5-7B + DISA | 3.72 | Not recorded | 6a0bee98dbc836b87d82c430 |
| Qwen2.5-7B + FlowRL | 3.4 | Not recorded | 6a0bee98dbc836b87d82c430 |
| Qwen2.5-7B + GRPO | 3.02 | Not recorded | 6a0bee98dbc836b87d82c430 |
| Qwen2.5-7B + GSPO | 2.97 | Not recorded | 6a0bee98dbc836b87d82c430 |

### Qwen2.5-7B

Avg Diversity: 3.9. Result ID: 6a0c314afbc373592c02b70d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee98dbc836b87d82c430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Method":"Backbone"}. This record does not assert independent reproduction.

### Qwen2.5-7B + DISA

Avg Diversity: 3.72. Result ID: 6a0c314afbc373592c02b711.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee98dbc836b87d82c430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee98dbc836b87d82c430.md>)

Recorded evaluation configuration: {"Method":"RL-post-trained variant"}. This record does not assert independent reproduction.

### Qwen2.5-7B + FlowRL

Avg Diversity: 3.4. Result ID: 6a0c314afbc373592c02b710.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee98dbc836b87d82c430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a674.md>)

Recorded evaluation configuration: {"Method":"RL-post-trained variant"}. This record does not assert independent reproduction.

### Qwen2.5-7B + GRPO

Avg Diversity: 3.02. Result ID: 6a0c314afbc373592c02b70e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee98dbc836b87d82c430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"Method":"RL-post-trained variant"}. This record does not assert independent reproduction.

### Qwen2.5-7B + GSPO

Avg Diversity: 2.97. Result ID: 6a0c314afbc373592c02b70f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee98dbc836b87d82c430.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a481e209131cea8231d.md>)

Recorded evaluation configuration: {"Method":"RL-post-trained variant"}. This record does not assert independent reproduction.

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