# Mathematical Reasoning on AIME24, AIME25, MATH500, AMC23, Hmmt25, and Olympiad

Source: [Mathematical Reasoning on AIME24, AIME25, MATH500, AMC23, Hmmt25, and Olympiad](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad>)

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

Data updated: 2026-05-19T13:16:01.491Z

Evaluation of Mathematical Reasoning performance across a specific suite comprising AIME 2024, AIME 2025, MATH500, AMC 2023, Hmmt 2025, and Olympiad components.

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 | Mathematical Reasoning |
| Dataset (including any stated split) | Mathematical Reasoning Evaluation Suite (AIME24, AIME25, MATH500, AMC23, Hmmt25, Olympiad) |
| Metric | AIME 2024 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 33 of 33 |
| 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

- [AIME 2024 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad.md?metric=AIME%202024%20Score>): Higher is better; unit: PERCENT.

- [AIME 2025 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad.md?metric=AIME%202025%20Score>): Higher is better; unit: PERCENT.

- [MATH500 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad.md?metric=MATH500%20Score>): Higher is better; unit: PERCENT.

- [AMC 2023 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad.md?metric=AMC%202023%20Score>): Higher is better; unit: PERCENT.

- [Hmmt 2025 Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad.md?metric=Hmmt%202025%20Score>): Higher is better; unit: PERCENT.

- [Olympiad Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad.md?metric=Olympiad%20Score>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-aime25-math500-amc23-hmmt25-and-olympiad.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AIME 2024 Score | Result date | Report paper |
| --- | --- | --- | --- |
| IH-GRPO | 61.67 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| SimpleTIR | 58.33 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Dr.GRPO | 57.5 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Dr.GRPO | 56.35 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| DAPO | 56.15 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| EH-GRPO | 55.42 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| IH-GRPO | 55.31 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| SimpleTIR | 52.92 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| SimpleTIR | 51.98 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Dr.GRPO | 51.67 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| DAPO | 51.56 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| DAPO | 50.1 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Dr.GRPO | 49.69 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| DAPO | 49.38 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| SimpleTIR | 49.27 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| EH-GRPO | 41.77 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| STaR | 40.83 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| STaR | 38.85 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Base | 34.69 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Base | 34.17 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| STaR | 32.4 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| IH-GRPO | 31.15 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Dr.GRPO | 29.37 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| SimpleTIR | 29.27 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Dr.GRPO | 27.92 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| EH-GRPO | 27.81 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| SimpleTIR | 26.67 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| STaR | 26.35 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| DAPO | 25.73 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| DAPO | 24.9 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| Base | 22.5 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| STaR | 11.67 | Not recorded | 6a0bef15dbc836b87d82cae3 |
| STaR | 11.25 | Not recorded | 6a0bef15dbc836b87d82cae3 |

### IH-GRPO

AIME 2024 Score: 61.67. Result ID: 6a0c627efbc373592c04191f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"D"}. This record does not assert independent reproduction.

### SimpleTIR

AIME 2024 Score: 58.33. Result ID: 6a0c627efbc373592c041919.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b201e209131cea86b43.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"D"}. This record does not assert independent reproduction.

### Dr.GRPO

AIME 2024 Score: 57.5. Result ID: 6a0c627efbc373592c04191b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be51e209131cea8b201.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"D"}. This record does not assert independent reproduction.

### Dr.GRPO

AIME 2024 Score: 56.35. Result ID: 6a0c627efbc373592c04191a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be51e209131cea8b201.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"C"}. This record does not assert independent reproduction.

### DAPO

AIME 2024 Score: 56.15. Result ID: 6a0c627efbc373592c04191d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"D"}. This record does not assert independent reproduction.

### EH-GRPO

AIME 2024 Score: 55.42. Result ID: 6a0c627efbc373592c04191e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"D"}. This record does not assert independent reproduction.

### IH-GRPO

AIME 2024 Score: 55.31. Result ID: 6a0c627efbc373592c041914.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"D"}. This record does not assert independent reproduction.

### SimpleTIR

AIME 2024 Score: 52.92. Result ID: 6a0c627efbc373592c041918.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b201e209131cea86b43.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"C"}. This record does not assert independent reproduction.

### SimpleTIR

AIME 2024 Score: 51.98. Result ID: 6a0c627efbc373592c04190e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b201e209131cea86b43.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"D"}. This record does not assert independent reproduction.

### Dr.GRPO

AIME 2024 Score: 51.67. Result ID: 6a0c627efbc373592c041910.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be51e209131cea8b201.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"D"}. This record does not assert independent reproduction.

### DAPO

AIME 2024 Score: 51.56. Result ID: 6a0c627efbc373592c04191c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"C"}. This record does not assert independent reproduction.

### DAPO

AIME 2024 Score: 50.1. Result ID: 6a0c627efbc373592c041912.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"D"}. This record does not assert independent reproduction.

### Dr.GRPO

AIME 2024 Score: 49.69. Result ID: 6a0c627efbc373592c04190f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be51e209131cea8b201.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"C"}. This record does not assert independent reproduction.

### DAPO

AIME 2024 Score: 49.38. Result ID: 6a0c627efbc373592c041911.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"C"}. This record does not assert independent reproduction.

### SimpleTIR

AIME 2024 Score: 49.27. Result ID: 6a0c627efbc373592c04190d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b201e209131cea86b43.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"C"}. This record does not assert independent reproduction.

### EH-GRPO

AIME 2024 Score: 41.77. Result ID: 6a0c627efbc373592c041913.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"D"}. This record does not assert independent reproduction.

### STaR

AIME 2024 Score: 40.83. Result ID: 6a0c627efbc373592c041917.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9e1e209131cea34ffa.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"D"}. This record does not assert independent reproduction.

### STaR

AIME 2024 Score: 38.85. Result ID: 6a0c627efbc373592c041916.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9e1e209131cea34ffa.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"C"}. This record does not assert independent reproduction.

### Base

AIME 2024 Score: 34.69. Result ID: 6a0c627efbc373592c041915.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Tool":"No"}. This record does not assert independent reproduction.

### Base

AIME 2024 Score: 34.17. Result ID: 6a0c627efbc373592c04190a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"No"}. This record does not assert independent reproduction.

### STaR

AIME 2024 Score: 32.4. Result ID: 6a0c627efbc373592c04190c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9e1e209131cea34ffa.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"D"}. This record does not assert independent reproduction.

### IH-GRPO

AIME 2024 Score: 31.15. Result ID: 6a0c627efbc373592c041909.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"D"}. This record does not assert independent reproduction.

### Dr.GRPO

AIME 2024 Score: 29.37. Result ID: 6a0c627efbc373592c041905.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be51e209131cea8b201.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"D"}. This record does not assert independent reproduction.

### SimpleTIR

AIME 2024 Score: 29.27. Result ID: 6a0c627efbc373592c041903.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b201e209131cea86b43.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"D"}. This record does not assert independent reproduction.

### Dr.GRPO

AIME 2024 Score: 27.92. Result ID: 6a0c627efbc373592c041904.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be51e209131cea8b201.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"C"}. This record does not assert independent reproduction.

### EH-GRPO

AIME 2024 Score: 27.81. Result ID: 6a0c627efbc373592c041908.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"D"}. This record does not assert independent reproduction.

### SimpleTIR

AIME 2024 Score: 26.67. Result ID: 6a0c627efbc373592c041902.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b201e209131cea86b43.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"C"}. This record does not assert independent reproduction.

### STaR

AIME 2024 Score: 26.35. Result ID: 6a0c627efbc373592c04190b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9e1e209131cea34ffa.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-4B","Tool":"C"}. This record does not assert independent reproduction.

### DAPO

AIME 2024 Score: 25.73. Result ID: 6a0c627efbc373592c041906.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"C"}. This record does not assert independent reproduction.

### DAPO

AIME 2024 Score: 24.9. Result ID: 6a0c627efbc373592c041907.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"D"}. This record does not assert independent reproduction.

### Base

AIME 2024 Score: 22.5. Result ID: 6a0c627efbc373592c0418ff.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"No"}. This record does not assert independent reproduction.

### STaR

AIME 2024 Score: 11.67. Result ID: 6a0c627efbc373592c041901.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9e1e209131cea34ffa.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"D"}. This record does not assert independent reproduction.

### STaR

AIME 2024 Score: 11.25. Result ID: 6a0c627efbc373592c041900.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef15dbc836b87d82cae3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9e1e209131cea34ffa.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-1.7B","Tool":"C"}. This record does not assert independent reproduction.

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