# Mathematical Reasoning on OlympiadBench (Avg@16, Pass@16)

Source: [Mathematical Reasoning on OlympiadBench (Avg@16, Pass@16)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-olympiadbench-avg-at-16-pass-at-16>)

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

Data updated: 2026-06-09T10:54:26.340Z

Evaluation of model performance on mathematical reasoning problems using the OlympiadBench dataset, measured by Avg@16 and Pass@16 scores.

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) | OlympiadBench |
| Metric | Avg@16 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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@16](<https://www.sota2.com/research/sota/mathematical-reasoning-on-olympiadbench-avg-at-16-pass-at-16.md?metric=Avg%4016>): Higher is better; unit: PERCENT.

- [Pass@16](<https://www.sota2.com/research/sota/mathematical-reasoning-on-olympiadbench-avg-at-16-pass-at-16.md?metric=Pass%4016>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Avg@16 | Result date | Report paper |
| --- | --- | --- | --- |
| PriFT-mass | 36.36 | Not recorded | 6a279e5f90966ade919bfab6 |
| PriFT-prob | 36.14 | Not recorded | 6a279e5f90966ade919bfab6 |
| PriFT-mass | 35.75 | Not recorded | 6a279e5f90966ade919bfab6 |
| TALR | 34.71 | Not recorded | 6a279e5f90966ade919bfab6 |
| DFT | 34.5 | Not recorded | 6a279e5f90966ade919bfab6 |
| PriFT-prob | 34.2 | Not recorded | 6a279e5f90966ade919bfab6 |
| ASFT | 33.95 | Not recorded | 6a279e5f90966ade919bfab6 |
| DFT | 33.34 | Not recorded | 6a279e5f90966ade919bfab6 |
| IDFT | 33.2 | Not recorded | 6a279e5f90966ade919bfab6 |
| ASFT | 32.41 | Not recorded | 6a279e5f90966ade919bfab6 |
| IDFT | 31.71 | Not recorded | 6a279e5f90966ade919bfab6 |
| TALR | 31.7 | Not recorded | 6a279e5f90966ade919bfab6 |
| Original | 27.23 | Not recorded | 6a279e5f90966ade919bfab6 |
| SFT | 19 | Not recorded | 6a279e5f90966ade919bfab6 |
| EAFT | 18.9 | Not recorded | 6a279e5f90966ade919bfab6 |
| EAFT | 18.85 | Not recorded | 6a279e5f90966ade919bfab6 |
| SFT | 18.79 | Not recorded | 6a279e5f90966ade919bfab6 |
| Original | 17.66 | Not recorded | 6a279e5f90966ade919bfab6 |

### PriFT-mass

Avg@16: 36.36. Result ID: 6a27f090fbc373592c258edd.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### PriFT-prob

Avg@16: 36.14. Result ID: 6a27f090fbc373592c258ed3.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### PriFT-mass

Avg@16: 35.75. Result ID: 6a27f090fbc373592c258ed4.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### TALR

Avg@16: 34.71. Result ID: 6a27f090fbc373592c258ed1.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b981e209131cea895fb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### DFT

Avg@16: 34.5. Result ID: 6a27f090fbc373592c258ece.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cf0e.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### PriFT-prob

Avg@16: 34.2. Result ID: 6a27f090fbc373592c258edc.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### ASFT

Avg@16: 33.95. Result ID: 6a27f090fbc373592c258ed2.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a921.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### DFT

Avg@16: 33.34. Result ID: 6a27f090fbc373592c258ed7.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cf0e.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### IDFT

Avg@16: 33.2. Result ID: 6a27f090fbc373592c258ed9.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698eb059c97a0b3e3b5e696c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### ASFT

Avg@16: 32.41. Result ID: 6a27f090fbc373592c258edb.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a921.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### IDFT

Avg@16: 31.71. Result ID: 6a27f090fbc373592c258ed0.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698eb059c97a0b3e3b5e696c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### TALR

Avg@16: 31.7. Result ID: 6a27f090fbc373592c258eda.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b981e209131cea895fb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### Original

Avg@16: 27.23. Result ID: 6a27f090fbc373592c258ed5.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### SFT

Avg@16: 19. Result ID: 6a27f090fbc373592c258ed6.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### EAFT

Avg@16: 18.9. Result ID: 6a27f090fbc373592c258ed8.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695c970353fdd5c36174371f.md>)

[Implementation](<https://github.com/PRIS-CV/EAFT>)

Recorded evaluation configuration: {"Backbone":"Qwen3-Base (8B)"}. This record does not assert independent reproduction.

### EAFT

Avg@16: 18.85. Result ID: 6a27f090fbc373592c258ecf.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695c970353fdd5c36174371f.md>)

[Implementation](<https://github.com/PRIS-CV/EAFT>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### SFT

Avg@16: 18.79. Result ID: 6a27f090fbc373592c258ecd.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

### Original

Avg@16: 17.66. Result ID: 6a27f090fbc373592c258ecc.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math (7B)"}. This record does not assert independent reproduction.

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