# Mathematical Reasoning on MathVista (Speedup Ratio and Token Length)

Source: [Mathematical Reasoning on MathVista (Speedup Ratio and Token Length)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-mathvista-speedup-ratio-and-token-length>)

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

Data updated: 2026-06-02T08:25:57.533Z

Evaluation of model performance on the MathVista dataset for Mathematical Reasoning, focusing on efficiency and output characteristics, specifically reporting Speedup Ratio and Average Accepted Token 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 | Mathematical Reasoning |
| Dataset (including any stated split) | MathVista |
| Metric | Speedup Ratio |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Speedup Ratio](<https://www.sota2.com/research/sota/mathematical-reasoning-on-mathvista-speedup-ratio-and-token-length.md?metric=Speedup%20Ratio>): Higher is better; unit: SCALAR.

- [Average Token Length](<https://www.sota2.com/research/sota/mathematical-reasoning-on-mathvista-speedup-ratio-and-token-length.md?metric=Average%20Token%20Length>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Speedup Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| DREAM-S | 2.62 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.42 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.38 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.22 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.2 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.09 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.06 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.01 | Not recorded | 6a1e63c0dbd7150506f85361 |

### DREAM-S

Speedup Ratio: 2.62. Result ID: 6a1e9301fbc373592c18adf2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"LLaVA-v1.6 Vicuna-13B","Temperature":"0"}. This record does not assert independent reproduction.

### DREAM-S

Speedup Ratio: 2.42. Result ID: 6a1e9301fbc373592c18adf3.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"Pixtral-12B","Temperature":"0"}. This record does not assert independent reproduction.

### DREAM-S

Speedup Ratio: 2.38. Result ID: 6a1e9301fbc373592c18adf6.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"LLaVA-v1.6 Vicuna-13B","Temperature":"1"}. This record does not assert independent reproduction.

### DREAM-S

Speedup Ratio: 2.22. Result ID: 6a1e9301fbc373592c18adf7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"Pixtral-12B","Temperature":"1"}. This record does not assert independent reproduction.

### DREAM-S

Speedup Ratio: 2.2. Result ID: 6a1e9301fbc373592c18adf1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"LLaVA-v1.6 Vicuna-7B","Temperature":"0"}. This record does not assert independent reproduction.

### DREAM-S

Speedup Ratio: 2.09. Result ID: 6a1e9301fbc373592c18adf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"LLaVA-v1.6 Vicuna-7B","Temperature":"1"}. This record does not assert independent reproduction.

### DREAM-S

Speedup Ratio: 2.06. Result ID: 6a1e9301fbc373592c18adf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"SmolVLM-2B","Temperature":"0"}. This record does not assert independent reproduction.

### DREAM-S

Speedup Ratio: 2.01. Result ID: 6a1e9301fbc373592c18adf8.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c0dbd7150506f85361.md>)

Recorded evaluation configuration: {"Model":"SmolVLM-2B","Temperature":"1"}. This record does not assert independent reproduction.

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