# Science Question Answering on ScienceQA (Speedup and Token Length Metrics)

Source: [Science Question Answering on ScienceQA (Speedup and Token Length Metrics)](<https://www.sota2.com/research/sota/science-question-answering-on-scienceqa-speedup-and-token-length-metrics>)

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

Data updated: 2026-06-02T08:25:57.398Z

Evaluation of model performance on the ScienceQA dataset for Science Question Answering, focusing on efficiency metrics including 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 | Science Question Answering |
| Dataset (including any stated split) | ScienceQA |
| 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/science-question-answering-on-scienceqa-speedup-and-token-length-metrics.md?metric=Speedup%20Ratio>): Higher is better; unit: SCALAR.

- [Avg Accepted Token Length](<https://www.sota2.com/research/sota/science-question-answering-on-scienceqa-speedup-and-token-length-metrics.md?metric=Avg%20Accepted%20Token%20Length>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Speedup Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| DREAM-S | 3.41 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 3.38 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 3.09 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.99 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.96 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.91 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.45 | Not recorded | 6a1e63c0dbd7150506f85361 |
| DREAM-S | 2.33 | Not recorded | 6a1e63c0dbd7150506f85361 |

### DREAM-S

Speedup Ratio: 3.41. Result ID: 6a1e9301fbc373592c18adda.

[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: 3.38. Result ID: 6a1e9301fbc373592c18adde.

[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: 3.09. Result ID: 6a1e9301fbc373592c18addb.

[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: 2.99. Result ID: 6a1e9301fbc373592c18addf.

[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: 2.96. Result ID: 6a1e9301fbc373592c18ade0.

[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.

### DREAM-S

Speedup Ratio: 2.91. Result ID: 6a1e9301fbc373592c18addc.

[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: 2.45. Result ID: 6a1e9301fbc373592c18add9.

[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: 2.33. Result ID: 6a1e9301fbc373592c18addd.

[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.

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