# Science Question Answering on Science QA (Acc@8 and Relative Change)

Source: [Science Question Answering on Science QA (Acc@8 and Relative Change)](<https://www.sota2.com/research/sota/science-question-answering-on-science-qa-acc-at-8-and-relative-change>)

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

Data updated: 2026-07-03T07:18:15.309Z

Evaluation of model performance on the ScienceQA dataset for Science Question Answering, specifically reporting Acc@8 and Relative Change metrics.

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) | SCIENCE |
| Metric | Accuracy@8 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Accuracy@8](<https://www.sota2.com/research/sota/science-question-answering-on-science-qa-acc-at-8-and-relative-change.md?metric=Accuracy%408>): Higher is better; unit: PERCENT.

- [Relative Change](<https://www.sota2.com/research/sota/science-question-answering-on-science-qa-acc-at-8-and-relative-change.md?metric=Relative%20Change>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy@8 | Result date | Report paper |
| --- | --- | --- | --- |
| SDPO5% | 76.37 | Not recorded | 6a47420c143ebdcacacc5c88 |
| SDPOCoT0 | 70.89 | Not recorded | 6a47420c143ebdcacacc5c88 |
| SDPO0 | 70.71 | Not recorded | 6a47420c143ebdcacacc5c88 |
| SDPOCoT0 | 68.69 | Not recorded | 6a47420c143ebdcacacc5c88 |
| SDPO0 | 65.7 | Not recorded | 6a47420c143ebdcacacc5c88 |
| GRPO | 61.85 | Not recorded | 6a47420c143ebdcacacc5c88 |
| GRPO | 56.39 | Not recorded | 6a47420c143ebdcacacc5c88 |
| Baseline | 50.54 | Not recorded | 6a47420c143ebdcacacc5c88 |
| SDPO5% | 0 | Not recorded | 6a47420c143ebdcacacc5c88 |

### SDPO5%

Accuracy@8: 76.37. Result ID: 6a47623560b88bb33992a4fa.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Implementation](<https://github.com/Moenupa/SDPO-CL>)

Recorded evaluation configuration: {"Stage":"Current"}. This record does not assert independent reproduction.

### SDPOCoT0

Accuracy@8: 70.89. Result ID: 6a47623560b88bb33992a4f8.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Implementation](<https://github.com/Moenupa/SDPO-CL>)

Recorded evaluation configuration: {"Stage":"Current"}. This record does not assert independent reproduction.

### SDPO0

Accuracy@8: 70.71. Result ID: 6a47623560b88bb33992a4f7.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Implementation](<https://github.com/Moenupa/SDPO-CL>)

Recorded evaluation configuration: {"Stage":"Last"}. This record does not assert independent reproduction.

### SDPOCoT0

Accuracy@8: 68.69. Result ID: 6a47623560b88bb33992a4f9.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Implementation](<https://github.com/Moenupa/SDPO-CL>)

Recorded evaluation configuration: {"Stage":"Last"}. This record does not assert independent reproduction.

### SDPO0

Accuracy@8: 65.7. Result ID: 6a47623560b88bb33992a4f6.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Implementation](<https://github.com/Moenupa/SDPO-CL>)

Recorded evaluation configuration: {"Stage":"Current"}. This record does not assert independent reproduction.

### GRPO

Accuracy@8: 61.85. Result ID: 6a47623560b88bb33992a4f5.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

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

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

Recorded evaluation configuration: {"Stage":"Last"}. This record does not assert independent reproduction.

### GRPO

Accuracy@8: 56.39. Result ID: 6a47623560b88bb33992a4f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

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

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

Recorded evaluation configuration: {"Stage":"Current"}. This record does not assert independent reproduction.

### Baseline

Accuracy@8: 50.54. Result ID: 6a47623560b88bb33992a4f3.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

Recorded evaluation configuration: {"Stage":"Baseline"}. This record does not assert independent reproduction.

### SDPO5%

Accuracy@8: 0. Result ID: 6a47623560b88bb33992a4fb.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420c143ebdcacacc5c88.md>)

[Implementation](<https://github.com/Moenupa/SDPO-CL>)

Recorded evaluation configuration: {"Stage":"Last"}. This record does not assert independent reproduction.

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