# Science Question Answering on ARC (SR and NPS)

Source: [Science Question Answering on ARC (SR and NPS)](<https://www.sota2.com/research/sota/science-question-answering-on-arc-sr-and-nps>)

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

Data updated: 2026-03-10T12:39:14.403Z

Evaluation of model performance on the Abstract Reasoning Corpus (ARC) for Science Question Answering, reporting Success Rate (SR) and Normalized Prediction Score (NPS).

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) | ARC |
| Metric | Success Rate (SR) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Success Rate (SR)](<https://www.sota2.com/research/sota/science-question-answering-on-arc-sr-and-nps.md?metric=Success%20Rate%20(SR)>): Higher is better; unit: PERCENT.

- [Normalized Prediction Score (NPS)](<https://www.sota2.com/research/sota/science-question-answering-on-arc-sr-and-nps.md?metric=Normalized%20Prediction%20Score%20(NPS)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate (SR) | Result date | Report paper |
| --- | --- | --- | --- |
| AutoAdapt | 100 | Not recorded | 69afa5b92d603e6de3e43e35 |
| DS-Agent | 33 | Not recorded | 69afa5b92d603e6de3e43e35 |
| MLCopilot | 17 | Not recorded | 69afa5b92d603e6de3e43e35 |
| AutoMLAgent | 11 | Not recorded | 69afa5b92d603e6de3e43e35 |

### AutoAdapt

Success Rate (SR): 100. Result ID: 69b010de6dbb7075b959f459.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5b92d603e6de3e43e35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5b92d603e6de3e43e35.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DS-Agent

Success Rate (SR): 33. Result ID: 69b010de6dbb7075b959f45c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5b92d603e6de3e43e35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c01c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MLCopilot

Success Rate (SR): 17. Result ID: 69b010de6dbb7075b959f45b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5b92d603e6de3e43e35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea55046.md>)

[Implementation](<https://platform.openai.com/docs/models/gpt-3-5>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AutoMLAgent

Success Rate (SR): 11. Result ID: 69b010de6dbb7075b959f45a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5b92d603e6de3e43e35.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79281e209131cea7c4c9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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