# Open-Ended Question Answering on EO and Earth Sciences Open-Ended QA

Source: [Open-Ended Question Answering on EO and Earth Sciences Open-Ended QA](<https://www.sota2.com/research/sota/open-ended-question-answering-on-eo-and-earth-sciences-open-ended-qa>)

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

Data updated: 2026-04-16T06:34:12.354Z

Evaluation of model performance on the EO and Earth Sciences Open-Ended QA dataset for Open-Ended Question Answering, measured using Judge scores and EVE WR.

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 | Open-Ended Question Answering |
| Dataset (including any stated split) | EO and Earth Sciences Open-Ended QA |
| Metric | Judge Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Judge Score](<https://www.sota2.com/research/sota/open-ended-question-answering-on-eo-and-earth-sciences-open-ended-qa.md?metric=Judge%20Score>): Higher is better; unit: SCALAR.

- [EVE WR](<https://www.sota2.com/research/sota/open-ended-question-answering-on-eo-and-earth-sciences-open-ended-qa.md?metric=EVE%20WR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Judge Score | Result date | Report paper |
| --- | --- | --- | --- |
| EVE-Instruct | 96.4 | Not recorded | 69e06ce27d0172140ec7c876 |
| Qwen3 | 94.92 | Not recorded | 69e06ce27d0172140ec7c876 |
| Gemma3 | 94.41 | Not recorded | 69e06ce27d0172140ec7c876 |
| Mistral Small 3.2 | 91.78 | Not recorded | 69e06ce27d0172140ec7c876 |
| Llama4 Scout | 87.37 | Not recorded | 69e06ce27d0172140ec7c876 |

### EVE-Instruct

Judge Score: 96.4. Result ID: 69e082cb47f34ce924c91f22.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce27d0172140ec7c876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06ce27d0172140ec7c876.md>)

Recorded evaluation configuration: {"Size (B)":"24","Evaluation Protocol":"0-shot"}. This record does not assert independent reproduction.

### Qwen3

Judge Score: 94.92. Result ID: 69e082cb47f34ce924c91f1f.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce27d0172140ec7c876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Size (B)":"30-A3","Evaluation Protocol":"0-shot"}. This record does not assert independent reproduction.

### Gemma3

Judge Score: 94.41. Result ID: 69e082cb47f34ce924c91f20.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce27d0172140ec7c876.md>)

Recorded evaluation configuration: {"Size (B)":"27","Evaluation Protocol":"0-shot"}. This record does not assert independent reproduction.

### Mistral Small 3.2

Judge Score: 91.78. Result ID: 69e082cb47f34ce924c91f21.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce27d0172140ec7c876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69672325e25ad2fa9d1ec218.md>)

Recorded evaluation configuration: {"Size (B)":"24","Evaluation Protocol":"0-shot"}. This record does not assert independent reproduction.

### Llama4 Scout

Judge Score: 87.37. Result ID: 69e082cb47f34ce924c91f1e.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce27d0172140ec7c876.md>)

Recorded evaluation configuration: {"Size (B)":"109-A17","Evaluation Protocol":"0-shot"}. This record does not assert independent reproduction.

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