# Information Analysis and Processing on MARS Level 1 (test)

Source: [Information Analysis and Processing on MARS Level 1 (test)](<https://www.sota2.com/research/sota/information-analysis-and-processing-on-mars-level-1-test>)

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

Data updated: 2026-04-08T09:14:18.146Z

Evaluation of model performance on the test split of the MARS Level 1 dataset, focusing on Information Analysis and Processing capabilities, measured by Average Ranking scores.

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 | Information Analysis and Processing |
| Dataset (including any stated split) | MARS Level 1 (test) |
| Metric | Average Ranking (AI GPT-5) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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

- [Average Ranking (AI GPT-5)](<https://www.sota2.com/research/sota/information-analysis-and-processing-on-mars-level-1-test.md?metric=Average%20Ranking%20(AI%20GPT-5)>): Lower is better; unit: SCALAR.

- [Average Ranking (Experts sampling)](<https://www.sota2.com/research/sota/information-analysis-and-processing-on-mars-level-1-test.md?metric=Average%20Ranking%20(Experts%20sampling)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Average Ranking (AI GPT-5) | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 1.7 | Not recorded | 690988883ef7ccd74e5e5cef |
| Qwen3-235B-A | 3.4 | Not recorded | 690988883ef7ccd74e5e5cef |
| Llama-3.2-11B | 5.1 | Not recorded | 690988883ef7ccd74e5e5cef |
| Llama-Vision | 5.4 | Not recorded | 690988883ef7ccd74e5e5cef |
| Qwen-VL | 5.56 | Not recorded | 690988883ef7ccd74e5e5cef |
| Llama-4-Scout | 5.9 | Not recorded | 690988883ef7ccd74e5e5cef |
| GPT-oss | 6.4 | Not recorded | 690988883ef7ccd74e5e5cef |
| Llama-3.2-90B | 6.8 | Not recorded | 690988883ef7ccd74e5e5cef |
| Qwen2.5-VL | 7.89 | Not recorded | 690988883ef7ccd74e5e5cef |
| LLaVA-1.5 | 8.4 | Not recorded | 690988883ef7ccd74e5e5cef |
| Qwen2-VL | 8.56 | Not recorded | 690988883ef7ccd74e5e5cef |

### Ours

Average Ranking (AI GPT-5): 1.7. Result ID: 69d61c5847f34ce924bee7a5.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"1800B"}. This record does not assert independent reproduction.

### Qwen3-235B-A

Average Ranking (AI GPT-5): 3.4. Result ID: 69d61c5847f34ce924bee7a3.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"22B"}. This record does not assert independent reproduction.

### Llama-3.2-11B

Average Ranking (AI GPT-5): 5.1. Result ID: 69d61c5847f34ce924bee79d.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"11B"}. This record does not assert independent reproduction.

### Llama-Vision

Average Ranking (AI GPT-5): 5.4. Result ID: 69d61c5847f34ce924bee79c.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"11B"}. This record does not assert independent reproduction.

### Qwen-VL

Average Ranking (AI GPT-5): 5.56. Result ID: 69d61c5847f34ce924bee7a0.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"7B"}. This record does not assert independent reproduction.

### Llama-4-Scout

Average Ranking (AI GPT-5): 5.9. Result ID: 69d61c5847f34ce924bee79f.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"17B"}. This record does not assert independent reproduction.

### GPT-oss

Average Ranking (AI GPT-5): 6.4. Result ID: 69d61c5847f34ce924bee7a4.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"20B"}. This record does not assert independent reproduction.

### Llama-3.2-90B

Average Ranking (AI GPT-5): 6.8. Result ID: 69d61c5847f34ce924bee79e.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"90B"}. This record does not assert independent reproduction.

### Qwen2.5-VL

Average Ranking (AI GPT-5): 7.89. Result ID: 69d61c5847f34ce924bee7a2.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"72B"}. This record does not assert independent reproduction.

### LLaVA-1.5

Average Ranking (AI GPT-5): 8.4. Result ID: 69d61c5847f34ce924bee79b.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"7B"}. This record does not assert independent reproduction.

### Qwen2-VL

Average Ranking (AI GPT-5): 8.56. Result ID: 69d61c5847f34ce924bee7a1.

[Reporting paper](<https://www.sota2.com/research/paper/690988883ef7ccd74e5e5cef.md>)

Recorded evaluation configuration: {"Param.":"72B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.