# Science Question Answering Robustness on SQA-IMG

Source: [Science Question Answering Robustness on SQA-IMG](<https://www.sota2.com/research/sota/science-question-answering-robustness-on-sqa-img>)

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

Data updated: 2026-04-24T08:03:31.087Z

Evaluation of model performance on the SQA-IMG dataset for Science Question Answering, specifically measuring robustness against image corruptions (Noise, Blur, Weather, Digital).

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) | SQA-IMG |
| Metric | Robustness Score (Noise) |
| 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

- [Robustness Score (Noise)](<https://www.sota2.com/research/sota/science-question-answering-robustness-on-sqa-img.md?metric=Robustness%20Score%20(Noise)>): Higher is better; unit: PERCENT.

- [Robustness Score (Blur)](<https://www.sota2.com/research/sota/science-question-answering-robustness-on-sqa-img.md?metric=Robustness%20Score%20(Blur)>): Higher is better; unit: PERCENT.

- [Robustness Score (Weather)](<https://www.sota2.com/research/sota/science-question-answering-robustness-on-sqa-img.md?metric=Robustness%20Score%20(Weather)>): Higher is better; unit: PERCENT.

- [Robustness Score (Digital)](<https://www.sota2.com/research/sota/science-question-answering-robustness-on-sqa-img.md?metric=Robustness%20Score%20(Digital)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Robustness Score (Noise) | Result date | Report paper |
| --- | --- | --- | --- |
| Latent Denoising | 78.8 | Not recorded | 69eaf92a55a3c32af89f89e0 |
| Baseline | 77.3 | Not recorded | 69eaf92a55a3c32af89f89e0 |
| Latent Denoising | 69 | Not recorded | 69eaf92a55a3c32af89f89e0 |
| Baseline | 68.2 | Not recorded | 69eaf92a55a3c32af89f89e0 |

### Latent Denoising

Robustness Score (Noise): 78.8. Result ID: 69eb23c447f34ce924d32feb.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf92a55a3c32af89f89e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf92a55a3c32af89f89e0.md>)

Recorded evaluation configuration: {"Architecture":"Qwen-2.5-VL","Severity":"5","Method Variant":"SQA"}. This record does not assert independent reproduction.

### Baseline

Robustness Score (Noise): 77.3. Result ID: 69eb23c447f34ce924d32fea.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf92a55a3c32af89f89e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Architecture":"Qwen-2.5-VL","Severity":"5","Method Variant":"SQA"}. This record does not assert independent reproduction.

### Latent Denoising

Robustness Score (Noise): 69. Result ID: 69eb23c447f34ce924d33001.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf92a55a3c32af89f89e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf92a55a3c32af89f89e0.md>)

Recorded evaluation configuration: {"Backbone":"LLaVA+CLIP","Corruption Severity":"5"}. This record does not assert independent reproduction.

### Baseline

Robustness Score (Noise): 68.2. Result ID: 69eb23c447f34ce924d33000.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf92a55a3c32af89f89e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa717d1e209131cea51970.md>)

[Implementation](<https://llava-vl.github.io/>)

Recorded evaluation configuration: {"Backbone":"LLaVA+CLIP","Corruption Severity":"5"}. This record does not assert independent reproduction.

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