# Visual Question Answering on VQA FOA (test)

Source: [Visual Question Answering on VQA FOA (test)](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-foa-test>)

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

Data updated: 2026-02-27T12:06:53.934Z

Evaluation of model performance on the test split of the VQA FOA dataset for Visual Question Answering.

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 | Visual Question Answering |
| Dataset (including any stated split) | VQA FOA (test) |
| Metric | FCS Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [FCS Score](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-foa-test.md?metric=FCS%20Score>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-foa-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ASR Rate](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-foa-test.md?metric=ASR%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FCS Score | Result date | Report paper |
| --- | --- | --- | --- |
| Smoothed TeCoA | 0.88 | Not recorded | 697300a9b2be0ed85a78cb9e |
| Smoothed FARE | 0.788 | Not recorded | 697300a9b2be0ed85a78cb9e |
| TeCoA | 0.748 | Not recorded | 697300a9b2be0ed85a78cb9e |
| Smoothed org. | 0.643 | Not recorded | 697300a9b2be0ed85a78cb9e |
| FARE | 0.59 | Not recorded | 697300a9b2be0ed85a78cb9e |
| Org. | 0.383 | Not recorded | 697300a9b2be0ed85a78cb9e |

### Smoothed TeCoA

FCS Score: 0.88. Result ID: 69a188cb35dfcabb00e7aee9.

[Reporting paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Smoothing":"Feature-space Smoothing (FS)"}. This record does not assert independent reproduction.

### Smoothed FARE

FCS Score: 0.788. Result ID: 69a188cb35dfcabb00e7aee7.

[Reporting paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Smoothing":"Feature-space Smoothing (FS)"}. This record does not assert independent reproduction.

### TeCoA

FCS Score: 0.748. Result ID: 69a188cb35dfcabb00e7aee8.

[Reporting paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f271e209131cea44177.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Smoothing":"None"}. This record does not assert independent reproduction.

### Smoothed org.

FCS Score: 0.643. Result ID: 69a188cb35dfcabb00e7aee5.

[Reporting paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Smoothing":"Feature-space Smoothing (FS)"}. This record does not assert independent reproduction.

### FARE

FCS Score: 0.59. Result ID: 69a188cb35dfcabb00e7aee6.

[Reporting paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738c1e209131cea5d24a.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Smoothing":"None"}. This record does not assert independent reproduction.

### Org.

FCS Score: 0.383. Result ID: 69a188cb35dfcabb00e7aee4.

[Reporting paper](<https://www.sota2.com/research/paper/697300a9b2be0ed85a78cb9e.md>)

Recorded evaluation configuration: {"Model":"LLaVA-1.5-7B","Smoothing":"None"}. This record does not assert independent reproduction.

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