# Visual Question Answering on TextVQA (I) (test)

Source: [Visual Question Answering on TextVQA (I) (test)](<https://www.sota2.com/research/sota/visual-question-answering-on-textvqa-i-test>)

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

Data updated: 2026-02-26T05:28:37.318Z

Evaluation of model performance on the test split (Iteration I) of the TextVQA 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) | TextVQA (I) (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Pretrained FT SOTA | 54.7 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo | 37.9 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo | 36.5 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo | 35 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-9B | 33.6 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-3B | 32.7 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-9B | 32.6 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-9B | 31.8 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-3B | 30.6 | Not recorded | 68fa6e031e209131cea3d674 |
| Flamingo-3B | 30.1 | Not recorded | 68fa6e031e209131cea3d674 |

### Pretrained FT SOTA

Accuracy: 54.7. Result ID: 698ff4343a6c314849fd0855.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":true,"Shot":"20K"}. This record does not assert independent reproduction.

### Flamingo

Accuracy: 37.9. Result ID: 698ff4343a6c314849fd0854.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction.

### Flamingo

Accuracy: 36.5. Result ID: 698ff4343a6c314849fd0853.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction.

### Flamingo

Accuracy: 35. Result ID: 698ff4343a6c314849fd0852.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction.

### Flamingo-9B

Accuracy: 33.6. Result ID: 698ff4343a6c314849fd0850.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction.

### Flamingo-3B

Accuracy: 32.7. Result ID: 698ff4343a6c314849fd084d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":4}. This record does not assert independent reproduction.

### Flamingo-9B

Accuracy: 32.6. Result ID: 698ff4343a6c314849fd0851.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction.

### Flamingo-9B

Accuracy: 31.8. Result ID: 698ff4343a6c314849fd084f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction.

### Flamingo-3B

Accuracy: 30.6. Result ID: 698ff4343a6c314849fd084e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":32}. This record does not assert independent reproduction.

### Flamingo-3B

Accuracy: 30.1. Result ID: 698ff4343a6c314849fd084c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d674.md>)

Recorded evaluation configuration: {"FT":false,"Shot":0}. This record does not assert independent reproduction.

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