# Visual Question Answering on VQA-MED

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

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

Data updated: 2026-05-07T07:25:50.327Z

Evaluation of model performance on the VQA-MED dataset for visual question answering, reporting Sentence BLEU-4 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 | Visual Question Answering |
| Dataset (including any stated split) | VQA-MED |
| Metric | Sentence BLEU-4 |
| 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

- [Sentence BLEU-4](<https://www.sota2.com/research/sota/visual-question-answering-on-vqa-med.md?metric=Sentence%20BLEU-4>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sentence BLEU-4 | Result date | Report paper |
| --- | --- | --- | --- |
| R\_form + R\_exact + R\_DTW | 25.9 | Not recorded | 69fc1c7d5497b3b670c88460 |
| R\_form + R\_exact | 25.5 | Not recorded | 69fc1c7d5497b3b670c88460 |
| SFT | 24.9 | Not recorded | 69fc1c7d5497b3b670c88460 |
| R\_form | 24.3 | Not recorded | 69fc1c7d5497b3b670c88460 |

### R\_form + R\_exact + R\_DTW

Sentence BLEU-4: 25.9. Result ID: 69fc3dd347f34ce924de92ce.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c7d5497b3b670c88460.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fc1c7d5497b3b670c88460.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R\_form + R\_exact

Sentence BLEU-4: 25.5. Result ID: 69fc3dd347f34ce924de92cd.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c7d5497b3b670c88460.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fc1c7d5497b3b670c88460.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SFT

Sentence BLEU-4: 24.9. Result ID: 69fc3dd347f34ce924de92cb.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c7d5497b3b670c88460.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R\_form

Sentence BLEU-4: 24.3. Result ID: 69fc3dd347f34ce924de92cc.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c7d5497b3b670c88460.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fc1c7d5497b3b670c88460.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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