# Medical Visual Question Answering on RAD-VQA (ROUGE-L F1)

Source: [Medical Visual Question Answering on RAD-VQA (ROUGE-L F1)](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-rad-vqa-rouge-l-f1>)

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

Data updated: 2026-05-07T07:25:50.689Z

Evaluation of model performance on the RAD-VQA dataset for Medical Visual Question Answering, reporting ROUGE-L F1 score.

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 | Medical Visual Question Answering |
| Dataset (including any stated split) | RAD-VQA |
| Metric | ROUGE-L F1 |
| 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

- [ROUGE-L F1](<https://www.sota2.com/research/sota/medical-visual-question-answering-on-rad-vqa-rouge-l-f1.md?metric=ROUGE-L%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE-L F1 | Result date | Report paper |
| --- | --- | --- | --- |
| R\_form + R\_exact + R\_DTW | 73.4 | Not recorded | 69fc1c7d5497b3b670c88460 |
| R\_form + R\_exact | 72.2 | Not recorded | 69fc1c7d5497b3b670c88460 |
| SFT | 62.9 | Not recorded | 69fc1c7d5497b3b670c88460 |
| R\_form | 61.1 | Not recorded | 69fc1c7d5497b3b670c88460 |

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

ROUGE-L F1: 73.4. Result ID: 69fc3dd347f34ce924de92f2.

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

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

Recorded evaluation configuration: {"Training Strategy":"R\_form + R\_exact + R\_DTW"}. This record does not assert independent reproduction.

### R\_form + R\_exact

ROUGE-L F1: 72.2. Result ID: 69fc3dd347f34ce924de92f1.

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

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

Recorded evaluation configuration: {"Training Strategy":"R\_form + R\_exact"}. This record does not assert independent reproduction.

### SFT

ROUGE-L F1: 62.9. Result ID: 69fc3dd347f34ce924de92ef.

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

Recorded evaluation configuration: {"Training Strategy":"SFT"}. This record does not assert independent reproduction.

### R\_form

ROUGE-L F1: 61.1. Result ID: 69fc3dd347f34ce924de92f0.

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

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

Recorded evaluation configuration: {"Training Strategy":"R\_form"}. This record does not assert independent reproduction.

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