# Visual Question Answering on SLAKE-VQA

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

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

Data updated: 2026-05-07T07:25:50.531Z

Evaluation of Visual Question Answering performance on the SLAKE-VQA dataset, reporting COMET 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) | SLAKE-VQA |
| Metric | COMET Score |
| Unit | SCALAR |
| 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

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

## Recorded results

| Method | COMET Score | Result date | Report paper |
| --- | --- | --- | --- |
| R\_form + R\_exact + R\_DTW | 0.929 | Not recorded | 69fc1c7d5497b3b670c88460 |
| R\_form + R\_exact | 0.915 | Not recorded | 69fc1c7d5497b3b670c88460 |
| SFT | 0.909 | Not recorded | 69fc1c7d5497b3b670c88460 |
| R\_form | 0.9 | Not recorded | 69fc1c7d5497b3b670c88460 |

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

COMET Score: 0.929. Result ID: 69fc3dd347f34ce924de92e2.

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

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

Recorded evaluation configuration: {"Description":"Trajectory-Aware Process Supervision"}. This record does not assert independent reproduction.

### R\_form + R\_exact

COMET Score: 0.915. Result ID: 69fc3dd347f34ce924de92e1.

[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

COMET Score: 0.909. Result ID: 69fc3dd347f34ce924de92df.

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

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

### R\_form

COMET Score: 0.9. Result ID: 69fc3dd347f34ce924de92e0.

[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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