# Open-Ended Question Answering on QAEGO4D (test)

Source: [Open-Ended Question Answering on QAEGO4D (test)](<https://www.sota2.com/research/sota/open-ended-question-answering-on-qaego4d-test>)

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

Data updated: 2026-02-26T06:00:30.571Z

Evaluation of model performance on the test split of the QAEGO4D dataset for open-ended question answering, typically assessed using generative metrics like ROUGE and METEOR.

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 | Open-Ended Question Answering |
| Dataset (including any stated split) | QAEGO4D (test) |
| Metric | ROUGE |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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](<https://www.sota2.com/research/sota/open-ended-question-answering-on-qaego4d-test.md?metric=ROUGE>): Higher is better; unit: PERCENT.

- [Similarity Score](<https://www.sota2.com/research/sota/open-ended-question-answering-on-qaego4d-test.md?metric=Similarity%20Score>): Higher is better; unit: PERCENT.

- [METEOR](<https://www.sota2.com/research/sota/open-ended-question-answering-on-qaego4d-test.md?metric=METEOR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE | Result date | Report paper |
| --- | --- | --- | --- |
| GroundVQAB | 30.4 | Not recorded | 68fa72bf1e209131cea585d0 |
| SimpleVQA+ | 28.8 | Not recorded | 68fa72bf1e209131cea585d0 |
| SimpleVQA | 28.6 | Not recorded | 68fa72bf1e209131cea585d0 |
| BlindVQA | 27.5 | Not recorded | 68fa72bf1e209131cea585d0 |
| RM | 27.3 | Not recorded | 68fa72bf1e209131cea585d0 |
| SimpleVQA+ | 27.1 | Not recorded | 68fa72bf1e209131cea585d0 |
| RM | 26.6 | Not recorded | 68fa72bf1e209131cea585d0 |
| SimpleVQA | 26.1 | Not recorded | 68fa72bf1e209131cea585d0 |
| BlindVQA | 25.9 | Not recorded | 68fa72bf1e209131cea585d0 |

### GroundVQAB

ROUGE: 30.4. Result ID: 699277783a6c3148490f283f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

[Implementation](<https://github.com/Becomebright/GroundVQA>)

Recorded evaluation configuration: {"Param (M)":"252"}. This record does not assert independent reproduction.

### SimpleVQA+

ROUGE: 28.8. Result ID: 699277783a6c3148490f283c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"249","enhanced":true}. This record does not assert independent reproduction.

### SimpleVQA

ROUGE: 28.6. Result ID: 699277783a6c3148490f283a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"249","enhanced":true}. This record does not assert independent reproduction.

### BlindVQA

ROUGE: 27.5. Result ID: 699277783a6c3148490f2838.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"247","enhanced":true}. This record does not assert independent reproduction.

### RM

ROUGE: 27.3. Result ID: 699277783a6c3148490f283e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"368","enhanced":true}. This record does not assert independent reproduction.

### SimpleVQA+

ROUGE: 27.1. Result ID: 699277783a6c3148490f283b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"249","enhanced":false}. This record does not assert independent reproduction.

### RM

ROUGE: 26.6. Result ID: 699277783a6c3148490f283d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"368","enhanced":false}. This record does not assert independent reproduction.

### SimpleVQA

ROUGE: 26.1. Result ID: 699277783a6c3148490f2839.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"249","enhanced":false}. This record does not assert independent reproduction.

### BlindVQA

ROUGE: 25.9. Result ID: 699277783a6c3148490f2837.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

Recorded evaluation configuration: {"Param (M)":"247","enhanced":false}. This record does not assert independent reproduction.

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