# Visual Question Answering on GQA (EM)

Source: [Visual Question Answering on GQA (EM)](<https://www.sota2.com/research/sota/visual-question-answering-on-gqa-em>)

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

Data updated: 2026-02-26T05:42:27.693Z

Evaluation of model performance on the GQA dataset for visual question answering, specifically measured using the Exact Match (EM) metric.

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) | GQA |
| Metric | Exact Match |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Exact Match](<https://www.sota2.com/research/sota/visual-question-answering-on-gqa-em.md?metric=Exact%20Match>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Exact Match | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 61.3 | Not recorded | 68fa775f1e209131cea72cc3 |
| CASP\_QuIP# | 57.1 | Not recorded | 68fa775f1e209131cea72cc3 |
| CASP\_AQLM | 53.6 | Not recorded | 68fa775f1e209131cea72cc3 |
| CASP\_GPTQ | 52.3 | Not recorded | 68fa775f1e209131cea72cc3 |
| AQLM | 43.1 | Not recorded | 68fa775f1e209131cea72cc3 |
| QuIP# | 32.7 | Not recorded | 68fa775f1e209131cea72cc3 |
| GPTQ | 13.1 | Not recorded | 68fa775f1e209131cea72cc3 |

### Original

Exact Match: 61.3. Result ID: 699499fc3a6c3148491e521c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

Recorded evaluation configuration: {"Bit":16}. This record does not assert independent reproduction.

### CASP\_QuIP#

Exact Match: 57.1. Result ID: 699499fc3a6c3148491e5222.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Implementation](<https://github.com/vbdi/casp>)

Recorded evaluation configuration: {"Bit":2}. This record does not assert independent reproduction.

### CASP\_AQLM

Exact Match: 53.6. Result ID: 699499fc3a6c3148491e5220.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Implementation](<https://github.com/vbdi/casp>)

Recorded evaluation configuration: {"Bit":2}. This record does not assert independent reproduction.

### CASP\_GPTQ

Exact Match: 52.3. Result ID: 699499fc3a6c3148491e521e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Implementation](<https://github.com/vbdi/casp>)

Recorded evaluation configuration: {"Bit":2.2}. This record does not assert independent reproduction.

### AQLM

Exact Match: 43.1. Result ID: 699499fc3a6c3148491e521f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c11e209131cea638ec.md>)

Recorded evaluation configuration: {"Bit":2}. This record does not assert independent reproduction.

### QuIP#

Exact Match: 32.7. Result ID: 699499fc3a6c3148491e5221.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73771e209131cea5cb4d.md>)

Recorded evaluation configuration: {"Bit":2}. This record does not assert independent reproduction.

### GPTQ

Exact Match: 13.1. Result ID: 699499fc3a6c3148491e521d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775f1e209131cea72cc3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea4235d.md>)

Recorded evaluation configuration: {"Bit":2.2}. This record does not assert independent reproduction.

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