# Multimodal Multi-hop Visual Question Answering on E-VQA Two hop

Source: [Multimodal Multi-hop Visual Question Answering on E-VQA Two hop](<https://www.sota2.com/research/sota/multimodal-multi-hop-visual-question-answering-on-e-vqa-two-hop>)

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

Data updated: 2026-02-26T05:31:52.658Z

Evaluation of model performance on the E-VQA Two hop dataset specifically targeting multi-hop reasoning questions using multimodal inputs, measured by accuracy.

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 | Multimodal Multi-hop Visual Question Answering |
| Dataset (including any stated split) | E-VQA Two hop |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/multimodal-multi-hop-visual-question-answering-on-e-vqa-two-hop.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MMhops-R1 | 23.3 | Not recorded | 6940e7e1456146936284fc83 |
| PaLM | 22.8 | Not recorded | 6940e7e1456146936284fc83 |
| GPT-3 | 18.7 | Not recorded | 6940e7e1456146936284fc83 |
| PaLI | 14.7 | Not recorded | 6940e7e1456146936284fc83 |

### MMhops-R1

Accuracy: 23.3. Result ID: 699845af5698665ec4a265cc.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e1456146936284fc83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7e1456146936284fc83.md>)

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

### PaLM

Accuracy: 22.8. Result ID: 699845af5698665ec4a265ca.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e1456146936284fc83.md>)

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

### GPT-3

Accuracy: 18.7. Result ID: 699845af5698665ec4a265cb.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e1456146936284fc83.md>)

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

### PaLI

Accuracy: 14.7. Result ID: 699845af5698665ec4a265c9.

[Reporting paper](<https://www.sota2.com/research/paper/6940e7e1456146936284fc83.md>)

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

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