# Video Question Answering on EgoLife

Source: [Video Question Answering on EgoLife](<https://www.sota2.com/research/sota/video-question-answering-on-egolife>)

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

Data updated: 2026-06-01T08:56:37.863Z

Evaluation of model performance on the EgoLife dataset for Video Question Answering, reporting Accuracy, Coverage, and Precision.

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 | Video Question Answering |
| Dataset (including any stated split) | EgoLife |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/video-question-answering-on-egolife.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Coverage](<https://www.sota2.com/research/sota/video-question-answering-on-egolife.md?metric=Coverage>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/video-question-answering-on-egolife.md?metric=Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TaskMem | 45.4 | Not recorded | 6a1d11eddbd7150506f83e81 |
| Gemini-2.5-Pro | 43.8 | Not recorded | 6a1d11eddbd7150506f83e81 |
| Gemini-1.5-Pro | 39.4 | Not recorded | 6a1d11eddbd7150506f83e81 |
| Qwen3-VL-30B-A3B | 38.4 | Not recorded | 6a1d11eddbd7150506f83e81 |
| GPT-5.2 | 34.8 | Not recorded | 6a1d11eddbd7150506f83e81 |
| HippoMM | 30.4 | Not recorded | 6a1d11eddbd7150506f83e81 |
| M3-Agent | 21.8 | Not recorded | 6a1d11eddbd7150506f83e81 |
| EgoGPT | 19.2 | Not recorded | 6a1d11eddbd7150506f83e81 |

### TaskMem

Accuracy: 45.4. Result ID: 6a1d4933fbc373592c16a271.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

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

### Gemini-2.5-Pro

Accuracy: 43.8. Result ID: 6a1d4933fbc373592c16a26e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

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

### Gemini-1.5-Pro

Accuracy: 39.4. Result ID: 6a1d4933fbc373592c16a26d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6be11.md>)

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

### Qwen3-VL-30B-A3B

Accuracy: 38.4. Result ID: 6a1d4933fbc373592c16a270.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

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

### GPT-5.2

Accuracy: 34.8. Result ID: 6a1d4933fbc373592c16a26f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

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

### HippoMM

Accuracy: 30.4. Result ID: 6a1d4933fbc373592c16a26b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea7644f.md>)

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

### M3-Agent

Accuracy: 21.8. Result ID: 6a1d4933fbc373592c16a26c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c021e209131cea8bd9c.md>)

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

### EgoGPT

Accuracy: 19.2. Result ID: 6a1d4933fbc373592c16a26a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eddbd7150506f83e81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa774c1e209131cea725e9.md>)

[Implementation](<https://egolife-ai.github.io/>)

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

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