# Egocentric QA on HD-EPIC (test)

Source: [Egocentric QA on HD-EPIC (test)](<https://www.sota2.com/research/sota/egocentric-qa-on-hd-epic-test>)

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

Data updated: 2026-03-04T13:14:36.188Z

Evaluation of model performance on the test split of the HD-EPIC dataset for Egocentric Question Answering tasks.

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 | Egocentric QA |
| Dataset (including any stated split) | HD-EPIC (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/egocentric-qa-on-hd-epic-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Reasoning Core (Ours) | 46.2 | Not recorded | 69a66c142d603e6de3e3cdad |
| Gemini-1.5-Pro | 37.6 | Not recorded | 69a66c142d603e6de3e3cdad |
| Qwen2.5 VL | 33.5 | Not recorded | 69a66c142d603e6de3e3cdad |
| LLaVA-Video | 32.4 | Not recorded | 69a66c142d603e6de3e3cdad |
| LongVA | 29.3 | Not recorded | 69a66c142d603e6de3e3cdad |
| VideoLlama 2 | 27.4 | Not recorded | 69a66c142d603e6de3e3cdad |

### Reasoning Core (Ours)

Accuracy: 46.2. Result ID: 69a830246dbb7075b94e977b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdad.md>)

Recorded evaluation configuration: {"Source":"Reproduction from official code"}. This record does not assert independent reproduction.

### Gemini-1.5-Pro

Accuracy: 37.6. Result ID: 69a830246dbb7075b94e977a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdad.md>)

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

Recorded evaluation configuration: {"Source":"Original paper"}. This record does not assert independent reproduction.

### Qwen2.5 VL

Accuracy: 33.5. Result ID: 69a830246dbb7075b94e9779.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Source":"Reproduction from official code"}. This record does not assert independent reproduction.

### LLaVA-Video

Accuracy: 32.4. Result ID: 69a830246dbb7075b94e9778.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75051e209131cea65534.md>)

[Implementation](<https://github.com/PKU-YuanGroup/Video-LLaVA>)

Recorded evaluation configuration: {"Source":"Original paper"}. This record does not assert independent reproduction.

### LongVA

Accuracy: 29.3. Result ID: 69a830246dbb7075b94e9777.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ea1e209131cea5edfe.md>)

[Implementation](<https://github.com/EvolvingLMMs-Lab/LongVA>)

Recorded evaluation configuration: {"Source":"Original paper"}. This record does not assert independent reproduction.

### VideoLlama 2

Accuracy: 27.4. Result ID: 69a830246dbb7075b94e9776.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75761e209131cea681dd.md>)

[Implementation](<https://github.com/DAMO-NLP-SG/VideoLLaMA2>)

Recorded evaluation configuration: {"Source":"Original paper"}. This record does not assert independent reproduction.

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