# Egocentric Interaction Answering on Ego-IRGBench (val)

Source: [Egocentric Interaction Answering on Ego-IRGBench (val)](<https://www.sota2.com/research/sota/egocentric-interaction-answering-on-ego-irgbench-val>)

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

Data updated: 2026-05-15T09:13:01.348Z

Evaluation of model performance on the validation split of the Ego-IRGBench dataset for the Egocentric Interaction Answering task, using generation-based metrics like METEOR and CIDEr.

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 Interaction Answering |
| Dataset (including any stated split) | Ego-IRGBench (val) |
| Metric | METEOR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [METEOR](<https://www.sota2.com/research/sota/egocentric-interaction-answering-on-ego-irgbench-val.md?metric=METEOR>): Higher is better; unit: SCALAR.

- [CIDEr](<https://www.sota2.com/research/sota/egocentric-interaction-answering-on-ego-irgbench-val.md?metric=CIDEr>): Higher is better; unit: SCALAR.

## Recorded results

| Method | METEOR | Result date | Report paper |
| --- | --- | --- | --- |
| EARL | 0.933 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Qwen3-VL-8B | 0.898 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Qwen3-VL-4B | 0.882 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Seg-R1-7B | 0.771 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Seg-Zero | 0.74 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Qwen2.5VL-7B | 0.729 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Seg-R1-3B | 0.695 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| InternVL2.5-7B | 0.679 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Qwen2.5-VL-3B | 0.627 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| EgoThinker | 0.495 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Sa2VA-InternVL3-8B | 0.489 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| Sa2VA-8B | 0.448 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| ANNEXE | 0.363 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| ANNEXE\* | 0.352 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |
| UniPixel-7B | 0.155 | Not recorded | 6a06a8b6dbc836b87d82a1d9 |

### EARL

METEOR: 0.933. Result ID: 6a06e38d47f34ce924eec746.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

Recorded evaluation configuration: {"Type":"Ego"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

METEOR: 0.898. Result ID: 6a06e38d47f34ce924eec739.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### Qwen3-VL-4B

METEOR: 0.882. Result ID: 6a06e38d47f34ce924eec738.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### Seg-R1-7B

METEOR: 0.771. Result ID: 6a06e38d47f34ce924eec744.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ae1e209131cea7ed93.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### Seg-Zero

METEOR: 0.74. Result ID: 6a06e38d47f34ce924eec745.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b81e209131cea7f19c.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### Qwen2.5VL-7B

METEOR: 0.729. Result ID: 6a06e38d47f34ce924eec73b.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

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

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### Seg-R1-3B

METEOR: 0.695. Result ID: 6a06e38d47f34ce924eec743.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ae1e209131cea7ed93.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### InternVL2.5-7B

METEOR: 0.679. Result ID: 6a06e38d47f34ce924eec73c.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### Qwen2.5-VL-3B

METEOR: 0.627. Result ID: 6a06e38d47f34ce924eec73a.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

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

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### EgoThinker

METEOR: 0.495. Result ID: 6a06e38d47f34ce924eec73d.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69004e153ef7ccd74e5e2ebd.md>)

Recorded evaluation configuration: {"Type":"Ego"}. This record does not assert independent reproduction.

### Sa2VA-InternVL3-8B

METEOR: 0.489. Result ID: 6a06e38d47f34ce924eec740.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ec1e209131cea6ff2c.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### Sa2VA-8B

METEOR: 0.448. Result ID: 6a06e38d47f34ce924eec741.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ec1e209131cea6ff2c.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

### ANNEXE

METEOR: 0.363. Result ID: 6a06e38d47f34ce924eec73f.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c61e209131cea75436.md>)

[Implementation](<https://yuggiehk.github.io/annexe/>)

Recorded evaluation configuration: {"Type":"Ego"}. This record does not assert independent reproduction.

### ANNEXE\*

METEOR: 0.352. Result ID: 6a06e38d47f34ce924eec73e.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c61e209131cea75436.md>)

[Implementation](<https://yuggiehk.github.io/annexe/>)

Recorded evaluation configuration: {"Type":"Ego"}. This record does not assert independent reproduction.

### UniPixel-7B

METEOR: 0.155. Result ID: 6a06e38d47f34ce924eec742.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8b6dbc836b87d82a1d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c691e209131cea8deed.md>)

Recorded evaluation configuration: {"Type":"Gen"}. This record does not assert independent reproduction.

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