# Streaming Narration on EgoExo4D v1 (test)

Source: [Streaming Narration on EgoExo4D v1 (test)](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test>)

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

Data updated: 2026-06-02T08:46:04.773Z

Evaluation of models performing Streaming Narration on the test split of the EgoExo4D v1 dataset, measured using metrics such as F1, CIDEr, METEOR, ROUGE-L, and efficiency metrics like MACs and Cache usage.

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 | Streaming Narration |
| Dataset (including any stated split) | EgoExo4D v1 (test) |
| Metric | MACs |
| Unit | SIZE |
| Direction | Lower 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

- [MACs](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=MACs>): Lower is better; unit: SIZE.

- [Cache Usage (MB)](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=Cache%20Usage%20(MB)>): Lower is better; unit: SIZE.

- [Precision](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [CIDEr](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=CIDEr>): Higher is better; unit: SCALAR.

- [METEOR](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=METEOR>): Higher is better; unit: SCALAR.

- [ROUGE-L](<https://www.sota2.com/research/sota/streaming-narration-on-egoexo4d-v1-test.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MACs | Result date | Report paper |
| --- | --- | --- | --- |
| Videollm-mod | 13.21 | Not recorded | 6a1e63c5dbd7150506f853b6 |
| FLOWNAR-C | 20.39 | Not recorded | 6a1e63c5dbd7150506f853b6 |
| FLOWNAR | 21.12 | Not recorded | 6a1e63c5dbd7150506f853b6 |
| Videollm-online | 22.45 | Not recorded | 6a1e63c5dbd7150506f853b6 |

### Videollm-mod

MACs: 13.21. Result ID: 6a1e9745fbc373592c18cd36.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a01e209131cea62b99.md>)

Recorded evaluation configuration: {"DCM":"false"}. This record does not assert independent reproduction.

### FLOWNAR-C

MACs: 20.39. Result ID: 6a1e9745fbc373592c18cd37.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

Recorded evaluation configuration: {"DCM":"true"}. This record does not assert independent reproduction.

### FLOWNAR

MACs: 21.12. Result ID: 6a1e9745fbc373592c18cd38.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

Recorded evaluation configuration: {"DCM":"true"}. This record does not assert independent reproduction.

### Videollm-online

MACs: 22.45. Result ID: 6a1e9745fbc373592c18cd35.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c5dbd7150506f853b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a71e209131cea5db14.md>)

[Implementation](<https://www.sota2.com/showlab.github.io/videollm-online>)

Recorded evaluation configuration: {"DCM":"false"}. This record does not assert independent reproduction.

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