# Streaming Narration on OVO-Bench SSR (test)

Source: [Streaming Narration on OVO-Bench SSR (test)](<https://www.sota2.com/research/sota/streaming-narration-on-ovo-bench-ssr-test>)

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

Data updated: 2026-02-26T05:43:36.141Z

Evaluation of model performance on the OVO-Bench SSR (test) dataset for the Streaming Narration task, measured using F1, BERT, and GPT scores.

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) | OVO-Bench SSR (test) |
| Metric | F1 Score |
| Unit | SCALAR |
| 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

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

- [BERT Score](<https://www.sota2.com/research/sota/streaming-narration-on-ovo-bench-ssr-test.md?metric=BERT%20Score>): Higher is better; unit: SCALAR.

- [GPT Score](<https://www.sota2.com/research/sota/streaming-narration-on-ovo-bench-ssr-test.md?metric=GPT%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| ROMA | 0.1454 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 0.1348 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 0.1038 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| VideoLLM-online | 0.1024 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 0.0964 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| MMDuet | 0.0902 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 0.0888 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 0.0339 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |

### ROMA

F1 Score: 0.1454. Result ID: 6997b92e5698665ec40fa888.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

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

### ROMA

F1 Score: 0.1348. Result ID: 6997b92e5698665ec40fa88d.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"wpos":4}. This record does not assert independent reproduction.

### ROMA

F1 Score: 0.1038. Result ID: 6997b92e5698665ec40fa88c.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"wpos":2}. This record does not assert independent reproduction.

### VideoLLM-online

F1 Score: 0.1024. Result ID: 6997b92e5698665ec40fa886.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.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: Not recorded. This record does not assert independent reproduction.

### ROMA

F1 Score: 0.0964. Result ID: 6997b92e5698665ec40fa88b.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"K":1}. This record does not assert independent reproduction.

### MMDuet

F1 Score: 0.0902. Result ID: 6997b92e5698665ec40fa887.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e81e209131cea6a921.md>)

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

### ROMA

F1 Score: 0.0888. Result ID: 6997b92e5698665ec40fa889.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"training\_strategy":"Mixed Training"}. This record does not assert independent reproduction.

### ROMA

F1 Score: 0.0339. Result ID: 6997b92e5698665ec40fa88a.

[Reporting paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c5efe25ad2fa9d1ec7f7.md>)

Recorded evaluation configuration: {"component":"without Speak Head"}. This record does not assert independent reproduction.

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