# Single-alert on OVO-Bench

Source: [Single-alert on OVO-Bench](<https://www.sota2.com/research/sota/single-alert-on-ovo-bench>)

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

Data updated: 2026-02-26T05:54:47.594Z

Evaluation of single-alert detection performance on the OVO-Bench dataset, measured by PA, PO, and CRR.

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 | Single-alert |
| Dataset (including any stated split) | OVO-Bench |
| Metric | PA |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [PA](<https://www.sota2.com/research/sota/single-alert-on-ovo-bench.md?metric=PA>): Higher is better; unit: SCALAR.

- [PO](<https://www.sota2.com/research/sota/single-alert-on-ovo-bench.md?metric=PO>): Higher is better; unit: PERCENT.

- [CRR](<https://www.sota2.com/research/sota/single-alert-on-ovo-bench.md?metric=CRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PA | Result date | Report paper |
| --- | --- | --- | --- |
| ROMA | 37.5 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 34.5 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 31 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 31 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 26 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| M4-a | 25.5 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| MMDuet | 22 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| ROMA | 12.5 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |
| VideoLLM-online | 0.5 | Not recorded | 6969c5efe25ad2fa9d1ec7f7 |

### ROMA

PA: 37.5. Result ID: 6997b92e5698665ec40fa8bf.

[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

PA: 34.5. Result ID: 6997b92e5698665ec40fa8c0.

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

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

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

### ROMA

PA: 31. Result ID: 6997b92e5698665ec40fa8c3.

[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.

### ROMA

PA: 31. Result ID: 6997b92e5698665ec40fa8c4.

[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

PA: 26. Result ID: 6997b92e5698665ec40fa8c2.

[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.

### M4-a

PA: 25.5. Result ID: 6997b92e5698665ec40fa8be.

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

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

### MMDuet

PA: 22. Result ID: 6997b92e5698665ec40fa8bc.

[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

PA: 12.5. Result ID: 6997b92e5698665ec40fa8c1.

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

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

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

### VideoLLM-online

PA: 0.5. Result ID: 6997b92e5698665ec40fa8bb.

[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.

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