# Video Anomaly Effect Reasoning on CUVA 1.0 (test)

Source: [Video Anomaly Effect Reasoning on CUVA 1.0 (test)](<https://www.sota2.com/research/sota/video-anomaly-effect-reasoning-on-cuva-1-0-test>)

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

Data updated: 2026-03-30T06:19:08.618Z

Evaluation of the model's ability to reason about the effects of anomalies present in the CUVA 1.0 dataset (test split), measured using text generation metrics like BLEU, ROUGE, and BLEURT.

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 | Video Anomaly Effect Reasoning |
| Dataset (including any stated split) | CUVA 1.0 (test) |
| Metric | BLEU |
| Unit | SCALAR |
| 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

- [BLEU](<https://www.sota2.com/research/sota/video-anomaly-effect-reasoning-on-cuva-1-0-test.md?metric=BLEU>): Higher is better; unit: SCALAR.

- [ROUGE](<https://www.sota2.com/research/sota/video-anomaly-effect-reasoning-on-cuva-1-0-test.md?metric=ROUGE>): Higher is better; unit: SCALAR.

- [BLEURT](<https://www.sota2.com/research/sota/video-anomaly-effect-reasoning-on-cuva-1-0-test.md?metric=BLEURT>): Higher is better; unit: SCALAR.

- [MoverScore](<https://www.sota2.com/research/sota/video-anomaly-effect-reasoning-on-cuva-1-0-test.md?metric=MoverScore>): Higher is better; unit: SCALAR.

- [UniEval](<https://www.sota2.com/research/sota/video-anomaly-effect-reasoning-on-cuva-1-0-test.md?metric=UniEval>): Higher is better; unit: SCALAR.

- [MMEval](<https://www.sota2.com/research/sota/video-anomaly-effect-reasoning-on-cuva-1-0-test.md?metric=MMEval>): Higher is better; unit: SCALAR.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| Otter | 1.11 | Not recorded | 68fa732a1e209131cea5adcd |
| mPLUG-owl | 0.47 | Not recorded | 68fa732a1e209131cea5adcd |
| Video-ChatGPT | 0.41 | Not recorded | 68fa732a1e209131cea5adcd |
| Video-ChatGPT + A-Guardian | 0.38 | Not recorded | 68fa732a1e209131cea5adcd |
| Video-LLaMA | 0.35 | Not recorded | 68fa732a1e209131cea5adcd |
| PandaGPT | 0.3 | Not recorded | 68fa732a1e209131cea5adcd |

### Otter

BLEU: 1.11. Result ID: 69ca143d47f34ce924b1e440.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a411e209131cea81f51.md>)

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

### mPLUG-owl

BLEU: 0.47. Result ID: 69ca143d47f34ce924b1e43d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ae1e209131cea57d83.md>)

[Implementation](<https://github.com/X-PLUG/mPLUG-Owl>)

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

### Video-ChatGPT

BLEU: 0.41. Result ID: 69ca143d47f34ce924b1e441.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73841e209131cea5ce32.md>)

[Implementation](<https://github.com/mbzuai-oryx/Video-ChatGPT>)

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

### Video-ChatGPT + A-Guardian

BLEU: 0.38. Result ID: 69ca143d47f34ce924b1e442.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

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

### Video-LLaMA

BLEU: 0.35. Result ID: 69ca143d47f34ce924b1e43e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f11e209131cea4e393.md>)

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

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

### PandaGPT

BLEU: 0.3. Result ID: 69ca143d47f34ce924b1e43f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adcd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7f1e209131cea46009.md>)

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

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