multimodal benchmark
OVOBench
OVOBench (Online Video Online Benchmark) evaluates streaming video understanding, testing a model's ability to perceive and respond to video content in real time as it unfolds.
Updated Aug 7, 2026
Published models2
Registry coverage2
MetricScore
EvidenceB
OVOBench leaderboard
Sorted by the source-provided rank. Higher score is better according to the registry.
| 1 | BY | 80.7% | 100.0% | 2 | C | |
| 2 | BY | 79.2% | 0.0% | 2 | C |
Score distribution
Top published rows on the benchmark's original scale.
OVOBench highlights
The top published results on this benchmark's own scale.
What is OVOBench?
Definition and scoring fields from the benchmark registry.
OVOBench (Online Video Online Benchmark) evaluates streaming video understanding, testing a model's ability to perceive and respond to video content in real time as it unfolds.
Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.
- Family
- OVOBench
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- ovobench|llm-stats-current
Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.
FAQ
Common questions about OVOBench.
Which model scores highest on OVOBench?
Seed 2.1 Pro is currently ranked first with 80.7%.
What does OVOBench measure?
OVOBench (Online Video Online Benchmark) evaluates streaming video understanding, testing a model's ability to perceive and respond to video content in real time as it unfolds.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
2 unique published model results are currently shown.
Does this benchmark affect the overall score?
This benchmark is preserved as source-native evidence but is not eligible for the current overall score.