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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 11, 2026

Models2
Model coverage2
MetricScore
EvidenceB

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

OVOBench Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

Show columns

1BYSeed 2.1 ProByteDance80.7%100.0%2CAug 11, 2026
2BYSeed 2.1 TurboByteDance79.2%0.0%2CAug 11, 2026

OVOBench Score Distribution

A closer view of the leading scores on this benchmark.

OVOBench

OVOBench Highlights

The leading models and scores on this benchmark.

Rank #1Seed 2.1 Pro80.7%Rank #2Seed 2.1 Turbo79.2%

What is OVOBench?

What OVOBench measures and how its scores work.

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. This benchmark is not independently verified and has an evidence level of B.

Family
OVOBench
Modality
multimodal
Primary category
multimodal
Score direction
higher
LLMBoard eligible
No
Evaluation key
ovobench|llm-stats-current

Benchmark scores retain their original unit. Overall score eligibility is shown separately.

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 model results are currently shown.

Does this benchmark affect the overall score?

No. This benchmark is shown for reference but does not contribute to the overall score.

Rankings

OverallCodingText ArenaPricing

Modalities

All ModelsImage GenerationImage EditingVideo GenerationImage-to-VideoVideo EditingText-to-SpeechSpeech-to-TextEmbeddings

Benchmarks

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