multimodal benchmark
Minerva
Minerva is a benchmark for complex video reasoning, evaluating models on multi-step reasoning over long and information-dense video content.
Updated Aug 11, 2026
Models2
Model coverage2
MetricScore
EvidenceB
Minerva Ranking
Higher score ranks better on this benchmark.
| 1 | BY | 70.7% | 100.0% | 2 | C | |
| 2 | BY | 65.9% | 0.0% | 2 | C |
Minerva Score Distribution
A closer view of the leading scores on this benchmark.
Minerva Highlights
The leading models and scores on this benchmark.
What is Minerva?
What Minerva measures and how its scores work.
Minerva is a benchmark for complex video reasoning, evaluating models on multi-step reasoning over long and information-dense video content.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Minerva
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- minerva|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Minerva.
Which model scores highest on Minerva?
Seed 2.1 Pro is currently ranked first with 70.7%.
What does Minerva measure?
Minerva is a benchmark for complex video reasoning, evaluating models on multi-step reasoning over long and information-dense video content.
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.