multimodal benchmark
VisFactor
VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.
Updated Aug 7, 2026
Published models3
Registry coverage3
MetricScore
EvidenceB
VisFactor leaderboard
Sorted by the source-provided rank. Higher score is better according to the registry.
| 1 | BY | 51.4% | 100.0% | 3 | C | |
| 2 | BY | 43.9% | 50.0% | 3 | C | |
| 3 | AC | 42.8% | 0.0% | 3 | C |
Score distribution
Top published rows on the benchmark's original scale.
VisFactor highlights
The top published results on this benchmark's own scale.
What is VisFactor?
Definition and scoring fields from the benchmark registry.
VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.
Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.
- Family
- VisFactor
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- visfactor|llm-stats-current
Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.
FAQ
Common questions about VisFactor.
Which model scores highest on VisFactor?
Seed 2.1 Pro is currently ranked first with 51.4%.
What does VisFactor measure?
VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
3 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.