multimodal benchmark
ZEROBench
ZEROBench is a challenging vision benchmark designed to test models on zero-shot visual understanding tasks.
Updated Aug 11, 2026
Models9
Model coverage9
MetricScore
EvidenceB
ZEROBench Ranking
Higher score ranks better on this benchmark.
| 1 | MA | 0.41 points | 100.0% | 9 | C | |
| 2 | ME | 0.33 points | 87.5% | 9 | C | |
| 3 | BY | 0.18 points | 75.0% | 9 | C | |
| 4 | MA | 0.11 points | 62.5% | 9 | C | |
| 5 | BY | 0.11 points | 50.0% | 9 | C | |
| 6 | AC | 0.1 points | 37.5% | 9 | C | |
| 7 | AC | 0.09 points | 25.0% | 9 | C | |
| 8 | AC | 0.08 points | 12.5% | 9 | C | |
| 9 | AC | 0.04 points | 0.0% | 9 | C |
ZEROBench Score Distribution
A closer view of the leading scores on this benchmark.
ZEROBench Highlights
The leading models and scores on this benchmark.
What is ZEROBench?
What ZEROBench measures and how its scores work.
ZEROBench is a challenging vision benchmark designed to test models on zero-shot visual understanding tasks.
Scores are shown in points. This benchmark is not independently verified and has an evidence level of B.
- Family
- ZEROBench
- Modality
- image
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- zerobench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about ZEROBench.
Which model scores highest on ZEROBench?
Kimi K3 is currently ranked first with 0.41 points.
What does ZEROBench measure?
ZEROBench is a challenging vision benchmark designed to test models on zero-shot visual understanding tasks.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
9 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.