Benchmark

ZeroBench

What is ZeroBench?

Challenging visual reasoning benchmark designed to be impossible for frontier models at release; evaluates complex reasoning over images.

Evaluates
multimodal
Openness
unknown
Catalog source
Model reports
Reported scores
1

ZeroBench code

ZeroBench results and reported scores

Model reports

ModelOrganizationReported valueReportedEvidence
Seed2.0 ProByteDance12.02026-02-14evidence

Scores are partitioned by the source that reported them and are never merged into a single cross-source ranking, because the sources measure different things and say so.

Which sources cite ZeroBench?

Related multimodal benchmarks