AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

Model reports

ZeroBench

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

Evidence available for this benchmark

This source record contains 1 numeric observations. The source distinguishes 1 model identities or configurations. A model may appear more than once; check the version, tools and run budget before comparing. Read results and row-level evidence →

Reported metric
accuracy
Recorded unit
percent
Metric direction
higher is better

Start with these resources

Cited documents and dates (2)

Recorded attention

Observed on: 2026-10-12

GitHub stars
71
Hugging Face paper upvotes
43

jonathan-roberts1/zerobench · View source snapshot

Dated attention observations, not live counts or benchmark scores.

Evaluation context and evidence

Source
Model reports
Publisher
Not recorded
Benchmark release
2025-02-13
Collected
Not recorded
Modality
Not recorded

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Reported results 1

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Seed2.0 Pro12.0percentaccuracy on main and sub questions2026-02-14 · document_publicationSeed2.0 (Pro / Lite / Mini)