AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
ZEROBench
ZEROBench is a challenging vision benchmark designed to test models on zero-shot visual understanding tasks.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- Not recorded
- Collected
- 2026-08-17
- Modality
- image
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.
Original sources
Reported results 9
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Kimi K3 | 0.41 | Not recorded | Not recorded | 2026-07-16 · model_announcement | LLM Stats |
| Muse Spark | 0.33 | Not recorded | Not recorded | 2026-04-08 · model_announcement | LLM Stats |
| Seed 2.1 Pro | 0.18 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Seed 2.1 Turbo | 0.11 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Kimi K2.5 | 0.11 | Not recorded | Not recorded | 2026-01-27 · model_announcement | LLM Stats |
| Qwen3.5-27B | 0.1 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3.5-122B-A10B | 0.09 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3.5-35B-A3B | 0.08 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Thinking | 0.04 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |