LLM Stats (ZEROBench): leaderboard

Zero-shot visual reasoning benchmark with tasks designed so that no current model achieves high accuracy, measuring frontier visual capabilities.

Metric: Score (%). Source: llm-stats.com. Saturation forecast: Around January 2027. 15 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V4.1 Flash (1017)51#20
2Muse Spark Open50#54
3Seed 2.1 Pro18#67
4Kimi K2.511#144
5Seed 1.811#139
6Seed 2.1 Turbo11#86
7Qwen 3.5 27B10#187
8Qwen 3.5 122B A10B9#173
9Qwen 3.5 35B A3B8#256
10Seed 2.0 Mini7#276
11Qwen 3 VL 235B A22B (Thinking)4#238 (Qwen 3 VL 235B A22B)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=llm-stats-zerobench · How It Works · Data refreshed daily, snapshot 2026-10-20.