LiveBench Zebra Puzzle: leaderboard

Logic grid puzzles in LiveBench's reasoning category, where constraints about people and their attributes must be combined to work out a requested assignment. They are generated procedurally and have been replaced twice with harder sets, first with larger grids and more complex constraints. Answers in solution tags are checked against ground truth automatically, and the score is a percentage where higher is better.

Metric: Score. Source: livebench.ai. Saturation forecast: Estimated already saturated. 71 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K3100#30
2Qwen 3.8 Max100#35
3GPT-5.5 (xHigh)100#31 (GPT-5.5)
4GPT-5.6 Sol (Max)100#19 (GPT-5.6 Sol)
5Claude Opus 5 (Max)100#12 (Claude Opus 5)
6GPT-6 Astra (Max)100#6 (GPT-6 Astra)
7Claude Opus 4.8 (Max)100#37 (Claude Opus 4.8)
8GPT-5.6 Terra (Max)100#41 (GPT-5.6 Terra)
9GPT-6.1 Sol (Max)100#7 (GPT-6.1 Sol)
10DeepSeek V4.1 Flash (Max)100#36 (DeepSeek V4.1 Flash)
11DeepSeek V4 Flash (0731)100#78
12GPT-6 Sol (Max)100#14 (GPT-6 Sol)
13Claude Fable 5.1 (Max)100#9 (Claude Fable 5.1)
14Claude Fable 5 (Max)100#16 (Claude Fable 5)
15Muse Wonder (Max)100#15 (Muse Wonder)

No result here: #8 Gemini 4 Argon, #10 Muse Wonder Full.

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