Pencil Puzzle Bench - Yajilin — leaderboard

Metric: Direct-ask Success Rate (%). Source: ppbench.com. 51 models tracked.

Top models

#ModelScore
1GPT-5.2 (High)20
2Gemini 3.1 Pro (Preview)13.3
3GPT-5.2 (xHigh)13.3
4Gemini 3 Pro6.7
5Claude Opus 4.6 (Thinking)6.7
6Gemini 2.5 Pro0
7GPT-4o0
8Claude Sonnet 4.60
9GPT-4.10
10GPT-5.20
11Claude Sonnet 4.50
12GPT-OSS-120B0
13Claude Opus 4.60
14Claude Sonnet 4.5 (Thinking)0
15GPT-3.5 Turbo0

Interactive version: theaggregate.ai/benchmark?slug=pencil-puzzle-bench-yajilin · How the rankings work · Data refreshed daily, snapshot 2026-07-22.