Confabulation Leaderboard (Lechmazur) — leaderboard

Metric: Confabulation rate % (lower is better). Source: lechmazur.github.io. 64 models tracked.

Top models

#ModelScore
1Claude Opus 4 (Thinking 16K)2.48
2Claude Sonnet 4 (Thinking 16K)2.48
3Claude Opus 4 (Non-reasoning)2.97
4Gemini 2.5 Pro3.96
5Grok 43.96
6Gemini 2.5 Pro (Preview 03-25)3.96
7Claude Opus 4.1 (Non-reasoning)3.96
8Claude Sonnet 4 (Non-reasoning)5.45
9Gemini 2.5 Pro (Preview 05-06)5.94
10Grok 3 Mini (High)6.93
11GLM-4.57.92
12O110.89
13Grok 3 Mini (Low)10.89
14GPT-4.5 (Preview)11.88
15Claude 3.5 Sonnet (20241022)12.87

Interactive version: theaggregate.ai/benchmark?slug=confabulation-leaderboard-lechmazur · How the rankings work · Data refreshed daily, snapshot 2026-07-22.