LOL Arena: leaderboard

Select the funniest response in Cards Against Humanity-style rounds, scored by agreement with the human judge. Current Inspect pipeline, lowest reasoning level offered by each API; 14,459 nominal human-judge rounds.

Metric: Human judge-choice agreement (%), current Inspect pipeline; lowest API reasoning. Source: goodstartlabs.com. Saturation forecast: Around 2034. 36 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6 Astra50.3#6
2Claude Fable 5.150#9
3Gemini 3.7 Flash49.5#23
4Claude Fable 549.4#16
5Claude Opus 5.549.3#3
6Muse Spark 1.349.1#24
7Grok 4.649#26
8GPT-4.148.9#248
9Gemini 3.1 Pro (Preview)48.8#58
10GPT-5.6 Sol48.8#19
11Claude Opus 548.7#12
12Muse Spark 1.248.6#62
13GPT-548.5#98
14Claude Opus 4.848.4#37
15GPT-4o48.2#343

No result here: #7 GPT-6.1 Sol, #8 Gemini 4 Argon, #10 Muse Wonder Full.

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