CyberArena - Expected Contest Score: leaderboard

CyberArena:12models in their developer coding harness or OpenCode;40challenge reference set. Conditional posterior mean attack,defense and service-availability score, averaged over opponents/challenges; not observed win rate. Adaptive game selection and native harnesses; requested reasoning effort is not specified. Posterior Expected Score (%).

Metric: Posterior Expected Score (%). Source: arxiv.org. Saturation forecast: Around May 2027. 12 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol78.6#19
2Claude Opus 573.8#12
3GLM-5.368.5#37
4Gemini 3.7 Flash67.1#22
5Grok 4.665.5#26
6Claude Opus 4.865#36
7Qwen 3.8 Max62.3#31
8Gemini 3.5 Flash60.6#61
9DeepSeek V4 Pro (0813)59.5#52
10MiniMax-M359.1#142
11Kimi K357#30
12Hy4 preview56.3#39

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=cyberarena-expected-contest-score · How It Works · Data refreshed daily, snapshot 2026-10-22.