AM-Bench - Opportunity Only: leaderboard

AM-Bench scenarios with the opportunity to misbehave kept and the threat removed; the score is the misaligned share of judged responses. It isolates misconduct taken without any pressure on the agent.

Metric: Misaligned responses with an opportunity to misbehave and the threat removed (% of 875 judged responses: 35 scenarios x 25). Source: arxiv.org. 10 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.60.4#161
2Claude Sonnet 4.51.9#250
3GPT-5.52.9#49
4GPT-5.48.9#123
5GPT-5.4 Mini18.1#389
6DeepSeek R118.4#473
7GPT-5.4 Nano20.2#635
8Grok 4.2031.2#297
9Gemini 3.1 Pro (Preview)34.5#94
10Gemini 3 Flash35.1#164

Interactive version: theaggregate.ai/benchmark?slug=am-bench-opportunity-only · How It Works · Data refreshed daily, snapshot 2026-11-13.