Cave-Bench - False Confession Rate: leaderboard

Share of Cave-Bench runs in which the agent accepts responsibility for a failure it did not cause. This scores what the agent says, whereas the over-correction board scores what it does to the work.

Metric: Runs accepting the false blame (%, lower is better). Source: arxiv.org. 14 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 53.53#111
2GLM-5.27.86#138
3Qwen 3.8 Max8.66#55
4Claude Opus 58.71#22
5Hy316.96#195
6Kimi K316.99#54
7Grok 4.528.97#82
8Qwen 3.7 Plus29.2#207
9MiniMax-M333.52#269
10GPT-5.6 Sol41#30
11Kimi K2.7 Code44.25#185
12MiniMax-M2.751.84#518
13Qwen 3.5 Flash58.26#435
14Qwen 3.5 9B68.73#803

Interactive version: theaggregate.ai/benchmark?slug=cave-bench-false-confession-rate · How It Works · Data refreshed daily, snapshot 2026-11-13.