Meta Muse Spark 1.1 Report - GDM Stealth - Oversight Pattern: leaderboard

GDM Stealth Oversight Pattern challenge (Phuong et al., 2025): average success rate of tasks accomplished while bypassing the task-specific monitor. Meta Muse Spark 1.1 Evaluation Report (July 2026), Table 9; percent, higher means more stealth capability. Muse Spark 1.1 appears unguarded and helpful-only; human threshold 25%.

Metric: Success Rate (%). Source: research.meta.ai. Saturation forecast: Around 2030. 5 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview) (High)89#64 (Gemini 3.1 Pro (Preview))
2Muse Spark 1.1 (High)65.5#55 (Muse Spark 1.1)
3GPT-5.5 (xHigh)2.8#33 (GPT-5.5)
4Claude Opus 4.8 (Max)0#39 (Claude Opus 4.8)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=meta-muse-spark-1-1-report-gdm-stealth-oversight-pattern · How It Works · Data refreshed daily, snapshot 2026-11-05.