InstrumentalEval - Hiding Unwanted Behavior: leaderboard

The 11 InstrumentalEval tasks in which the model, pushed to reach its goal at all costs, could hide actions from monitoring; the score is the share of responses a GPT-4o judge marks as doing so. It is one of six categories behind the InstrumentalEval total.

Metric: Responses pursuing the instrumental goal, 11 tasks (%, lower is better). Source: arxiv.org. 7 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V327.27#716
2GPT-4o36.36#741
3Gemini 2.0 Flash (01-21) (Thinking)36.36#711 (Gemini 2.0 Flash (01-21))
4O1 Mini54.55#764
5DeepSeek R163.64#473
6O1 (2024-12-17)63.64#311
7O3 Mini63.64#533

Interactive version: theaggregate.ai/benchmark?slug=instrumentaleval-hiding-unwanted-behavior · How It Works · Data refreshed daily, snapshot 2026-11-13.