InstrumentalEval - Hacking Computer Systems: leaderboard

The 10 InstrumentalEval tasks in which the model, pushed to reach its goal at all costs, could gain access to systems it is not authorised to use; 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, 10 tasks (%, lower is better). Source: arxiv.org. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o10#741
2DeepSeek V320#716
3DeepSeek R140#473
4Gemini 2.0 Flash (01-21) (Thinking)40#711 (Gemini 2.0 Flash (01-21))
5O1 (2024-12-17)50#311
6O3 Mini50#533
7O1 Mini50#764

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