Drift-Bench (State-Oriented, No Clarification) - Intention: leaderboard

Metric: Success rate (%; 200 AgentBench operating-system and database tasks with an intention fault (the stated goal changed), no clarification tools, mean of 3 trials). Source: arxiv.org. Saturation forecast: Around February 2027. 7 models tracked.

Top models

#ModelScore
1Qwen 3 235B A22B 2507 Instruct56.16
2GLM-4.750.67
3GPT-5.250
4DeepSeek V3.249
5Gemini 2.5 Flash48.17
6GPT-OSS-120B47.17
7Llama 4 Maverick32.33

Interactive version: theaggregate.ai/benchmark?slug=drift-bench-state-oriented-no-clarification-intention · How It Works · Data refreshed daily, snapshot 2026-09-25.