OccuBench - Education & Culture: leaderboard

Metric: Completion rate (%) on the Education & Culture industry's tasks in the clean environment (E0); 382 tool-use task instances from 100 professional scenarios, the environment simulated by Gemini-3-Flash-Preview and each trajectory passed or failed by a rubric verifier; thinking mode on, high reasoning effort where configurable; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 15 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)84
2GPT-5.2 (High)77
3Claude Opus 4.6 (High)75
4Claude Sonnet 4.6 (Thinking)69
5DeepSeek V3.2 (Thinking)66
6Kimi K2.5 (Thinking)62
7Claude Opus 4.5 (Thinking)62
8Qwen 3.5 Plus (Thinking)56
9GLM-5 (Thinking)53
10Claude Opus 4 (Thinking)53
11Qwen 3.5 Flash (Thinking)53
12Claude Sonnet 4.5 (Thinking)50
13Claude Sonnet 4 (Thinking)38
14MiniMax-M2.731

Interactive version: theaggregate.ai/benchmark?slug=occubench-education-culture · How It Works · Data refreshed daily, snapshot 2026-10-07.