OccuBench - Transportation & Logistics: leaderboard

Metric: Completion rate (%) on the Transportation & Logistics 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
1Claude Opus 4.6 (High)77
2GPT-5.2 (High)72
3Claude Opus 4.5 (Thinking)66
4DeepSeek V3.2 (Thinking)64
5Claude Sonnet 4.5 (Thinking)62
6Gemini 3.1 Pro (Preview)60
7Kimi K2.5 (Thinking)57
8Claude Sonnet 4.6 (Thinking)57
9GLM-5 (Thinking)55
10Qwen 3.5 Plus (Thinking)55
11Claude Opus 4 (Thinking)51
12Qwen 3.5 Flash (Thinking)51
13Claude Sonnet 4 (Thinking)47
14MiniMax-M2.740

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