OmniaBench - ToE: leaderboard

The employee-oriented (ToE) domain split of OmniaBench (2026), with industry-general workplace tasks. Pass@1 in percent, higher is better.

Metric: Pass@1 (%; tasks from the employee-oriented (ToE) domain split; a task counts as solved only when every rubric item is satisfied (Program tasks by a VerifyCode check); up to 200 tool-call steps; challenging set of 644 tasks evaluated June 29 to July 15, 2026). Source: arxiv.org. Saturation forecast: Around April 2027. 22 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.5 (High)58.49#49 (GPT-5.5)
2GLM-5.2 (Max)57.55#138 (GLM-5.2)
3Qwen 3.7 Max (Thinking)55.66#145 (Qwen 3.7 Max)
4DeepSeek V4 Pro (Max)54.72#188 (DeepSeek V4 Pro)
5DeepSeek V4 Flash (Max)52.83#258 (DeepSeek V4 Flash)
6GPT-5.6 Sol (High)51.89#30 (GPT-5.6 Sol)
7Claude Opus 4.7 (Max)51.89#79 (Claude Opus 4.7)
8Kimi K2.6 (Thinking)50.94#178 (Kimi K2.6)
9Claude Sonnet 5 (Max)48.11#111 (Claude Sonnet 5)
10Qwen 3.6 27B44.34#341
11Qwen 3.5 397B A17B43.4#246
12Gemini 3.1 Pro (Preview)42.45#94
13GLM-5 (Thinking)41.51#260 (GLM-5)
14Gemini 3.5 Flash (High)39.62#101 (Gemini 3.5 Flash)
15Qwen 3.5 35B A3B36.79#482

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

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