CLBench Life - Behavioral Records & Activity Trails: leaderboard

CL-bench Life category 'Behavioral Records & Activity Trails': context-learning tasks grounded in behavioural records and activity trails from everyday life. Solving rate in percent (published as a 0-1 fraction), higher is better; labels keep the reasoning effort the source records.

Metric: Solving Rate (%). Source: www.clbench.com. Saturation forecast: Around October 2028. 29 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.5 (High)25.4#33 (GPT-5.5)
2GPT-5.4 (xHigh)24.6#83 (GPT-5.4)
3GPT-5.4 (High)20#83 (GPT-5.4)
4GPT-5.1 (High)18.5#145 (GPT-5.1)
5Gemini 3.1 Pro (Preview) (High)18.3#64 (Gemini 3.1 Pro (Preview))
6DeepSeek V4 Pro (High)15.8#112 (DeepSeek V4 Pro)
7Seed 2.0 Pro (High)14.6#122 (Seed 2.0 Pro)
8GPT-5.414.1#83
9Hy3-preview (High)14.1#166 (Hy3-preview)
10Gemini 3.1 Pro (Preview)13.3#64
11Claude Opus 4.6 (High)12.8#67 (Claude Opus 4.6)
12Kimi K2.5 (High)12.8#152 (Kimi K2.5)
13Seed 2.0 Pro (Medium)11.9#122 (Seed 2.0 Pro)
14Grok 4.20 (High)10.9#179 (Grok 4.20)
15Claude Opus 4.68.9#67

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=clbench-life-behavioral-records-activity-trails · How It Works · Data refreshed daily, snapshot 2026-11-05.