CLBench Life - Self-Tracking Trajectories: leaderboard

Metric: Task solving rate (%) on the 45 self-tracking trajectory (fitness, health and learning logs) tasks of CL-bench Life; a task is solved only when the response satisfies every human-written binary rubric item, judged by GPT-5.1 at high reasoning effort from the response and rubrics alone; reasoning mode at high effort where the model supports it, mean of three runs; higher is better. Source: arxiv.org. Saturation forecast: Around 2031. 10 models tracked.

Top models

#ModelScore
1GPT-5.4 (High)10.4
2Kimi K2.5 (High)8.9
3Seed 2.0 Pro (High)8.1
4Claude Opus 4.6 (High)7.4
5Hy3-preview (High)6.7
6DeepSeek V3.2 (Thinking)5.9
7Gemini 3.1 Pro (Preview) (High)5.2
8Grok 4.20 (High)3.7

Interactive version: theaggregate.ai/benchmark?slug=clbench-life-self-tracking-trajectories · How It Works · Data refreshed daily, snapshot 2026-10-07.