CLBench Life - Personal Information Fragments: leaderboard
Metric: Task solving rate (%) on the 45 personal-information-fragment (notes, diaries, to-do lists, saved messages) 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 2032. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Hy3-preview (High) | 20 |
| 2 | GPT-5.4 (High) | 14.8 |
| 3 | Claude Opus 4.6 (High) | 14.8 |
| 4 | Grok 4.20 (High) | 13.3 |
| 5 | Kimi K2.5 (High) | 11.1 |
| 6 | Gemini 3.1 Pro (Preview) (High) | 10.4 |
| 7 | Seed 2.0 Pro (High) | 10.4 |
| 8 | DeepSeek V3.2 (Thinking) | 8.1 |
Interactive version: theaggregate.ai/benchmark?slug=clbench-life-personal-information-fragments · How It Works · Data refreshed daily, snapshot 2026-10-07.