PAUSE - Data and Log Tracking (Hard): leaderboard
PAUSE (KDD 2026) evaluates personal AI assistants in a simulated service environment of user-owned data, logs and accounts, with tools gated by user permissions and system configuration and a simulated user. This board covers 57 hard tasks that need multi-step service actions and configuration changes that only the user can make; the score is task completion judged against explicit targets, in percent, higher is better.
Metric: Task completion (%; 57 hard tasks needing multi-step service execution and configuration changes that only the user can make, share of task targets met as judged by Gemini-3-Flash; multi-turn tasks in a simulated personal service environment with 50 assistant tools, user-controlled permissions and system configurations and a Gemini-3-Flash user simulator; higher is better). Source: arxiv.org. Saturation forecast: Around February 2027. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Flash | 59.12 | #164 |
| 2 | Gemini 3 Pro | 48.39 | #137 |
| 3 | GPT-5 | 47.34 | #167 |
| 4 | GPT-5 Mini | 43.84 | #348 |
| 5 | DeepSeek V3.2 (Thinking) | 35.11 | #406 (DeepSeek V3.2) |
| 6 | Gemini 2.5 Pro | 19.33 | #266 |
| 7 | GPT-4.1 | 17.56 | #495 |
| 8 | DeepSeek V3.2 (Non-reasoning) | 14.06 | #406 (DeepSeek V3.2) |
| 9 | GPT-4.1 Mini | 10.53 | #779 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=pause-data-and-log-tracking-hard · How It Works · Data refreshed daily, snapshot 2026-11-13.