PAUSE - Data and Log Tracking (Easy): 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 63 easy data and log retrieval tasks; the score is task completion judged against explicit targets, in percent, higher is better.

Metric: Task completion (%; 63 easy data and log retrieval tasks, share of task targets met as judged by Gemini-3-Flash against explicit targets; 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: Estimated already saturated. 9 models tracked.

Top models

#ModelScoreOverall rank
1GPT-595.26#167
2GPT-5 Mini92.07#348
3Gemini 3 Pro92.06#137
4Gemini 3 Flash85.72#164
5DeepSeek V3.2 (Thinking)69.86#406 (DeepSeek V3.2)
6Gemini 2.5 Pro66.7#266
7DeepSeek V3.2 (Non-reasoning)47.57#406 (DeepSeek V3.2)
8GPT-4.133.34#495
9GPT-4.1 Mini28.56#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-easy · How It Works · Data refreshed daily, snapshot 2026-11-13.