ProEvent - Event Success Rate: leaderboard
Metric: Event success rate (%; share of events whose attributes are all correct after multi-step accumulation, an event no longer tracked after its first wrong prediction; synthesized instant-messaging chats (1,249 chats, concurrent threads, injected noise) from which a proactive agent must keep the user timetable up to date by inserting, updating or deleting events at each time window). Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek R1 | 57.7 |
| 2 | GPT-5.1 | 57.3 |
| 3 | DeepSeek V3.2 | 47 |
| 4 | Qwen 3 235B A22B | 38.7 |
| 5 | Qwen 3 8B | 30.4 |
| 6 | Qwen 3 32B | 22.3 |
Interactive version: theaggregate.ai/benchmark?slug=proevent-event-success-rate · How It Works · Data refreshed daily, snapshot 2026-09-29.