EgoBench - Dynamic Hard Mode: leaderboard

Metric: Joint Success Rate (%; every required tool call issued and the final database state correct, impatient simulated user adding unrelated chatter). Source: arxiv.org. Saturation forecast: Around May 2028. 8 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)16.75
2Qwen 3.5 397B A17B (Non-reasoning)14.35
3Qwen 3.6 Plus (Non-reasoning)13.88
4Seed 2.0 Pro (Non-reasoning)11.58
5Kimi K2.5 (Non-reasoning)11.2
6GLM-5V Turbo3.33
7MiMo-V2-Omni2.3
8Qwen 3 VL 235B A22B Instruct0.29

Interactive version: theaggregate.ai/benchmark?slug=egobench-dynamic-hard-mode · How It Works · Data refreshed daily, snapshot 2026-09-25.