MECoBench - Sequential: leaderboard
Metric: Success rate (%) in the sequential setting (agents hold disjoint room zones, so objects must be handed over; 2 agents, 80 steps), on 96 VirtualHome household rearrangement tasks (2 to 7 subgoals each) in which multimodal agents act from four-view first-person observations; agents exchange one broadcast message each before acting; printed 0-1 and x100 here; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemma 4 31B (IT) | 82.3 |
| 2 | GPT-5.4 | 77.1 |
| 3 | Qwen 3.5 27B | 69.8 |
| 4 | Gemma 4 26B A4B (IT) | 68.8 |
| 5 | Qwen 3.5 9B | 61.5 |
| 6 | Gemini 3.1 Pro (Preview) | 57.3 |
| 7 | Qwen 3 VL 32B Instruct | 36.5 |
| 8 | Qwen 3 VL 235B A22B Instruct | 35.4 |
| 9 | Qwen 3 VL 8B Instruct | 7.3 |
| 10 | Llama 4 Scout Instruct | 4.2 |
| 11 | GLM-4.6V | 1 |
Interactive version: theaggregate.ai/benchmark?slug=mecobench-sequential · How It Works · Data refreshed daily, snapshot 2026-09-29.