Proactive Assistance on Pro2Bench EgoProactive
68G-Mean F1Qwen3.6-VL-27B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen3.6-VL-27BFT=true, PWR=true, Architecture=split duplex+planner2026.06 | 68 | 44 | |
| Claude Opus 4.6Architecture=monolithic, Mode=zero-shot2026.06 | 57 | 43 | |
| Qwen3-VL-235BArchitecture=monolithic2026.06 | 57 | 33 | |
| Llama 4-MaverickFT=true, PWR=true, Architecture=split duplex+planner2026.06 | 57 | 43 | |
| Llama 4-MaverickArchitecture=monolithic2026.06 | 49 | 34 | |
| Llama 4-MaverickFT=true, Architecture=monolithic2026.06 | 49 | 40 | |
| Gemini 3.1 ProArchitecture=monolithic, Mode=zero-shot2026.06 | 46 | 38 | |
| Qwen3.6-VL-27BArchitecture=monolithic2026.06 | 28 | 24 | |
| Qwen3.6-VL-27BFT=true, Architecture=monolithic2026.06 | 22 | 46 | |
| GPT-5.2Architecture=monolithic, Mode=zero-shot2026.06 | 0 | — |