Proactive Assistance on Pro2Bench EE4D
89G-Mean F1Qwen3.6-VL-27B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen3.6-VL-27BFT=true, PWR=true, Architecture=split duplex+planner2026.06 | 89 | 52 | |
| Llama 4-MaverickFT=true, PWR=true, Architecture=split duplex+planner2026.06 | 73 | 58 | |
| Llama 4-MaverickFT=true, Architecture=monolithic2026.06 | 72 | 41 | |
| Qwen3.6-VL-27BFT=true, Architecture=monolithic2026.06 | 61 | 43 | |
| Llama 4-MaverickArchitecture=monolithic2026.06 | 50 | 36 | |
| Claude Opus 4.6Architecture=monolithic, Mode=zero-shot2026.06 | 48 | 32 | |
| Gemini 3.1 ProArchitecture=monolithic, Mode=zero-shot2026.06 | 38 | 27 | |
| Qwen3.6-VL-27BArchitecture=monolithic2026.06 | 36 | 28 | |
| GPT-5.2Architecture=monolithic, Mode=zero-shot2026.06 | 34 | — | |
| Qwen3-VL-235BArchitecture=monolithic2026.06 | 11 | 13 |