Proactive Alerting on OvO-Bench
58.77PrecisionQwen3VL-30B-A3B
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Qwen3VL-30B-A3BEvaluation Protocol=Streaming frame-by-frame2026.05 | 58.77 | 29.3 | 34.02 | 84.76 | 24.55 | |
| Qwen2.5VL-72BEvaluation Protocol=Streaming frame-by-frame2026.05 | 54.18 | 51.87 | 43.95 | 79.3 | 34.43 | |
| ProAct-StreamTraining Strategy=SFT, Backbone=Qwen3VL-8B, Evaluation Protocol=Streaming frame-by-frame2026.05 | 50.01 | 76.3 | 52.98 | 82.24 | 41.01 | |
| Qwen3VL-4BEvaluation Protocol=Streaming frame-by-frame2026.05 | 47.05 | 45.83 | 41.13 | 80.96 | 30.87 | |
| Qwen3VL-8bEvaluation Protocol=Streaming frame-by-frame2026.05 | 38.61 | 32.88 | 26.59 | 71.2 | 19.77 | |
| VideoChat-R1.5Evaluation Protocol=Streaming frame-by-frame2026.05 | 38.43 | 44.05 | 32.58 | 68.65 | 24.8 | |
| VideoRFT-7BEvaluation Protocol=Streaming frame-by-frame2026.05 | 31.02 | 67.01 | 37.76 | 56.45 | 29.13 | |
| Qwen2.5VL-7BEvaluation Protocol=Streaming frame-by-frame2026.05 | 28.87 | 41.42 | 28.84 | 66.33 | 22.77 | |
| Qwen2.5VL-32BEvaluation Protocol=Streaming frame-by-frame2026.05 | 26.67 | 20.32 | 20.21 | 69.08 | 15.85 | |
| TimeChatOnline-7BEvaluation Protocol=Streaming frame-by-frame2026.05 | 9.89 | 17.38 | 10.47 | 59.58 | 7.82 | |
| Qwen2.5vl-3BEvaluation Protocol=Streaming frame-by-frame2026.05 | 1.16 | 7.07 | 1.95 | 57.6 | 1.15 |