Backward Tracing on OVO-Bench
92.6EPMHuman Agents
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Human Agents2026.03 | 92.6 | 93 | 91.4 | 92.3 | — | |
| Human2026.05 | 92.6 | 93 | 91.4 | 92.3 | 92.8 | |
| Gemini 1.5 Pro# Frames=1fps2026.03 | 68.6 | 75.7 | 52.7 | 62.3 | — | |
| Gemini 1.5 Pro2026.05 | 68.6 | 75.7 | 52.7 | 62.3 | 65.3 | |
| StreamForestModel Category=Open-source Online Models, Model Scale=7B2026.03 | 58.92 | 64.86 | 32.26 | 52.02 | 56.61 | |
| StreamForest-7B# Frames=1fps2026.03 | 58.9 | 64.9 | 32.3 | 52 | — | |
| Qwen2.5-VLModel Category=Open-source Offline Models, Model Scale=32B2026.03 | 58.59 | 62.84 | 29.57 | 50.33 | 57.37 | |
| LLaVA-VideoModel Category=Open-source Offline Models, Model Scale=7B2026.03 | 56.23 | 57.43 | 7.53 | 40.4 | 51.96 | |
| Response-G1Params=8B2026.05 | 55.6 | 66.9 | 33.9 | 52.1 | 61.3 | |
| StreamAgent-7B# Frames=1fps2026.03 | 54.8 | 58.1 | 25.8 | 46.2 | — | |
| StreamAgentParams=7B2026.05 | 54.8 | 58.1 | 25.8 | 41.7 | 49.4 | |
| TimeChat-OnlineParams=7B2026.05 | 53.9 | 62.8 | 9.1 | 42 | 45.6 | |
| ThinkStreamModel Category=Open-source Online Models, Model Scale=3B2026.03 | 53.87 | 59.46 | 43.55 | 52.3 | 59.66 | |
| LLaVA-OneVision-7B# Frames=642026.03 | 52.5 | 58.8 | 23.7 | 45 | — | |
| LLaVA-OneVisionParams=7B2026.05 | 52.5 | 58.8 | 23.7 | 45 | 52.9 | |
| Qwen2.5-VLModel Category=Open-source Offline Models, Model Scale=7B2026.03 | 51.52 | 58.78 | 23.66 | 44.65 | 52.28 | |
| LLaVA-Video-7B# Frames=642026.03 | 51.2 | 64.2 | 9.7 | 41.7 | — | |
| LLaVA-NeXT-VideoParams=7B2026.05 | 51.2 | 64.2 | 9.7 | 41.7 | 53.1 | |
| StreamoModel Category=Open-source Online Models, Model Scale=3B2026.03 | 51.18 | 57.43 | 16.67 | 41.76 | 51.64 | |
| ThinkStreamModel Category=Open-source Online Models, Model Scale=7B2026.03 | 51.17 | 64.19 | 66.67 | 60.68 | 64.9 | |
| Qwen2.5-VLModel Category=Open-source Offline Models, Model Scale=3B2026.03 | 50.5 | 53.38 | 22.04 | 41.98 | 51 | |
| GPT-4o# Frames=642026.03 | 49.8 | 71 | 55.4 | 58.7 | — | |
| GPT-4o2026.05 | 49.8 | 71 | 55.4 | 58.7 | 58.6 | |
| Dispider# Frames=1fps2026.03 | 48.5 | 55.4 | 4.3 | 36.1 | — | |
| DispiderParams=7B2026.05 | 48.5 | 55.4 | 4.3 | 36.1 | 41.8 | |
| DispiderModel Category=Open-source Online Models, Model Scale=7B2026.03 | 48.48 | 55.41 | 4.3 | 36.06 | 45.31 | |
| Em-Garde-7B# Frames=1fps2026.03 | 48.2 | 63.5 | 45.2 | 52.2 | — | |
| Qwen2-VLModel Category=Open-source Offline Models, Model Scale=7B2026.03 | 47.81 | 35.48 | 56.08 | 46.46 | 51.22 | |
| Qwen2-VL-7B# Frames=642026.03 | 44.4 | 66.9 | 34.4 | 48.6 | — | |
| Qwen2-VLParams=7B2026.05 | 44.4 | 66.9 | 34.4 | 48.6 | 52.7 | |
| InternVL-V2-8B# Frames=642026.03 | 43.1 | 61.5 | 27.4 | 44 | — | |
| LongVU-7B# Frames=1fps2026.03 | 43.1 | 66.2 | 9.1 | 39.5 | — | |
| LongVUParams=7B2026.05 | 43.1 | 66.2 | 9.1 | 39.5 | 48.5 | |
| InternVL-V2Params=8B2026.05 | 43.1 | 61.5 | 27.4 | 44 | 50.1 | |
| LongVUModel Category=Open-source Offline Models, Model Scale=7B2026.03 | 40.74 | 59.46 | 4.84 | 35.01 | 46.31 | |
| Flash-VStreamModel Category=Open-source Online Models, Model Scale=7B2026.03 | 39.06 | 37.16 | 5.91 | 27.38 | 27.88 | |
| Flash-VStream-7B# Frames=1fps2026.03 | 36.4 | 33.8 | 5.9 | 25.4 | — | |
| Flash-VstreamParams=7B2026.05 | 36.4 | 33.8 | 5.9 | 25.4 | 33.2 | |
| VideoLLM-onlineModel Category=Open-source Online Models, Model Scale=8B2026.03 | 22.22 | 18.8 | 12.18 | 17.73 | 19.26 | |
| VideoLLM-online-8B# Frames=2fps2026.03 | 22.2 | 18.8 | 12.2 | 17.7 | — | |
| VideoLLM-onlineParams=8B2026.05 | 22.2 | 18.8 | 12.2 | 17.7 | — |