Temporal Grounding on NExTGQA
11.9Recall@0.7REVISOR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| REVISOR2025.11 | 11.9 | — | — | 33.2 | |
| REVISOR2025.11 | 11.9 | 47.6 | 25.5 | 33.2 | |
| Qwen3-VL-4B + SynRLParameters=4B2026.03 | 10.2 | 38.8 | 21.8 | 28.1 | |
| Qwen2.5-VL-32BModel Family=Qwen2.5-VL, Parameters=32B2026.03 | 10 | 38 | 22.3 | 25.4 | |
| TVG-R12025.11 | 10 | — | — | 29.3 | |
| TVG-R12025.11 | 10 | 41.7 | 20.8 | 29.3 | |
| Qwen3-VL-4BParameters=4B2026.03 | 9.8 | 32.9 | 20 | 23.5 | |
| VTimeLLM2026.03 | 9.7 | 37.9 | 20.2 | 24.4 | |
| VTimeLLM2025.11 | 9.7 | — | — | 24.4 | |
| VTimeLLM2025.11 | 9.7 | 37.9 | 20.2 | 24.4 | |
| Qwen3-VL-4B CoTParameters=4B, Chain-of-Thought=true2026.03 | 9.4 | 33.7 | 20.2 | 23.7 | |
| VideoChat-TPO2026.03 | 8.2 | 41.2 | 23.4 | 27.7 | |
| VideoChat-TPO2025.11 | 8.2 | — | — | 27.7 | |
| VideoChat-TPO2025.11 | 8.2 | 41.2 | 23.4 | 27.7 | |
| Qwen2.5-VL-7BModel Family=Qwen2.5-VL, Parameters=7B2026.03 | 7.5 | 31.6 | 18.1 | 20.9 | |
| Qwen2.5-VL-7BParameters=7B2025.11 | 7.5 | — | — | 20.9 | |
| Qwen2.5-VL-7BParameters=7B2025.11 | 7.5 | 31.6 | 18.1 | 20.9 | |
| TimeChat2026.03 | 6.2 | 34.1 | 17.9 | 20.6 | |
| TimeChat2025.11 | 6.2 | — | — | 20.6 | |
| TimeChat2025.11 | 6.2 | 34.1 | 17.9 | 20.6 |