Instructional Temporal Answer Grounding in Video on COIN (test)
59.11R@0.3CACR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CACRFamily=LVLM, Training Setting=supervised2026.06 | 59.11 | 43.81 | 24.88 | 41.06 | |
| MutualSLFamily=VLP, Training Setting=supervised2026.06 | 55.37 | 39.49 | 21.73 | 38.36 | |
| SubGPTFamily=LLM, Training Setting=zero-shot2026.06 | 50.9 | 36.4 | 21.4 | 38.4 | |
| Time-R1Family=LVLM, Training Setting=supervised2026.06 | 31.82 | 16.97 | 10.21 | 22.25 | |
| VTPSLFamily=VLP, Training Setting=supervised2026.06 | 30.13 | 18.67 | 9.39 | 22.09 | |
| TimescopeFamily=LVLM, Training Setting=supervised2026.06 | 29.87 | 16.85 | 9.3 | 21.44 | |
| TimeZeroFamily=LVLM, Training Setting=zero-shot2026.06 | 29.26 | 15.89 | 5.36 | 20.05 | |
| VTG-R1Family=LVLM, Training Setting=supervised2026.06 | 27.09 | 13.97 | 4.7 | 18.85 | |
| TFVTGFamily=LVLM, Training Setting=zero-shot2026.06 | 21.15 | 15.98 | 8.97 | 17.95 | |
| GPT-3.5Family=LLM, Training Setting=zero-shot2026.06 | 20.56 | 10.28 | 3.74 | 15.4 | |
| MoRSFamily=VLP, Training Setting=supervised2026.06 | 14.64 | 8.81 | 3.64 | 10.66 | |
| VSLNetFamily=VLP, Training Setting=supervised2026.06 | 13.11 | 7.99 | 4.36 | 9.06 | |
| Qwen2.5-VL-7B-InstructFamily=LVLM, Training Setting=zero-shot2026.06 | 11.63 | 5.22 | 3.2 | 8.83 | |
| Random Mode2026.06 | 4.92 | 0.76 | 0.28 | 3.12 |