Instructional Temporal Answer Grounding in Video on MedVidQA (test)
80.65R@0.3MutualSL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MutualSLFamily=VLP, Training Setting=supervised2026.06 | 80.65 | 61.94 | 39.99 | 58.32 | |
| CACRFamily=LVLM, Training Setting=supervised2026.06 | 79.91 | 67.09 | 45.87 | 59.65 | |
| VTPSLFamily=VLP, Training Setting=supervised2026.06 | 77.42 | 61.94 | 44.52 | 57.81 | |
| SubGPTFamily=LLM, Training Setting=zero-shot2026.06 | 76.9 | 63.6 | 44.8 | 58 | |
| Ask2LocFamily=LVLM, Training Setting=supervised2026.06 | 62.78 | 33.37 | 23.57 | 43.22 | |
| GPT-3.5 (CoT)Family=LLM-CoT, Training Setting=zero-shot2026.06 | 61.29 | 47.1 | 25.16 | 43.44 | |
| GPT-3.5Family=LLM, Training Setting=zero-shot2026.06 | 52.9 | 41.29 | 22.58 | 38.69 | |
| MoRSFamily=VLP, Training Setting=supervised2026.06 | 47.1 | 27.74 | 10.97 | 30.67 | |
| TimescopeFamily=LVLM, Training Setting=supervised2026.06 | 46.49 | 39.27 | 24.52 | 39.72 | |
| Time-R1Family=LVLM, Training Setting=supervised2026.06 | 42.25 | 35.5 | 23.52 | 37.38 | |
| TimeZeroFamily=LVLM, Training Setting=zero-shot2026.06 | 40.98 | 31.14 | 18.85 | 31.34 | |
| TFVTGFamily=LVLM, Training Setting=zero-shot2026.06 | 35.42 | 28.37 | 19.92 | 27.6 | |
| VTG-R1Family=LVLM, Training Setting=supervised2026.06 | 34.78 | 26.59 | 12.41 | 27.59 | |
| VSLNetFamily=VLP, Training Setting=supervised2026.06 | 30.32 | 16.61 | 8.39 | 22.41 | |
| VSLBaseFamily=VLP, Training Setting=supervised2026.06 | 27.66 | 14.19 | 6.99 | 21.01 | |
| ACRMFamily=VLP, Training Setting=supervised2026.06 | 24.83 | 16.55 | 10.96 | 22.89 | |
| TMLGAFamily=VLP, Training Setting=supervised2026.06 | 23.87 | 14.84 | 6.21 | 20.49 | |
| Qwen2.5-VL-7B-InstructFamily=LVLM, Training Setting=zero-shot2026.06 | 9.7 | 4.55 | 1.52 | 7.03 | |
| Random Mode2026.06 | 8.38 | 1.93 | 1.21 | 6.89 |