Multi-video Grounding and Retrieval on MAGMaR Oracle Track 2026 (val)
3.833Human Evaluation ScoreMARS-iter-qa-base
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MARS-iter-qa-base2026.05 | 3.833 | 8 | 29.6 | 34.7 | 31.3 | 32.9 | 26.8 | 25.8 | 26.3 | |
| TRACE (Ours)2026.05 | 3.825 | 8 | 49.9 | 64 | 48.3 | 55.1 | 49.8 | 40.5 | 44.7 | |
| MARS-iter-qa-ginger2026.05 | 3.694 | 5 | 27.8 | 34.5 | 29 | 31.5 | 25.7 | 22.6 | 24.1 | |
| MARS-ss-qa-ginger2026.05 | 3.421 | 10 | 34.1 | 54.4 | 32.4 | 40.6 | 32.6 | 23.8 | 27.5 | |
| MARS-RLM2026.05 | 3.298 | 3 | 43.6 | 70.8 | 38.5 | 49.9 | 59.2 | 27.2 | 37.3 | |
| MARS-Ginger2026.05 | 3.123 | 6 | 43.3 | 77.6 | 40.4 | 53.1 | 64.3 | 22.6 | 33.4 | |
| CAGstatus=baseline2026.05 | 3.088 | 1 | 43.4 | 76.4 | 41 | 53.4 | 61.7 | 22.8 | 33.3 | |
| MARS-ss-qa-base2026.05 | 3.07 | 6 | 29.9 | 33.1 | 30.6 | 31.8 | 27.7 | 28.1 | 27.9 | |
| MARS-Bullet2026.05 | 2.667 | 0 | 42.4 | 71.1 | 39.4 | 50.7 | 60.4 | 23.7 | 34 | |
| CiteChasers2026.05 | 2.542 | 0 | 34.9 | 60.9 | 30.4 | 40.6 | 50.9 | 20.4 | 29.1 | |
| HAIVLab2026.05 | 2.526 | 2 | 45.5 | 58.4 | 45 | 50.8 | 47.9 | 34.7 | 40.2 |