Video Reasoning on WorldSense
40.4AccuracyPOINTS1.5-8B (baseline)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| POINTS1.5-8B (baseline)Num Frame=64, Token/Frame=324, Total Num of Token=≈ 20K2026.04 | 40.4 | 53.9 | |
| POINTS-Long (focus)Num Frame=64, Token/Frame=324+32, Total Num of Token=≈ 22K2026.04 | 40.4 | 54.4 | |
| LLaVA-Video-7BNum Frame=-, Token/Frame=-, Total Num of Token=>12k2026.04 | 40.2 | — | |
| POINTS-Long (standby)Num Frame=64, Token/Frame=32, Total Num of Token=2048 (10%)2026.04 | 40 | 53.8 | |
| POINTS-Long (standby)Num Frame=64, Token/Frame=16, Total Num of Token=1024 (5%)2026.04 | 39.7 | 52.9 | |
| POINTS-Long (standby)Num Frame=64, Token/Frame=8, Total Num of Token=512 (2.5%)2026.04 | 39.4 | 52.7 | |
| LLaVA-OV-7BNum Frame=64, Token/Frame=-, Total Num of Token=>12k2026.04 | 37.7 | — |