Video Understanding on LLaVA Video
69.8TemporalVTHM-MoE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VTHM-MoE2026.04 | 69.8 | 83.1 | 71.5 | 78.3 | 77.7 | |
| Gemini-3.1-Pro2026.04 | 67.2 | 77 | 69.6 | 76.2 | 73.7 | |
| BaselineCoT=true, SFT=true2026.04 | 60.2 | 68.8 | 78.3 | 73.4 | 69.7 | |
| Qwen3-VL-235B2026.04 | 48.2 | 49.5 | 63.4 | 54.7 | 55.3 | |
| Internvl3.5-VL-241B2026.04 | 47.1 | 48.4 | 57.6 | 51.2 | 52.8 | |
| Qwen3-VL-30B2026.04 | 44.9 | 48.9 | 60 | 50.7 | 50.4 | |
| BaselineSFT=true2026.04 | 41.3 | 51.5 | 60.8 | 50.9 | 51.4 | |
| BaselineCoT=true2026.04 | 39.5 | 49.2 | 64.3 | 52.8 | 50.7 | |
| Baseline2026.04 | 18.8 | 26.7 | 46.1 | 30.8 | 29.3 |