Video Understanding on SeedBench
57SeedBench ScoreVanilla
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VanillaToken Budget=All Tokens (100%), Base Model=LLaVA-OneVision-7B2026.05 | 57 | 100 | |
| FastVToken Budget=Retain 35% Tokens (↓ 65%), Base Model=LLaVA-OneVision-7B2026.05 | 56.8 | 97.6 | |
| SPprunerToken Budget=Retain 25% Tokens (↓ 75%), Base Model=LLaVA-OneVision-7B2026.05 | 56.7 | 98.7 | |
| SPprunerToken Budget=Retain 35% Tokens (↓ 65%), Base Model=LLaVA-OneVision-7B2026.05 | 56.5 | 98.9 | |
| FastVToken Budget=Retain 25% Tokens (↓ 75%), Base Model=LLaVA-OneVision-7B2026.05 | 56.4 | 96.3 | |
| FastVToken Budget=Retain 15% Tokens (↓ 85%), Base Model=LLaVA-OneVision-7B2026.05 | 55.7 | 93.7 | |
| SPprunerToken Budget=Retain 15% Tokens (↓ 85%), Base Model=LLaVA-OneVision-7B2026.05 | 55.7 | 96.7 |