Multimodal Evaluation on MME (Score, Rel. Acc)
1,579.6MME ScoreSPARE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SPARERetained Tokens=640, Token Reduction Ratio=77.8%, Backbone=LLaVA-NeXT-13B2026.06 | 1,579.6 | 99.1 | |
| DARTRetained Tokens=640, Token Reduction Ratio=77.8%, Backbone=LLaVA-NeXT-13B2026.06 | 1,558.1 | 100.7 | |
| LLaVA-NeXT-13BRetained Tokens=2880, Token Reduction Ratio=100%, Backbone=LLaVA-NeXT-13B2026.06 | 1,539.5 | 100 | |
| CDPrunerRetained Tokens=640, Token Reduction Ratio=77.8%, Backbone=LLaVA-NeXT-13B2026.06 | 1,539.2 | 98.3 | |
| SPARERetained Tokens=160, Token Reduction Ratio=94.4%, Backbone=LLaVA-NeXT-13B2026.06 | 1,532.3 | 95.6 | |
| DARTRetained Tokens=320, Token Reduction Ratio=88.9%, Backbone=LLaVA-NeXT-13B2026.06 | 1,528.6 | 96.3 | |
| SPARERetained Tokens=320, Token Reduction Ratio=88.9%, Backbone=LLaVA-NeXT-13B2026.06 | 1,528.6 | 97.2 | |
| CDPrunerRetained Tokens=320, Token Reduction Ratio=88.9%, Backbone=LLaVA-NeXT-13B2026.06 | 1,496.7 | 97.1 | |
| CDPrunerRetained Tokens=160, Token Reduction Ratio=94.4%, Backbone=LLaVA-NeXT-13B2026.06 | 1,484.7 | 95.2 | |
| DARTRetained Tokens=160, Token Reduction Ratio=94.4%, Backbone=LLaVA-NeXT-13B2026.06 | 1,448.4 | 89.4 |