Aggregated Multimodal Evaluation on Multimodal Evaluation Suite Average
100Average Relative PerformanceLLaVA
Evaluation Results
| Method | Links | |
|---|---|---|
| LLaVABackbone=LLaVA-NeXT-7B, Token Budget=2880, Retention Ratio=100%2025.08 | 100 | |
| HiPrune++Backbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.08 | 99.7 | |
| HiPruneBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.08 | 99.4 | |
| HiPrune++Backbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.08 | 98.4 | |
| HiREDBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.08 | 98.1 | |
| VisionZipBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.08 | 98.1 | |
| VisPrunerBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.08 | 98.1 | |
| DivPruneBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.08 | 97.4 | |
| VisPrunerBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.08 | 96.4 | |
| HiPruneBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.08 | 96.4 | |
| HiREDBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.08 | 96.2 | |
| TRIMBackbone=LLaVA-NeXT-7B, Token Budget=640, Retention Ratio=22.2%2025.08 | 96 | |
| DivPruneBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.08 | 95.6 | |
| VisionZipBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.08 | 94.8 | |
| HiPrune++Backbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.08 | 94.4 | |
| DivPruneBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.08 | 93.4 | |
| TRIMBackbone=LLaVA-NeXT-7B, Token Budget=320, Retention Ratio=11.1%2025.08 | 93.1 | |
| VisPrunerBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.08 | 92 | |
| VisionZipBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.08 | 90.5 | |
| TRIMBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.08 | 89.9 | |
| HiPruneBackbone=LLaVA-NeXT-7B, Token Budget=160, Retention Ratio=5.6%2025.08 | 89.6 |