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ResearchFormerly WizWand

Multimodal Evaluation on MME (Total Score & Retention)

1,854.51Total ScoreShortV (N=20)
1,048.49961,257.75231,467.0051,676.2577Dec 23, 2025Jan 23, 2026Feb 24, 2026Mar 27, 2026Apr 28, 2026May 29, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ShortV (N=20)Model=LLaVA-NeXT, TFLOPs=51%2026.061,854.5196
V2DropModel=LLaVA-NeXT, TFLOPs=70%2026.061,853.2398.4
VTW (K=16)Model=LLaVA-NeXT, TFLOPs=51%2026.061,852.5686.5
VanillaModel=LLaVA-NeXT, TFLOPs=100%2026.061,851.44100
VanillaBase Model=LLaVA-NEXT-7B, Token Budget=2880, Pruning Rate=0%, Loc. (Pruning Location)=-2026.051,851100
APETModel=LLaVA-NeXT, TFLOPs=70%2026.061,840.3399.4
Ours (N=20)Model=LLaVA-NeXT, TFLOPs=67%2026.061,797.5798.8
VSkip+ (N=20)Model=LLaVA-NeXT, TFLOPs=74%2026.061,759.6798.2
HoloVBase Model=LLaVA-NEXT-7B, Token Budget=320, Pruning Rate=88.9%, Loc. (Pruning Location)=Pre2026.051,73895.7
DiffPruneBase Model=LLaVA-NEXT-7B, Token Budget=320, Pruning Rate=88.9%, Loc. (Pruning Location)=Pre2026.051,72396.1
DARTBase Model=LLaVA-NEXT-7B, Token Budget=320, Pruning Rate=88.9%, Loc. (Pruning Location)=L22026.051,71095.6
HiREDBase Model=LLaVA-NEXT-7B, Token Budget=320, Pruning Rate=88.9%, Loc. (Pruning Location)=Pre2026.051,69093.4
PDropBase Model=LLaVA-NEXT-7B, Token Budget=320, Pruning Rate=88.9%, Loc. (Pruning Location)=L8–L242026.051,66390.7
FastVBase Model=LLaVA-NEXT-7B, Token Budget=320, Pruning Rate=88.9%, Loc. (Pruning Location)=L2–L322026.051,66187.6
LLaVA-NeXT-7B (Upper Bound)Backbone=LLaVA-NeXT-7B, Tokens Kept=2880, Pruning Ratio=0.0%2025.121,513.8100
FlashVLMBackbone=LLaVA-NeXT-7B, Tokens Kept=640, Pruning Ratio=77.8%2025.121,493.199.12
VisPrunerBackbone=LLaVA-NeXT-7B, Tokens Kept=640, Pruning Ratio=77.8%2025.121,480.798.6
FastVBackbone=LLaVA-NeXT-7B, Tokens Kept=640, Pruning Ratio=77.8%2025.121,477.397
VisionZipBackbone=LLaVA-NeXT-7B, Tokens Kept=640, Pruning Ratio=77.8%2025.121,468.496.7
SparseVLMBackbone=LLaVA-NeXT-7B, Tokens Kept=640, Pruning Ratio=77.8%2025.121,456.394.9
FlashVLMBackbone=LLaVA-NeXT-7B, Tokens Kept=320, Pruning Ratio=88.9%2025.121,396.794.61
VisPrunerBackbone=LLaVA-NeXT-7B, Tokens Kept=320, Pruning Ratio=88.9%2025.121,370.193.3
VisionZipBackbone=LLaVA-NeXT-7B, Tokens Kept=320, Pruning Ratio=88.9%2025.121,348.890.5
SparseVLMBackbone=LLaVA-NeXT-7B, Tokens Kept=320, Pruning Ratio=88.9%2025.121,342.787.9
FastVBackbone=LLaVA-NeXT-7B, Tokens Kept=320, Pruning Ratio=88.9%2025.121,282.987.7
FlashVLMBackbone=LLaVA-NeXT-7B, Tokens Kept=160, Pruning Ratio=94.4%2025.121,246.588.03
VisionZipBackbone=LLaVA-NeXT-7B, Tokens Kept=160, Pruning Ratio=94.4%2025.121,239.782.3
VisPrunerBackbone=LLaVA-NeXT-7B, Tokens Kept=160, Pruning Ratio=94.4%2025.121,22686.7
SparseVLMBackbone=LLaVA-NeXT-7B, Tokens Kept=160, Pruning Ratio=94.4%2025.121,167.174.5
FastVBackbone=LLaVA-NeXT-7B, Tokens Kept=160, Pruning Ratio=94.4%2025.121,079.574.7