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ResearchFormerly WizWand

Multimodal Understanding on MME (Absolute Score and Compression Retention Rate)

2,306.5Absolute ScoreQwen2-VL 7B
1,059.76881,383.43941,707.112,030.7806Mar 11, 2026Mar 12, 2026Mar 13, 2026Mar 14, 2026Mar 15, 2026Mar 16, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Qwen2-VL 7BBackbone=Qwen2-VL 7B, Sparsity Level=0%, Pruning Method=Dense, Pruning Type=None2026.032,306.5100
LLaVA-NeXT 8BBackbone=LLaVA-NeXT 8B, Sparsity Level=0%, Pruning Method=Dense, Pruning Type=None2026.031,965.12100
TAMPBackbone=Qwen2-VL 7B, Sparsity Level=60%, Pruning Method=TAMP, Pruning Type=unstructured, uniform pruning2026.031,923.383.79
ATV-PruningBackbone=Qwen2-VL 7B, Sparsity Level=60%, Pruning Method=ATV-Pruning, Pruning Type=unstructured, uniform pruning2026.031,816.5685.65
ATV-PruningBackbone=LLaVA-NeXT 8B, Sparsity Level=50%, Pruning Method=ATV-Pruning, Pruning Type=unstructured, uniform pruning2026.031,801.5194
SparseGPTBackbone=LLaVA-NeXT 8B, Sparsity Level=50%, Pruning Method=SparseGPT, Pruning Type=unstructured, uniform pruning2026.031,742.891.74
TAMPBackbone=LLaVA-NeXT 8B, Sparsity Level=50%, Pruning Method=TAMP, Pruning Type=unstructured, uniform pruning2026.031,732.5492.67
WandaBackbone=Qwen2-VL 7B, Sparsity Level=60%, Pruning Method=Wanda, Pruning Type=unstructured, uniform pruning2026.031,637.6677.78
SparseGPTBackbone=Qwen2-VL 7B, Sparsity Level=60%, Pruning Method=SparseGPT, Pruning Type=unstructured, uniform pruning2026.031,621.2385.3
WandaBackbone=LLaVA-NeXT 8B, Sparsity Level=50%, Pruning Method=Wanda, Pruning Type=unstructured, uniform pruning2026.031,620.0288.36
SparseGPTBackbone=LLaVA-NeXT 8B, Sparsity Level=60%, Pruning Method=SparseGPT, Pruning Type=unstructured, uniform pruning2026.031,586.3476.24
TPRLToken=192*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.031,554.199.4
LLaVA-1.5-7BToken=576, RL Status=Upper Bound, Backbone=LLaVA-1.5-7B2026.031,553.4100
TPRLToken=144*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.031,539.499.1
TPRLToken=128*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.031,533.298.7
ToMeToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,48595.6
VisprunerToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,47595
ATV-PruningBackbone=LLaVA-NeXT 8B, Sparsity Level=60%, Pruning Method=ATV-Pruning, Pruning Type=unstructured, uniform pruning2026.031,474.6577.01
SparseVLMToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,47394.8
PruMerge+Token=144, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,462.494.1
VisprunerToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,460.894
PruMerge+Token=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,420.591.4
TAMPBackbone=LLaVA-NeXT 8B, Sparsity Level=60%, Pruning Method=TAMP, Pruning Type=unstructured, uniform pruning2026.031,385.7173.75
SparseVLMToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,359.787.5
ToMeToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,34386.5
FastVToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,312.584.7
FastVToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.031,195.477
WandaBackbone=LLaVA-NeXT 8B, Sparsity Level=60%, Pruning Method=Wanda, Pruning Type=unstructured, uniform pruning2026.031,107.7264.45