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ResearchFormerly WizWand

Visual Question Answering on ScienceQA image

75.1AccuracyCSR
59.91663.85867.871.742May 23, 2024Sep 28, 2024Feb 3, 2025Jun 12, 2025Oct 18, 2025Feb 23, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CSRBackbone=LLaVA-1.5-13B2024.0575.1
Self-rewardingBackbone=LLaVA-1.5-13B2024.0574.3
SparseVLM#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0374.3
FastV#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0374.2
DART#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0374.2
ToFuLLM=Vicuna-13B, compression_ratio_r=0.9252024.0574
PITOMELLM=Vicuna-13B, compression_ratio_r=0.9252024.0574
ToMeLLM=Vicuna-13B, compression_ratio_r=0.9252024.0573.8
VisionZip#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0373.8
MQT-LLaVA#Vision Tokens=144, Backbone=LLaVA-1.5-13B2026.0373.6
PyramidDrop#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0373.3
Prumerge+#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0373.3
CDPruner#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0373.2
M3#Vision Tokens=144, Backbone=LLaVA-1.5-13B2026.0372.9
LLaVA-1.5-13BLLM=Vicuna-13B2024.0572.8
LLaVA-1.5-13B#Vision Tokens=576, Backbone=LLaVA-1.5-13B2026.0372.8
DivPrune#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0372.8
VisPruner#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0372.8
TRIM#Vision Tokens=128, Backbone=LLaVA-1.5-13B2026.0372.4
FMVR-LLaVA#Vision Tokens=576, Backbone=LLaVA-1.5-13B2026.0372.4
FMVR-LLaVA#Vision Tokens=144, Backbone=LLaVA-1.5-13B2026.0372
LLaVA-1.5-13BModel Size=13B2024.0571.6
FMVR-LLaVA#Vision Tokens=36, Backbone=LLaVA-1.5-13B2026.0371.5
FMVR-LLaVA#Vision Tokens=9, Backbone=LLaVA-1.5-13B2026.0370.9
CSRBackbone=LLaVA-1.5-7B2024.0570.7
DiffRateLLM=Vicuna-13B, compression_ratio_r=0.9252024.0570.6
LLaVA-1.5-7BLLM=Vicuna-7B2024.0570.4
DCTLLM=Vicuna-13B, compression_ratio_r=0.9252024.0570.3
Self-rewardingBackbone=LLaVA-1.5-7B2024.0569.6
LLaVA-1.5-7BRetained Tokens=576, Retention Ratio=100%, Base Model=LLaVA-1.5-7B2025.0869.5
MonkeyLLM=Qwen-7B2024.0869.4
FMVR-LLaVA#Vision Tokens=1, Backbone=LLaVA-1.5-13B2026.0369.4
PITOMELLM=Vicuna-7B, compression_ratio_r=0.92024.0569
FASTLLM=Vicuna-7B2024.0868.9
HiPruneRetained Tokens=192, Retention Ratio=33.3%, Base Model=LLaVA-1.5-7B2025.0868.9
HiPruneRetained Tokens=64, Retention Ratio=11.1%, Base Model=LLaVA-1.5-7B2025.0868.9
HiPrune++Retained Tokens=64, Retention Ratio=11.1%, Base Model=LLaVA-1.5-7B2025.0868.9
POVIDBackbone=LLaVA-1.5-7B2024.0568.8
HiPrune++Retained Tokens=192, Retention Ratio=33.3%, Base Model=LLaVA-1.5-7B2025.0868.8
ToMeLLM=Vicuna-7B, compression_ratio_r=0.92024.0568.7
mPLUG-Owl2LLM=LLaMA-7B2024.0868.7
HiPruneRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0768.7
ToFuLLM=Vicuna-7B, compression_ratio_r=0.92024.0568.5
HiPrune++Retained Tokens=128, Retention Ratio=22.2%, Base Model=LLaVA-1.5-7B2025.0868.5
HiPruneRetained Tokens=128, Retention Ratio=22.2%, Base Model=LLaVA-1.5-7B2025.0868.3
Qwen-VL-ChatLLM=Qwen-7B2024.0868.2
Chain of SpotLLM=Vicuna-7B2024.0868.2
DARTRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0768
HiPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0768
EADPRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0768
CDPrunerRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0767.9
DivPruneRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0767.8
CDPrunerRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.7
VisionZipRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0767.7
LLaVA-NeXT-7BRetained Tokens=2,880, Token Reduction Ratio=100%2026.0767.6
EADPRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.6
VisionZipRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0767.5
PruMerge+Retained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.5
DivPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.5
DARTRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0767.5
CDPrunerRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0767.5
PruMerge+Retained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0767.4
EADPRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0767.4
SparseVLMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0767.3
VisionZipRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.3
HiPruneRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.3
FastVRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0767.2
RLHF-VBackbone=LLaVA-1.5-7B2024.0567.1
TRIMRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0767.1
DARTRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767.1
DivPruneRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0767.1
SparseVLMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0767
PDropRetained Tokens=640, Token Reduction Ratio=↓ 77.8%2026.0766.9
LLaVA-1.5-7BModel Size=7B2024.0566.8
LLaVA-v1.5LLM=Vicuna-7B2024.0866.8
PruMerge+Retained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0766.7
PDropRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0766.5
DiffRateLLM=Vicuna-7B, compression_ratio_r=0.92024.0566.4
TRIMRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0766.4
FastVRetained Tokens=320, Token Reduction Ratio=↓ 88.9%2026.0766.3
VlfeedbackBackbone=LLaVA-1.5-7B2024.0566.2
DCTLLM=Vicuna-7B, compression_ratio_r=0.92024.0565.8
Human-PreferBackbone=LLaVA-1.5-7B2024.0565.8
TRIMRetained Tokens=160, Token Reduction Ratio=↓ 94.4%2026.0765.7
InstructBLIPLLM=Vicuna-13B2024.0563.1
InstructBLIPLLM=Vicuna-13B2024.0863.1
BLIP-2LLM=Vicuna-7B2024.0561
BLIP-2LLM=Vicuna-13B2024.0861
InstructBLIPLLM=Vicuna-7B2024.0560.5