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ResearchFormerly WizWand

Vision-Language Multi-task Evaluation on MS COCO Unified Multi-task (test)

36.5VQA ScoreHONES
-3.91446.577817.0727.5622Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
HONESBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.0436.52124.85.3521.91
HONESBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.0427.31919.87.4318.38
QRNCABase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.0424.5————
MABase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.0422.0515.59.860.6512.02
QRNCABase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.0420.8————
Group PatchingBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.0420.05————
LLM-KnowledgeBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.0419.4————
Group PatchingBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.0418————
LLM-KnowledgeBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.0416.5————
HONES-RandHeadBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.041311.5183.7511.56
APBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.0411.3310.48.650.57.72
HONES-NoHeadBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.04118.7510.52.68.21
HONES-NoHeadBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.0410.24.56.20.45.33
DLABase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.049.8————
HONES-RandHeadBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.049.76.3101.56.88
DLABase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.047.4————
MABase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.046.8215.511.91.358.89
HONES-GaussianBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.045.5912.50.86.95
APBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.04510.414.510.197.53
HONES-GaussianBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.044.53.69.450.954.63
APEBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.043.2-1.8712.20.93.61
RandNeuronBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.042.451.983.30.151.97
RandNeuronBase Model=LLaVA-1.5-7B, Neuron Masking Ratio=1%2026.040.851.622.30.061.21
APEBase Model=Qwen2.5-VL-7B, Neuron Masking Ratio=1%2026.04-2.36-1.876.20.080.51