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ResearchFormerly WizWand

Multi-level Semantic Coherence Evaluation on ImageNet

0.896HMSmeanCSAE
0.04320.26460.4860.7074Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CSAEMLLM=LLaVA2026.060.896
CSAEMLLM=Qwen32026.060.778
CSAEMLLM=Gemma-32026.060.775
MSAEMLLM=LLaVA2026.060.747
MSAEMLLM=Gemma-32026.060.687
P-Ann.MLLM=Qwen32026.060.639
MSAEMLLM=Qwen32026.060.584
ReLUMLLM=Qwen32026.060.562
GSAEMLLM=Qwen32026.060.561
P-Ann.MLLM=LLaVA2026.060.493
Stack.MLLM=Gemma-32026.060.488
JReLUMLLM=LLaVA2026.060.41
Stack.MLLM=Qwen32026.060.332
BTKMLLM=Qwen32026.060.256
GSAEMLLM=Gemma-32026.060.256
TopKMLLM=LLaVA2026.060.246
Stack.MLLM=LLaVA2026.060.23
GSAEMLLM=LLaVA2026.060.195
BTKMLLM=LLaVA2026.060.191
BTKMLLM=Gemma-32026.060.161
JReLUMLLM=Gemma-32026.060.157
TopKMLLM=Qwen32026.060.155
P-Ann.MLLM=Gemma-32026.060.15
TopKMLLM=Gemma-32026.060.134
ReLUMLLM=LLaVA2026.060.11
ReLUMLLM=Gemma-32026.060.08
JReLUMLLM=Qwen32026.060.076