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ResearchFormerly WizWand

Semantic Coherence Evaluation on COCO

1HMS_medCSAE
0.015120.270810.52650.78219Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CSAEMLLM=Qwen32026.061
CSAEMLLM=Gemma-32026.061
CSAEMLLM=LLaVA2026.060.997
Matryoshka SAEMLLM=LLaVA2026.060.865
Gated SAEMLLM=Gemma-32026.060.828
Matryoshka SAEMLLM=Gemma-32026.060.725
Stacked SAEMLLM=Gemma-32026.060.508
ReLU SAEMLLM=Gemma-32026.060.466
Matryoshka SAEMLLM=Qwen32026.060.46
TopK SAEMLLM=LLaVA2026.060.338
BatchTopKMLLM=LLaVA2026.060.33
BatchTopKMLLM=Gemma-32026.060.28
P-AnnealingMLLM=LLaVA2026.060.271
ReLU SAEMLLM=LLaVA2026.060.254
JumpReLUMLLM=LLaVA2026.060.207
Stacked SAEMLLM=LLaVA2026.060.203
Gated SAEMLLM=Qwen32026.060.192
JumpReLUMLLM=Gemma-32026.060.174
P-AnnealingMLLM=Gemma-32026.060.16
Stacked SAEMLLM=Qwen32026.060.147
TopK SAEMLLM=Qwen32026.060.144
ReLU SAEMLLM=Qwen32026.060.126
P-AnnealingMLLM=Qwen32026.060.126
BatchTopKMLLM=Qwen32026.060.122
JumpReLUMLLM=Qwen32026.060.117
Gated SAEMLLM=LLaVA2026.060.09
TopK SAEMLLM=Gemma-32026.060.053