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Semantic Coherence Evaluation on ImageNet

1HMS_medCSAE
0.030720.282360.5340.78564Jun 15, 2026

Evaluation results

MethodLinks
CSAEMLLM=Qwen32026.061
CSAEMLLM=LLaVA2026.060.965
CSAEMLLM=Gemma-32026.060.838
P-AnnealingMLLM=Qwen32026.060.798
Matryoshka SAEMLLM=LLaVA2026.060.779
Matryoshka SAEMLLM=Gemma-32026.060.753
Matryoshka SAEMLLM=Qwen32026.060.615
ReLU SAEMLLM=Qwen32026.060.604
Gated SAEMLLM=Qwen32026.060.561
Stacked SAEMLLM=Gemma-32026.060.499
P-AnnealingMLLM=LLaVA2026.060.498
Stacked SAEMLLM=Qwen32026.060.337
JumpReLUMLLM=LLaVA2026.060.276
TopK SAEMLLM=LLaVA2026.060.218
Stacked SAEMLLM=LLaVA2026.060.199
Gated SAEMLLM=LLaVA2026.060.198
BatchTopKMLLM=LLaVA2026.060.175
BatchTopKMLLM=Gemma-32026.060.159
BatchTopKMLLM=Qwen32026.060.141
TopK SAEMLLM=Qwen32026.060.139
TopK SAEMLLM=Gemma-32026.060.135
P-AnnealingMLLM=Gemma-32026.060.09
Gated SAEMLLM=Gemma-32026.060.088
JumpReLUMLLM=Gemma-32026.060.087
ReLU SAEMLLM=LLaVA2026.060.081
ReLU SAEMLLM=Gemma-32026.060.08
JumpReLUMLLM=Qwen32026.060.068