Semantic Coherence Evaluation on ImageNet
1HMS_medCSAE
Evaluation Results
| Method | Links | |
|---|---|---|
| CSAEMLLM=Qwen32026.06 | 1 | |
| CSAEMLLM=LLaVA2026.06 | 0.965 | |
| CSAEMLLM=Gemma-32026.06 | 0.838 | |
| P-AnnealingMLLM=Qwen32026.06 | 0.798 | |
| Matryoshka SAEMLLM=LLaVA2026.06 | 0.779 | |
| Matryoshka SAEMLLM=Gemma-32026.06 | 0.753 | |
| Matryoshka SAEMLLM=Qwen32026.06 | 0.615 | |
| ReLU SAEMLLM=Qwen32026.06 | 0.604 | |
| Gated SAEMLLM=Qwen32026.06 | 0.561 | |
| Stacked SAEMLLM=Gemma-32026.06 | 0.499 | |
| P-AnnealingMLLM=LLaVA2026.06 | 0.498 | |
| Stacked SAEMLLM=Qwen32026.06 | 0.337 | |
| JumpReLUMLLM=LLaVA2026.06 | 0.276 | |
| TopK SAEMLLM=LLaVA2026.06 | 0.218 | |
| Stacked SAEMLLM=LLaVA2026.06 | 0.199 | |
| Gated SAEMLLM=LLaVA2026.06 | 0.198 | |
| BatchTopKMLLM=LLaVA2026.06 | 0.175 | |
| BatchTopKMLLM=Gemma-32026.06 | 0.159 | |
| BatchTopKMLLM=Qwen32026.06 | 0.141 | |
| TopK SAEMLLM=Qwen32026.06 | 0.139 | |
| TopK SAEMLLM=Gemma-32026.06 | 0.135 | |
| P-AnnealingMLLM=Gemma-32026.06 | 0.09 | |
| Gated SAEMLLM=Gemma-32026.06 | 0.088 | |
| JumpReLUMLLM=Gemma-32026.06 | 0.087 | |
| ReLU SAEMLLM=LLaVA2026.06 | 0.081 | |
| ReLU SAEMLLM=Gemma-32026.06 | 0.08 | |
| JumpReLUMLLM=Qwen32026.06 | 0.068 |