Semantic Coherence Evaluation on COCO
1HMS_medCSAE
Evaluation Results
| Method | Links | |
|---|---|---|
| CSAEMLLM=Qwen32026.06 | 1 | |
| CSAEMLLM=Gemma-32026.06 | 1 | |
| CSAEMLLM=LLaVA2026.06 | 0.997 | |
| Matryoshka SAEMLLM=LLaVA2026.06 | 0.865 | |
| Gated SAEMLLM=Gemma-32026.06 | 0.828 | |
| Matryoshka SAEMLLM=Gemma-32026.06 | 0.725 | |
| Stacked SAEMLLM=Gemma-32026.06 | 0.508 | |
| ReLU SAEMLLM=Gemma-32026.06 | 0.466 | |
| Matryoshka SAEMLLM=Qwen32026.06 | 0.46 | |
| TopK SAEMLLM=LLaVA2026.06 | 0.338 | |
| BatchTopKMLLM=LLaVA2026.06 | 0.33 | |
| BatchTopKMLLM=Gemma-32026.06 | 0.28 | |
| P-AnnealingMLLM=LLaVA2026.06 | 0.271 | |
| ReLU SAEMLLM=LLaVA2026.06 | 0.254 | |
| JumpReLUMLLM=LLaVA2026.06 | 0.207 | |
| Stacked SAEMLLM=LLaVA2026.06 | 0.203 | |
| Gated SAEMLLM=Qwen32026.06 | 0.192 | |
| JumpReLUMLLM=Gemma-32026.06 | 0.174 | |
| P-AnnealingMLLM=Gemma-32026.06 | 0.16 | |
| Stacked SAEMLLM=Qwen32026.06 | 0.147 | |
| TopK SAEMLLM=Qwen32026.06 | 0.144 | |
| ReLU SAEMLLM=Qwen32026.06 | 0.126 | |
| P-AnnealingMLLM=Qwen32026.06 | 0.126 | |
| BatchTopKMLLM=Qwen32026.06 | 0.122 | |
| JumpReLUMLLM=Qwen32026.06 | 0.117 | |
| Gated SAEMLLM=LLaVA2026.06 | 0.09 | |
| TopK SAEMLLM=Gemma-32026.06 | 0.053 |