Semantic Coherence Evaluation on iNaturalist
98.7HMS_medCSAE
Evaluation results
| Method | Links | |
|---|---|---|
| CSAEMLLM=LLaVA2026.06 | 98.7 | |
| CSAEMLLM=Qwen32026.06 | 97.4 | |
| CSAEMLLM=Gemma-32026.06 | 96.1 | |
| Matryoshka SAEMLLM=Gemma-32026.06 | 88.6 | |
| Matryoshka SAEMLLM=LLaVA2026.06 | 78.6 | |
| Matryoshka SAEMLLM=Qwen32026.06 | 59.8 | |
| BatchTopKMLLM=Gemma-32026.06 | 50.3 | |
| Stacked SAEMLLM=Gemma-32026.06 | 45.6 | |
| ReLU SAEMLLM=LLaVA2026.06 | 31.2 | |
| BatchTopKMLLM=LLaVA2026.06 | 29.8 | |
| Gated SAEMLLM=LLaVA2026.06 | 29.3 | |
| TopK SAEMLLM=LLaVA2026.06 | 28.7 | |
| TopK SAEMLLM=Qwen32026.06 | 26.5 | |
| BatchTopKMLLM=Qwen32026.06 | 24.4 | |
| P-AnnealingMLLM=LLaVA2026.06 | 24.2 | |
| TopK SAEMLLM=Gemma-32026.06 | 23 | |
| Stacked SAEMLLM=LLaVA2026.06 | 22.9 | |
| Stacked SAEMLLM=Qwen32026.06 | 22.5 | |
| JumpReLUMLLM=LLaVA2026.06 | 21.2 | |
| ReLU SAEMLLM=Qwen32026.06 | 20 | |
| Gated SAEMLLM=Qwen32026.06 | 19.3 | |
| P-AnnealingMLLM=Gemma-32026.06 | 14.8 | |
| JumpReLUMLLM=Gemma-32026.06 | 14.4 | |
| P-AnnealingMLLM=Qwen32026.06 | 14 | |
| JumpReLUMLLM=Qwen32026.06 | 10 | |
| Gated SAEMLLM=Gemma-32026.06 | 9.6 | |
| ReLU SAEMLLM=Gemma-32026.06 | 8.9 |