Multi-level Semantic Coherence Evaluation on iNaturalist
91.3HMSmeanCSAE
Evaluation results
| Method | Links | |
|---|---|---|
| CSAEMLLM=Gemma-32026.06 | 91.3 | |
| MSAEMLLM=Gemma-32026.06 | 86.9 | |
| CSAEMLLM=LLaVA2026.06 | 78 | |
| MSAEMLLM=LLaVA2026.06 | 75.9 | |
| CSAEMLLM=Qwen32026.06 | 74.1 | |
| MSAEMLLM=Qwen32026.06 | 58.8 | |
| BTKMLLM=Gemma-32026.06 | 50.3 | |
| Stack.MLLM=Gemma-32026.06 | 46 | |
| P-Ann.MLLM=Qwen32026.06 | 41.6 | |
| JReLUMLLM=Gemma-32026.06 | 41.5 | |
| ReLUMLLM=LLaVA2026.06 | 36.4 | |
| GSAEMLLM=LLaVA2026.06 | 36.3 | |
| BTKMLLM=LLaVA2026.06 | 33.3 | |
| TopKMLLM=Qwen32026.06 | 32.5 | |
| BTKMLLM=Qwen32026.06 | 31.8 | |
| TopKMLLM=LLaVA2026.06 | 31.6 | |
| P-Ann.MLLM=LLaVA2026.06 | 26.6 | |
| GSAEMLLM=Qwen32026.06 | 26.1 | |
| Stack.MLLM=LLaVA2026.06 | 26 | |
| JReLUMLLM=LLaVA2026.06 | 25.8 | |
| Stack.MLLM=Qwen32026.06 | 23.1 | |
| TopKMLLM=Gemma-32026.06 | 23 | |
| GSAEMLLM=Gemma-32026.06 | 22.5 | |
| ReLUMLLM=Qwen32026.06 | 19.3 | |
| P-Ann.MLLM=Gemma-32026.06 | 14.8 | |
| JReLUMLLM=Qwen32026.06 | 10.2 | |
| ReLUMLLM=Gemma-32026.06 | 8.9 |