Image Classification on Animals
99.67AccuracyText Output
Evaluation Results
| Method | Links | |
|---|---|---|
| Text OutputModel=LLaMA3-8B2026.02 | 99.67 | |
| Text OutputModel=Llama3.2-3B2026.02 | 97.67 | |
| Unsupervised ProbeModel=LLaMA3-8B2026.02 | 94.32 | |
| Text OutputModel=Mistral2026.02 | 92.33 | |
| SAE ProbeModel=LLaMA3-8B2026.02 | 92.05 | |
| Unsupervised ProbeModel=Llama3.2-3B2026.02 | 90.04 | |
| Unsupervised ProbeModel=Mistral2026.02 | 85.98 | |
| Zero-Shot ProbeModel=LLaMA3-8B2026.02 | 84.22 | |
| SAE ProbeModel=Mistral2026.02 | 82.1 | |
| SAE ProbeModel=Llama3.2-3B2026.02 | 78.81 | |
| Zero-Shot ProbeModel=Mistral2026.02 | 75.71 | |
| Zero-Shot ProbeModel=Llama3.2-3B2026.02 | 72.24 | |
| Text OutputModel=GPT2-Small2026.02 | 35.33 | |
| SynerNetZero-shot=true2026.01 | 27.6 | |
| SAE ProbeModel=GPT2-Small2026.02 | 26.65 | |
| ZSNLZero-shot=true2026.01 | 26.4 | |
| Unsupervised ProbeModel=GPT2-Small2026.02 | 26.29 | |
| Zero-Shot ProbeModel=GPT2-Small2026.02 | 25.39 | |
| TransCLIPZero-shot=true2026.01 | 21.7 | |
| OpenCLIPZero-shot=true2026.01 | 19.4 |