Safety Evaluation on HEx-PHI (Accuracy)
99.06AccuracyHELLoRA
Evaluation results
| Method | Links | |
|---|---|---|
| HELLoRABackbone=OlMoE-1B-7B, Params=0.678%2026.05 | 99.06 | |
| DoRABackbone=OlMoE-1B-7B, Params=4.350%2026.05 | 98.86 | |
| LoRABackbone=OlMoE-1B-7B, Params=4.300%2026.05 | 98.75 | |
| HELLoRI-DBackbone=OlMoE-1B-7B, Params=0.301%2026.05 | 98.75 | |
| LoRI-SBackbone=OlMoE-1B-7B, Params=0.190%2026.05 | 98.44 | |
| LoRAMoEBackbone=OlMoE-1B-7B, Params=3.594%2026.05 | 98.13 | |
| HELLoRI-SBackbone=OlMoE-1B-7B, Params=0.030%2026.05 | 97.5 | |
| FFTBackbone=OlMoE-1B-7B, Params=100%2026.05 | 97.32 | |
| LoRI-DBackbone=OlMoE-1B-7B, Params=1.900%2026.05 | 96.56 |