Trait Alignment on Persona Vectors
96.4TA@CpA-PSRMSE|QR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| A-PSRMSE|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 96.4 | 99.2 | |
| A-ConstMSE|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 95.8 | 98.9 | |
| promptBackbone=Llama-3.1-8b-Instruct2026.05 | 95.7 | — | |
| A-PSRLL|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 94.4 | 97.5 | |
| A-PSRMSE|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 92.5 | 98.6 | |
| promptBackbone=Llama-3.2-3b-Instruct2026.05 | 91.5 | — | |
| A-ConstMSE|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 91.3 | 98.9 | |
| A-ConstLL|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 85.9 | 98.8 | |
| A-ConstLL|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 85.6 | 98.2 | |
| A-PSRMSE|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 83.9 | 96.8 | |
| A-ConstMSE|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 83.6 | 96.1 | |
| A-PSRLL|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 82.3 | 98.4 | |
| S-PSRMSE|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 74.7 | 98.8 | |
| A-ConstLL|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 73.6 | 96.1 | |
| promptBackbone=Qwen2.5-7b-Instruct2026.05 | 71.6 | — | |
| S-PSRMSE|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 66.8 | 91.1 | |
| A-PSRLL|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 65.7 | 95.3 | |
| S-PSRMSE|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 60.9 | 83.3 | |
| S-PSRLL|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 59.1 | 83.3 | |
| S-ConstMSE|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 57.4 | 79.3 | |
| S-PSRLL|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 52.6 | 89.6 | |
| S-ConstLL|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 51.8 | 69.5 | |
| S-ConstMSE|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 50.1 | 89 | |
| S-ConstMSE|QRBackbone=Qwen2.5-7b-Instruct2026.05 | 48.8 | 71.6 | |
| S-PSRLL|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 45 | 96.8 | |
| S-ConstLL|QRBackbone=Llama-3.1-8b-Instruct2026.05 | 44 | 88.4 | |
| S-ConstLL|QRBackbone=Llama-3.2-3b-Instruct2026.05 | 42.9 | 72.5 | |
| S-ConstDiM|RBackbone=Qwen2.5-7b-Instruct2026.05 | 34.8 | 74.8 | |
| S-ConstDiM|RBackbone=Llama-3.1-8b-Instruct2026.05 | 30.2 | 49.8 | |
| S-ConstDiM|RBackbone=Llama-3.2-3b-Instruct2026.05 | 28.9 | 46.1 |