Truthfulness Evaluation on TruthfulQA (T·I, True %, Info %)
84.7T·I ScoreA-LQR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| A-LQRBackbone=Qwen2.5-32B2026.04 | 84.7 | 86.78 | 97.6 | |
| S-PIDBackbone=Qwen2.5-32B2026.04 | 78.52 | 80.51 | 97.53 | |
| A-LQRBackbone=Qwen-2.5-14B2026.04 | 76.28 | 80.81 | 94.39 | |
| ODESteerBackbone=Qwen-2.5-14B2026.04 | 71.56 | 75.03 | 95.37 | |
| A-LQRBackbone=Gemma-2-2B2026.04 | 67.81 | 73.17 | 92.68 | |
| A-LQRBackbone=Gemma-2-9B2026.04 | 63.77 | 66.51 | 95.89 | |
| A-LQRBackbone=Llama-3-8B2026.04 | 63.63 | 65.8 | 96.7 | |
| ODESteerBackbone=Gemma-2-2B2026.04 | 63.5 | 66.24 | 95.86 | |
| S-PIDBackbone=Llama-3-8B2026.04 | 62.99 | 64.99 | 96.92 | |
| ODESteerBackbone=Llama-3-8B2026.04 | 62.36 | 64.11 | 97.26 | |
| S-PIDBackbone=Qwen-2.5-14B2026.04 | 61.48 | 63.55 | 96.74 | |
| A-LQRBackbone=Qwen-2.5-3B2026.04 | 60.6 | 65.09 | 93.1 | |
| S-PIDBackbone=Gemma-2-9B2026.04 | 60.21 | 63.08 | 95.45 | |
| ODESteerBackbone=Qwen-2.5-3B2026.04 | 60.03 | 64.01 | 93.78 | |
| ActAddBackbone=Llama-3-8B2026.04 | 59.14 | 65.26 | 90.76 | |
| ActAddBackbone=Gemma-2-2B2026.04 | 58.98 | 67.94 | 86.8 | |
| ODESteerBackbone=Gemma-2-9B2026.04 | 58.86 | 61.42 | 95.84 | |
| S-PIDBackbone=Gemma-2-2B2026.04 | 58.26 | 62.06 | 93.88 | |
| S-PIDBackbone=Llama-3.2-1B2026.04 | 58.09 | 63.77 | 91.09 | |
| PID-AcTBackbone=Gemma-2-2B2026.04 | 58.07 | 62.96 | 92.26 | |
| PID-AcTBackbone=Llama-3-8B2026.04 | 58.07 | 62.96 | 92.26 | |
| A-LQRBackbone=Llama-3.2-1B2026.04 | 57.98 | 63.6 | 91.19 | |
| ITIBackbone=Qwen-2.5-14B2026.04 | 57.01 | 59.09 | 96.47 | |
| Linear-AcTBackbone=Gemma-2-9B2026.04 | 56.23 | 58.86 | 95.54 | |
| Linear-AcTBackbone=Qwen2.5-32B2026.04 | 55.94 | 57.6 | 97.14 | |
| ActAddBackbone=Qwen-2.5-14B2026.04 | 55.85 | 62.04 | 90.28 | |
| Mean-AcTBackbone=Qwen-2.5-14B2026.04 | 55.81 | 55.32 | 97.1 | |
| OriginalBackbone=Qwen2.5-32B2026.04 | 55.29 | 57.02 | 96.96 | |
| Mean-AcTBackbone=Gemma-2-9B2026.04 | 53.87 | 56.06 | 86.1 | |
| Linear-AcTBackbone=Qwen-2.5-14B2026.04 | 53.71 | 55.32 | 97.1 | |
| PID-AcTBackbone=Qwen-2.5-14B2026.04 | 53.3 | 54.92 | 97.06 | |
| ITIBackbone=Llama-3-8B2026.04 | 53.24 | 59.07 | 90.13 | |
| ITIBackbone=Qwen2.5-32B2026.04 | 53.24 | 55.91 | 95.23 | |
| OriginalBackbone=Qwen-2.5-14B2026.04 | 53.17 | 55.15 | 96.4 | |
| S-PIDBackbone=Qwen-2.5-3B2026.04 | 52.11 | 54.54 | 95.54 | |
| Mean-AcTBackbone=Qwen-2.5-3B2026.04 | 51.66 | 55.22 | 93.56 | |
| Linear-AcTBackbone=Qwen-2.5-3B2026.04 | 51.37 | 54.02 | 95.1 | |
| ODESteerBackbone=Llama-3.2-1B2026.04 | 51.25 | 54.3 | 94.39 | |
| Mean-AcTBackbone=Gemma-2-2B2026.04 | 50.12 | 53.85 | 93.06 | |
| Linear-AcTBackbone=Gemma-2-2B2026.04 | 50.07 | 53.1 | 94.29 | |
| Linear-AcTBackbone=Llama-3-8B2026.04 | 50.07 | 53.1 | 94.29 | |
| ActAddBackbone=Gemma-2-9B2026.04 | 49.1 | 64.06 | 76.6 | |
| OriginalBackbone=Gemma-2-2B2026.04 | 48.64 | 50.62 | 96.08 | |
| ActAddBackbone=Qwen-2.5-3B2026.04 | 48.62 | 55.36 | 88.06 | |
| PID-AcTBackbone=Qwen-2.5-3B2026.04 | 48.52 | 50.64 | 95.84 | |
| PID-AcTBackbone=Llama-3.2-1B2026.04 | 48.19 | 49.56 | 97.24 | |
| ITIBackbone=Gemma-2-2B2026.04 | 47.54 | 50.18 | 94.74 | |
| Mean-AcTBackbone=Llama-3-8B2026.04 | 47.02 | 48.22 | 97.52 | |
| OriginalBackbone=Llama-3-8B2026.04 | 46.22 | 47.44 | 97.43 | |
| ITIBackbone=Llama-3.2-1B2026.04 | 45.79 | 50.28 | 91.06 | |
| Mean-AcTBackbone=Llama-3.2-1B2026.04 | 44.94 | 46.32 | 97.01 | |
| PID-AcTBackbone=Gemma-2-9B2026.04 | 44.7 | 46.02 | 97.14 | |
| Linear-AcTBackbone=Llama-3.2-1B2026.04 | 44.33 | 45.35 | 97.74 | |
| ITIBackbone=Qwen-2.5-3B2026.04 | 43.86 | 46.29 | 94.74 | |
| OriginalBackbone=Qwen-2.5-3B2026.04 | 41.6 | 43.28 | 96.11 | |
| OriginalBackbone=Gemma-2-9B2026.04 | 41.46 | 42.62 | 97.28 | |
| OriginalBackbone=Llama-3.2-1B2026.04 | 40.2 | 42.4 | 94.81 | |
| ITIBackbone=Gemma-2-9B2026.04 | 40.14 | 41.18 | 97.5 | |
| ActAddBackbone=Llama-3.2-1B2026.04 | 33.28 | 62.4 | 53.8 |