Controllable Generation on HelpSteer2
0.987DiversityPrompting
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PromptingBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.10 | 0.987 | 2.73 | 2.47 | |
| Re-ControlBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.10 | 0.986 | 2.72 | 2.27 | |
| Re-ControlBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.10 | 0.946 | 2.16 | 5.39 | |
| PromptingBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.10 | 0.941 | 2.17 | 5.39 | |
| Re-ControlBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.10 | 0.931 | 3.07 | 1 | |
| PromptingBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.10 | 0.93 | 3.12 | 1.2 | |
| MAT-SteerBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.10 | 0.739 | 2.22 | 5.17 | |
| BaseBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.10 | 0.701 | 2.46 | — | |
| PromptingBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.10 | 0.698 | 2.42 | 5.23 | |
| BaseBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.10 | 0.695 | 3.12 | — | |
| PromptingBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.10 | 0.664 | 2.67 | 5.18 | |
| BaseBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.10 | 0.659 | 2.76 | — | |
| BaseBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.10 | 0.656 | 2.76 | — | |
| PromptingBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.10 | 0.639 | 2.72 | 0.59 | |
| MAT-SteerBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.10 | 0.637 | 2.91 | 0.97 | |
| BaseBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.10 | 0.632 | 2.78 | — | |
| BaseBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.10 | 0.626 | 2.19 | — | |
| Re-ControlBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.10 | 0.611 | 2.51 | 5.7 | |
| ITIBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.10 | 0.604 | 3.02 | 3.75 | |
| ITIBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.10 | 0.565 | 3.5 | 0.59 | |
| PRE-CONTROLBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.10 | 0.558 | 2.16 | 7.96 | |
| OursBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.10 | 0.544 | 2.63 | 2.17 | |
| MAT-SteerBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.10 | 0.539 | 2.57 | 5.84 | |
| ITIBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.10 | 0.534 | 3.63 | 2.61 | |
| OursBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.10 | 0.53 | 2.41 | 8.31 | |
| ITIBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.10 | 0.513 | 3.09 | 0.8 | |
| MAT-SteerBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.10 | 0.503 | 2.46 | 5.48 | |
| Re-ControlBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.10 | 0.494 | 2.56 | 5.8 | |
| MAT-SteerBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.10 | 0.487 | 3.05 | 1.36 | |
| Re-ControlBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.10 | 0.483 | 2.69 | 0.99 | |
| ITIBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.10 | 0.45 | 2.73 | 4.02 | |
| PRE-CONTROLBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.10 | 0.44 | 3.02 | 1.81 | |
| MAT-SteerBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.10 | 0.308 | 2.86 | 8.73 | |
| ITIBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.10 | 0.294 | 2.69 | 5.48 | |
| OursBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.10 | 0.291 | 2.46 | 9.11 | |
| PRE-CONTROLBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.10 | 0.251 | 2.63 | 6.6 |