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ResearchFormerly WizWand

Controllable Generation on HelpSteer2

0.987DiversityPrompting
0.221560.420280.6190.81772Oct 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PromptingBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.100.9872.732.47
Re-ControlBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.100.9862.722.27
Re-ControlBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.100.9462.165.39
PromptingBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.100.9412.175.39
Re-ControlBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.100.9313.071
PromptingBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.100.933.121.2
MAT-SteerBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.100.7392.225.17
BaseBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.100.7012.46—
PromptingBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.100.6982.425.23
BaseBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.100.6953.12—
PromptingBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.100.6642.675.18
BaseBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.100.6592.76—
BaseBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.100.6562.76—
PromptingBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.100.6392.720.59
MAT-SteerBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.100.6372.910.97
BaseBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.100.6322.78—
BaseBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.100.6262.19—
Re-ControlBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.100.6112.515.7
ITIBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.100.6043.023.75
ITIBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.100.5653.50.59
PRE-CONTROLBackbone=LLaMA-3.2-3B, Target Score=4,4,4,2,22025.100.5582.167.96
OursBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.100.5442.632.17
MAT-SteerBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.100.5392.575.84
ITIBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.100.5343.632.61
OursBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.100.532.418.31
ITIBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.100.5133.090.8
MAT-SteerBackbone=Phi-4-mini, Target Score=4,4,4,2,22025.100.5032.465.48
Re-ControlBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.100.4942.565.8
MAT-SteerBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.100.4873.051.36
Re-ControlBackbone=Phi-4-mini, Target Score=4,3,4,2,32025.100.4832.690.99
ITIBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.100.452.734.02
PRE-CONTROLBackbone=LLaMA-3.2-3B, Target Score=4,4,4,3,32025.100.443.021.81
MAT-SteerBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.100.3082.868.73
ITIBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.100.2942.695.48
OursBackbone=Phi-4-mini, Target Score=3,3,3,2,22025.100.2912.469.11
PRE-CONTROLBackbone=LLaMA-3.2-3B, Target Score=3,3,3,2,22025.100.2512.636.6