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Attribute-controlled Text Generation on Code-UltraFeedback Negative Representative Target Score (test)

0.874DiversityBase
0.25520.415850.57650.73715Oct 14, 2025

Evaluation results

MethodLinks
BaseBackbone=Llama-3.2-3B2025.100.8742.95—
PromptingBackbone=Phi-4-mini2025.100.8693.642.15
BaseBackbone=Phi-4-mini2025.100.8683.65—
PromptingBackbone=Llama-3.2-3B2025.100.8652.856.06
ITIBackbone=Phi-4-mini2025.100.6233.664.54
Re-ControlBackbone=Phi-4-mini2025.100.6143.536.92
Re-ControlBackbone=Llama-3.2-3B2025.100.6072.786.57
MAT-SteerBackbone=Llama-3.2-3B2025.100.482.5916.67
ITIBackbone=Llama-3.2-3B2025.100.4412.836.79
PRE-CONTROLBackbone=Llama-3.2-3B2025.100.441.9530.68
MAT-SteerBackbone=Phi-4-mini2025.100.3182.898.38
PRE-CONTROLBackbone=Phi-4-mini2025.100.2792.822.34