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Computational cost comparison on HelpSteer2 (test)

0.02GPU HoursBase
0.01680.03840.060.0816Oct 14, 2025

Evaluation results

MethodLinks
BaseModel=LLaMA-3.2-3b, Number of test samples=4342025.100.02
PromptingModel=LLaMA-3.2-3b, Number of test samples=4342025.100.02
ITIModel=LLaMA-3.2-3b, Number of test samples=4342025.100.06
MAT-SteerModel=LLaMA-3.2-3b, Number of test samples=4342025.100.07
PRE-CONTROLModel=LLaMA-3.2-3b, Number of test samples=4342025.100.09
RE-ControlModel=LLaMA-3.2-3b, Number of test samples=434, Intervention steps=1002025.100.1