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  5. Alignment Tax
Training & Fine-Tuning

Alignment Tax

The performance cost a model pays for safety training such as RLHF and refusal tuning.

Ask Melo about this← all terms

The alignment tax is the performance cost a model pays for safety training — RLHF and refusal tuning can reduce raw capability on benchmarks while making the model safer and more useful in practice. Minimizing this tax is an active area of research, as the goal is to make models both safe and capable without significant trade-offs.

Related terms

Reinforcement Learning from Human FeedbackPost-TrainingDirect Preference OptimizationPreference LearningWeight DecayMixed Precision Training