Anthropic study: teaching values before behaviors improves alignment in unseen situations

A new paper from the Anthropic Fellows Program shows that pre-training a model on texts explaining why values matter — before fine-tuning specific behaviors — yields significantly better adherence to those values, including in situations not seen during training. A companion finding: a capable model deliberately holding back can be trained to near-full capability using only a weaker supervisor.