Curriculum Learning for Safety Alignment

In three linesStaged-Competence, a curriculum learning framework, improves robustness of DPO-based safety alignment. Across three model families, it reduces out-of-distribution harmful response rates by 16% and jailbreak attack success rates by 20%, while preserving general capabilities. The framework achieves baseline safety with 75% of training data.

Summary generated by Claude — human-verified