Constitutional Midtraining Yields Durable Alignment Gains at No Capability Cost

hunarbatra · x · 2026-08-05

The authors conclude that adding a modest amount of constitutional content during midtraining provides broad, durable alignment gains without sacrificing model performance on benchmarks (no alignment tax). This suggests constitutional midtraining is a complementary addition to standard safety post-training pipelines.

Fully Open-Sourced: The team has released all code, datasets, benchmarks, and 15 matched 120B parameter checkpoints.

Related event: Embedding Constitutional Principles in Midtraining for Durable Alignment(4 posts)→

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