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Preprint

A Named Answer Is Not a Correction: The Moral Self-Correction Threshold Moved From 22B to 3.8B on Benchmarks a Context-Blind Policy Can Pass, and the Controls That Would Separate Steering From Correcting

Pranay Mahendrakar 2026

(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research Instructing a language model to avoid stereotypes lowers its measured social bias, and a 2023 study reported that this capacity for "moral self-correction" emerges at 22 billion parameters. A 2024 study reported the same…

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