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J. Y. Cheng

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#software testing Preprint Oct 2026

SIGMA: Self-Improving Alignment Generalization from a Model Spec

SIGMA is proposed, a data generation and training pipeline enabling alignment self-improvement that generalizes to out-of-distribution settings and shows that a Model Spec balancing harmlessness and helpfulness, test-time reasoning for safety deliberation, and high-quality rubrics from SIGMA's task designer agent are c...

Jing-Yu Zhang, Shruti Palaskar, Daniel Khashabi et al. · 0 citations

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