Author

Itamar Hagay Pres

MIT

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Preprint Jul 2026

Position: It's Time to Optimize LLMs for Self-Consistency

This position paper observes that a wide variety of techniques designed to improve specific aspects of LM behavior-targeting properties as diverse as adversarial robustness and factual coherence-can be understood as special cases of a common "consistency optimization" procedure and addressed with a standard set of opti...

Itamar Hagay Pres, Belinda Z. Li, L. Ruis et al. · 2 citations