Author

Hiroyuki Shinnou

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Jul 2026

Uncertainty-Aware Abstention in Large Language Models with Provable Alignment Guarantees

Experimental results show that CIC consistently achieves valid risk control while retaining strong answering efficiency, providing a practical and statistically grounded mechanism for deploying LLMs in reliability-sensitive QA workflows.

Sijin Dong, Hiroyuki Shinnou · arXiv.org · 0 citations