conftrace_

distribution-free

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risks (1) human-annotated samples (1) factuality (1) hallucinations (1) model class (1) tree-based method (1) type i error (1) test error (1) lower bound (1) hypothesis testing (1)

Papers

Are all models wrong? Fundamental limits in distribution-free empirical model falsification COLT 2025 FactTest: Factuality Testing in Large Language Models with Finite-Sample and Distribution-Free Guarantees ICML 2025