Derives a closed-form impossibility bound and feasibility test for conformal risk control on structured LLM outputs, with empirical comparison of bounds and adaptive inference across models and tasks.
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When Can Conformal Risk Control Certify LLM Outputs? Bounds, Impossibility, and Adaptation for Structured Generation
Derives a closed-form impossibility bound and feasibility test for conformal risk control on structured LLM outputs, with empirical comparison of bounds and adaptive inference across models and tasks.