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PASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines

arXiv cs.LG · 2026-05-20 Cached

PASC proposes a conformal prediction method for multi-stage NLP and LLM pipelines that provides finite-sample, distribution-free joint coverage guarantees across all stages, achieving higher empirical coverage and efficiency than baselines like Bonferroni and independent CP.

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