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Valid Per-Field Selective Risk Control for Document Extraction: Three Failure Modes, a Validity Ladder, and When Conditioning Pays
arXiv cs.LG — Machine Learning
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What the source reports
Research identifies statistical failure modes in field-level risk control for LLM document extraction, proposing valid calibration methods.
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