Two Conformal Constructions for Adaptive Within-Document AI-Text Screening

arXiv:2609.31547 · stat.ME, cs.CL · Submitted 2026-09-25 · Read on arXiv

stat.ME, cs.CL

Submitted: 2026-09-25

Updated: 2026-09-25

Code: https://github.com/mrphilo420/Burnwatch

Terminology

• Calibration — 56× in this paper · explained in 7 episodes
• Exchangeability — 11× in this paper · explained in 2 episodes
• Conformal Prediction — 3× in this paper · explained in 5 episodes
• Artificial Intelligence (AI) — 2× in this paper · explained in 2 episodes
• Distribution Shift — 2× in this paper · explained in 5 episodes
• Abstention — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Admissibility — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes

Sources

• Admissible anytime-valid sequential inference must rely on nonnegative martingales

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