Researcher disputes Berkeley law professors' brief over Pangram false-positive claims

TuhinChakr · x · 2026-10-31

A neutral brief by Berkeley law professors Pamela Samuelson and C. Sprigman argues copyright "dilution" is unjustified and critiques AI-detection research resting on Pangram. Researcher Tuhin Chakraborty publicly disputes the brief, calling several statements inaccurate.

The brief concedes Chakrabarty et al. "should have but did not test Pangram's false positive rate with books published before generative AI" — a test the author says was actually done, with zero false positives. The brief also cites prior work on temporal distribution shift and AI-polished text confusing detectors, framing the fight as one over what conditions make detector reliability evidence valid.

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