Nonparametric Entropy-Rate Oracle. A model-agnostic approach for detecting LLM-generated text by estimating the entropy rate of text mapped to symbol streams over a (26+space)=27-letter alphabet.
This site hosts the technical and operational documentation for the NERO project.
Document status: Draft for review
Version: v1.0
Last updated: 19 January 2026