JoaquinRuiz

JoaquinRuiz/nonio

A measuring instrument for text, not an AI detector. Estimates statistical signals of machine-generated language and reports them with measured false-positive rates, broken down by text category. Abstains when the evidence doesn't hold. Never asserts authorship. Runs entirely locally; Spanish calibrated first.

1 good first / help-wanted issue · Python · last activity Sep 9, 2026

1 stars 0 forks 1 watchers Python Apache License 2.0
ai-text-detection algorithmic-fairness bias-measurement binoculars calibration false-positive-rate fast-detectgpt llm-detection machine-generated-text nlp open-science responsible-ai zero-shot-detection
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JoaquinRuiz/nonio
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A measuring instrument for text, not an AI detector. Estimates statistical signals of machine-generated language and reports them with measured false-positive rates, broken down by text category. Abstains when the evidence doesn't hold. Never asserts authorship. Runs entirely locally; Spanish calibrated first.

Python
#ai-text-detection#algorithmic-fairness#bias-measurement#binoculars#calibration#false-positive-rate#fast-detectgpt#llm-detection#machine-generated-text#nlp#open-science#responsible-ai#zero-shot-detection