Test whether Jev probabilities reflect human disagreement

“Confident Where People Disagree: A preregistered, bias-corrected test of whether TypeSafe AI's Jev lowers its confidence when humans disagree, on ChaosNLI” by Gautam Khosla. Read the original source.

This expanded guide is an AI-narrated adaptation of the source’s essential explanation, examples and caveats, not a word-for-word reading. The synthetic voice does not imitate the author or imply their endorsement.

License: CC-BY-4.0

Confident Where People Disagree, Gautam Khosla, version 1.1, 29 September 2026. Source: https://zenodo.org/records/23032384 ; DOI: 10.5281/zenodo.23032384. Paper page 11 states CC BY 4.0; Zenodo record metadata agrees. JevMade provides an own-words expanded audio adaptation with synthetic voice; changes include selection, simplification and spoken explanation, not endorsement. No ChaosNLI sentence text or contamination paraphrases are reproduced; those are separately CC BY-NC 4.0.
License: https://creativecommons.org/licenses/by/4.0/

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