Compression Aware Intelligence and the Origins of Hallucination and Identity

Contradish tests whether your LLM app gives consistent answers when the same question is phrased differently. It generates paraphrases of your inputs, runs them through your app, and detects contradictions in the outputs. You get back the conflict reason and fix and the CAI score www.contradish.com www.compressionawareintelligence.com A CAI score is how stable a system’s reasoning stays when the meaning stays the same.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-03-25
DOI
https://doi.org/10.5281/zenodo.16421656
Primary Topic
Psychedelics and Drug Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
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article

Compression Aware Intelligence and the Origins of Hallucination and Identity

Zenodo (CERN European Organization for Nuclear Research)
Psychedelics and Drug Studies
article

Compression Aware Intelligence and the Origins of Hallucination and Identity

article en

Abstract

Contradish tests whether your LLM app gives consistent answers when the same question is phrased differently. It generates paraphrases of your inputs, runs them through your app, and detects contradictions in the outputs. You get back the conflict reason and fix and the CAI score www.contradish.com www.compressionawareintelligence.com A CAI score is how stable a system’s reasoning stays when the meaning stays the same.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 41%
Psychedelics and Drug Studies
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Compression Aware Intelligence and the Origins of Hallucination and Identity · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS