Testing HDT²/GIT Runtime Inquiry Structure Against Standard Structured Prompting in Domain-Bounded AI Reasoning

Preregistration (Version 1.0) for a computational evaluation study testing whether an HDT²/GIT runtime inquiry pipeline improves domain-bounded AI reasoning beyond base-model use, retrieval augmentation, standard structured prompting, and generic multi-stage scaffolding. The study uses ablation-based primary analysis across five preregistered behavioral metrics with locked effect-size thresholds, neutral-label controls, and predefined pass/fail conditions. Methodological inspiration drawn from Vargas-Barroso et al. (2026, Nature Communications) without claiming biological equivalence. No amendments filed as of deposit.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-23
DOI
https://doi.org/10.5281/zenodo.20357341
Primary Topic
Scientific Computing and Data Management
Type
preprint
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preprint

Testing HDT²/GIT Runtime Inquiry Structure Against Standard Structured Prompting in Domain-Bounded AI Reasoning

Bruce Tisler
Zenodo (CERN European Organization for Nuclear Research)
Scientific Computing and Data Management
preprint

Testing HDT²/GIT Runtime Inquiry Structure Against Standard Structured Prompting in Domain-Bounded AI Reasoning

Bruce Tisler
preprint en

Abstract

Preregistration (Version 1.0) for a computational evaluation study testing whether an HDT²/GIT runtime inquiry pipeline improves domain-bounded AI reasoning beyond base-model use, retrieval augmentation, standard structured prompting, and generic multi-stage scaffolding. The study uses ablation-based primary analysis across five preregistered behavioral metrics with locked effect-size thresholds, neutral-label controls, and predefined pass/fail conditions. Methodological inspiration drawn from Vargas-Barroso et al. (2026, Nature Communications) without claiming biological equivalence. No amendments filed as of deposit.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Scientific Computing and Data Management
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