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Ryan C. Barron

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#artificial intelligence Preprint Oct 2026

Trustworthy Domain-Specific AI for Structured Knowledge Retrieval and Reasoning

This dissertation presents a scalable architecture for transforming unstructured, domain-specific text into structured knowledge for retrieval and reasoning. It integrates semi-automatic corpus curation, semantic structuring, retrieval, and inference into an interpretable pipeline. The research introduces Binary Bleed,...

Ryan C. Barron · 0 citations
Preprint Sep 2026

Identity or Prompt Noise? A Calibrated Invariance Audit of LLM Code Generation

Identity cues are irrelevant to a fixed programming specification, but raw counterfactual differences can arise from unequal samples and prompt wording. We audit 30.73 million executed Python generations from seven checkpoints on HumanEval+ and MBPP+, supplemented by an exploratory 550B slice, under model-assigned gend...

M. Eren, Ryan C. Barron, E. Michalak et al. · 0 citations

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