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Author

I. García-López

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3 papers indexed here

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Review Open access Sep 2026

Governing Open Large Language Models in public administrative decision-making: a framework for accountability, justification, and institutional control

The integration of Open Large Language Models (OLLMs) into administrative decision-making raises critical challenges related to accountability, justification, and institutional control. This paper examines OLLMs not merely as technical tools but as governance objects embedded in legally sensitive decision processes. It...

I. García-López, J. Molina-Espinosa, M.-S. Ramirez-Montoya et al. · 0 citations
Review Open access Aug 2026

A Reliability-Aware Retrieval-Augmented Generation Architecture for Open Language Models in Higher Education Decision Support

The contribution is a conceptual yet technically grounded deployment artifact that connects cloud computing, data science, and higher education governance; the architecture has not yet been empirically validated, and a protocol for future institutional pilots is specified.

I. García-López, Nicia Guillén-Yparrea · 0 citations
2026

Optimizing Open Large Language Models for Equity and Accessibility in Higher Education Through Pruning and Retrieval-Augmented Generation

This study examines whether open large language models (OLLMs) can be optimized for equitable and efficient use in higher education under resource-constrained conditions. A quantitative experimental design was implemented to evaluate five OLLMs —Falcon, Bloom, GPT-NeoX, T5, and Flan-T5—under four conditions: baseline u...

I. García-López, J. Molina-Espinosa, M-S. Ramirez-Montoya · 0 citations

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