Author

Emilio Ferrara

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#artificial intelligence Preprint Sep 2026

MetaPersona: Task-Grounded Synthetic Populations from Empirical Social Science

This work proposes MetaPersona, a framework that retrieves task-relevant evidence, constructs literature-derived persona dependency graphs, and samples synthetic populations from empirical priors linking demographics, latent attributes, and outcomes.

Jin Ye, Yuan-Gang Li, Chen-Xiao Yu et al. · 0 citations

Jul 2026

QuantiBias: Benchmarking Quantization-Induced Bias in LLMs

A benchmark that pairs a generative, multilingual stereotype probe with the refusal and multiple-choice controls that isolate open-ended generation, contrasts each build with and without reasoning, and rates the content severity of what it generates.

Emilio Ferrara · arXiv.org · 0 citations