Author

Elia Onofri

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Preprint Sep 2026

Consensus and Factual Dynamics in Large Populations of Interacting Language Models

Large Language Model (LLM) agents are increasingly deployed as populations of interacting entities, in which consensus --agreement on a shared answer-- emerges as a collective, unengineered behaviour. Prior work on LLM consensus shows that agents can cross-verify their answers and converge towards more factual response...

Emanuele Ricco, Elia Onofri, Vincenzo Sammartino et al. · 0 citations

#artificial intelligence Preprint Sep 2026

RAIM: Robust Aggregation of Inexpensive Models for Hallucination Detection

Automatic evaluation of faithfulness increasingly relies on a large language model acting as a judge, yet the most reliable judges are proprietary frontier models, costly and ill-suited to high-throughput monitoring. We investigate whether a panel of cheap open-weight judges (4--9B) can be aggregated to stand in for a...

Elia Onofri, R. Di Pietro · 0 citations