14 papers
Can "AI" Be a Doctor? A Study of Empathy, Readability, and Alignment in Clinical LLMs
Mariano Barone, Francesco Di Serio, Roberto Moio +4
Large Language Models (LLMs) are increasingly deployed in healthcare, yet their communicative alignment with clinical standards remains insufficiently quantified. We conduct a mult…
Brain3D: Brain Report Automation via Inflated Vision Transformers in 3D
Mariano Barone, Francesco Di Serio, Giuseppe Riccio +4
Current medical vision-language models (VLMs) process volumetric brain MRI using 2D slice-based approximations, fragmenting the spatial context required for accurate neuroradiologi…
From Who They Are to How They Act: Behavioral Traits in Generative Agent-Based Models of Social Media
Valerio La Gatta, Gian Marco Orlando, Marco Perillo +2
Generative Agent-Based Modeling (GABM) leverages Large Language Models to create autonomous agents that simulate human behavior in social media environments, demonstrating potentia…
Are LLMs Ready for TOON? Benchmarking Structural Correctness-Sustainability Trade-offs in Novel Structured Output Formats
Elio Masciari, Vincenzo Moscato, Enea Vincenzo Napolitano +3
Large Language Models (LLMs) are increasingly required to generate structured, machine-readable outputs for downstream systems. While recent benchmarks have focused on evaluating t…
SOLVE-Med: Specialized Orchestration for Leading Vertical Experts across Medical Specialties
Roberta Di Marino, Giovanni Dioguardi, Antonio Romano +5
Medical question answering systems face deployment challenges including hallucinations, bias, computational demands, privacy concerns, and the need for specialized expertise across…
Emergent Coordinated Behaviors in Networked LLM Agents: Modeling the Strategic Dynamics of Information Operations
Gian Marco Orlando, Jinyi Ye, Valerio La Gatta +4
Generative agents are rapidly advancing in sophistication, raising urgent questions about how they might coordinate when deployed in online ecosystems. This is particularly consequ…