4 papers
Self-Play Search Distillation for Large Language Model Reasoning
Lorenzo Molfetta, Wai-Chung Kwan, Giacomo Frisoni +5
Improving reasoning abilities in Large Language Models (LLMs) requires high-quality data that exposes difficult decisions, competing alternatives, and their consequences. Data scar…
Sycophants in the Courtroom: Are LLMs Fragile to Juridical Authority and Evolving Legal Standards?
Lorenzo Molfetta, Alessio Cocchieri, Luca Ragazzi +3
In medicine, claims remain valid when supported by empirical evidence grounded in stable biological reality. In law, by contrast, truth is contingent, defined by jurisdiction, temp…
FEAST: Retrieval-Augmented Multi-Hierarchical Food Classification for the FoodEx2 System
Lorenzo Molfetta, Alessio Cocchieri, Stefano Fantazzini +3
Hierarchical text classification (HTC) and extreme multi-label classification (XML) tasks face compounded challenges from complex label interdependencies, data sparsity, and extrem…
MEMEWEAVER: Inter-Meme Graph Reasoning for Sexism and Misogyny Detection
Paolo Italiani, David Gimeno-Gomez, Luca Ragazzi +2
Women are twice as likely as men to face online harassment due to their gender. Despite recent advances in multimodal content moderation, most approaches still overlook the social…