Author

Maurizio Gabbrielli

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Preprint Aug 2026

Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences

This work identifies a critical structural gap in current multimodal evaluation paradigms, arguing that the reliance on Large Vision-Language Models (LVLMs) as judges is fundamentally limited by architectural biases, and challenges the multimedia community to move beyond snapshot-centric metrics and instead pioneer Tem...

Martina Ianaro, G. Fernandes, Maurizio Gabbrielli et al. · 0 citations

Jul 2026

D-Score: A Spectral Hidden-State Signal for Hallucination Detection in Large Language Models

The D-Score is introduced, a simple spectral statistic computed from a single forward pass that is used as a hallucination score, classifying an input text as hallucinated when its D-Score is larger than a pre-defined quantity.

Bianca Raimondi, Davide Evangelista, Maurizio Gabbrielli et al. · arXiv.org · 0 citations