Author

Benedetta Muscato

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Preprint Aug 2026

Virgil: Navigating Explainability for Transformer-based Language Models

Explainability for transformer-based language models is becoming crucial as these systems are deployed in high-stakes applications. As a result, the ecosystem of explainability tools is rapidly evolving, becoming richer, but also more fragmented and harder to navigate. To address this challenge, we present Virgil, an i...

Martino Ciaperoni, Sezer Kutluk, Benedetta Muscato et al. · 0 citations

#artificial intelligence Jul 2026

From Plausible to Actionable: A Position on LLM Self-Explanations

It is argued that self-explanations can be highly plausible, questionably faithful, and yet highly actionable, and evaluation should extend beyond these criteria to actionability, highlighting applications of LLM rationalization capabilities that support informed decision-making and appropriate action across diverse st...

E. Herrewijnen, Benedetta Muscato, Gizem Gezici et al. · arXiv.org · 0 citations