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20242026
most citedDirect Interval Propagation Methods using Neural-Network Surrogates for Uncertainty Quantification in Physical Systems Surrogate Model

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cs.CL2026

Credal Large Language Models for Semantic Commitment under Uncertainty

Shireen Kudukkil Manchingal, Sofiia Nikolenko, Fabio Cuzzolin

Large language models (LLMs) often produce fluent but incorrect answers with unwarranted confidence. A central limitation is that standard LLMs represent uncertainty through a sing…

cs.CL2025

Random-Set Large Language Models

Muhammad Mubashar, Shireen Kudukkil Manchingal, Fabio Cuzzolin

Large Language Models (LLMs) are known to produce very high-quality tests and responses to our queries. But how much can we trust this generated text? In this paper, we study the p…