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…