Don extquotesingle t Throw Away Your Beams: Improving Consistency-based Uncertainties in LLMs via Beam Search - Fadeeva, Ekaterina; Goloburda, Maiya; Rubashevskii, Aleksandr; Vashurin, Roman; Shelmanov, Artem; Nakov, Preslav; Sachan, Mrinmaya; Panov, Maxim (International Conference on Learning Representations, 2026)