ReDAct: Uncertainty-Aware Deferral for LLM Agents. - Dzianis Piatrashyn; Nikita Kotelevskii; Kirill Grishchenkov; Nikita Glazkov; Ivan Nasonov; Ilya Makarov; Timothy Baldwin; Preslav Nakov; Roman Vashurin; Maxim Panov (CoRR, 2026)

Adaptive Conformal Prediction for Improving Factuality of Generations by Large Language Models. - Aleksandr Rubashevskii; Dzianis Piatrashyn; Preslav Nakov; Maxim Panov (CoRR, 2026)