arxivcs.CLcs.LG2026-06-29
Uncertainty-Aware Generation and Decision-Making Under Ambiguity
With rapidly improving capabilities, Large Language Models (LLMs) are increasingly used in many complex real-world tasks. Beyond requiring in-depth knowledge and reasoning skills, many of these tasks exhibit a high degree of subjectivity and require that the outputs of the model…