most citedI Predict Therefore I Am: Is Next Token Prediction Enough to Learn Human-Interpretable Concepts from Data?

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cs.SE2026

Uncertainty Propagation in LLM-Based Systems

Boming Xia, Liming Zhu, Erdun Gao +3

Uncertainty in large language model (LLM)-based systems is often studied at the level of a single model output, yet deployed LLM applications are compound systems in which uncertai…