HawkesLLM: Semantic Uncertainty Propagation in Agentic Text Simulation

Zewei Deng, Tinghan Ye, Liyan Xie

Agentic text-simulation systems write in sequence, with each item becoming possible context for later steps. That makes uncertainty path-dependent: an early ambiguity can affect la…