Cassidy Langenfeld

Doing Experiments and Revising Rules with Natural Language and Probabilistic Reasoning

We give a model of how to infer natural language rules by doing experiments. The model integrates Large Language Models (LLMs) with Monte Carlo algorithms for probabilistic inference, interleaving online belief updates with experiment design under information-theoretic criteria. We conduct a human-m…