LLM-Augmented Causal Discovery: Probabilistic Fusion of Edge Existence and Orientation

Neville K. Kitson, Anthony Constantinou

Bayesian network structure learning (BNSL) from observational data struggles with orientation identifiability, while large language models (LLMs) offer broad but often unreliable c…