Why LLMs Fail at Causal Discovery and How Interventional Agents Escape

Amartya Roy, Sonali Parbhoo

Causal discovery is a cornerstone of scientific reasoning, yet whether large language models can perform it reliably remains an open question. Recent benchmarks show that even fine…