arxivcs.CLcs.LG2026-07-31
Evidence-Type Competition: When Can Interventional Data Teach Language Models Causal Direction?
Interventional data is widely regarded as the gold standard for teaching models causal reasoning. We test this assumption in a fully controlled synthetic environment pitting observational correlation against causal effect, and find it fails instructively. In Simpson's-paradox wor…