Mining Causality: AI-Assisted Search for Instrumental Variables

The method uses large language models (LLMs) to find instrumental variables (IVs) by simulating agent decision-making. A two-step prompting strategy searches for variables meeting relevance, exclusion, and independence criteria. The results suggest LLMs can discover new IV candidates that inspire human researchers.

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