Can AI Refute Economic Theory? Evidence from Beyond the Knowledge Cutoff
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Abstract (arXiv)
Can artificial intelligence (AI) refute economic theory? I document experiments in which I asked several AI models (Gemini, Refine, Claude, and ChatGPT) to check the correctness of four published papers in economic theory, each containing an error that I helped identify or correct. ChatGPT Pro performed best, occasionally constructing counterexamples and corrected proofs, while other models fared worse. However, no model located a true error without substantial human guidance, and data contamination complicates interpretation. I argue that a competent human paired with a frontier model can outperform current peer review, but AI cannot yet refute economic theory on its own.
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References · 4
- 2024Investigating Data Contamination for Pre-training Language Modelscited by 91
- 2025Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiadcited by 74
- 2023Data Contamination Through the Lens of Timecited by 40
- 2026Advancing Mathematics Research with AI-Driven Formal Proof Searchcited by 23
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