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RESEARCH27

Automatic Causal Fairness Analysis with LLM-Generated Reporting

arXiv CS.LGΒ·May 1, 2026

The `FairMind` software prototype automates causal fairness analysis at the dataset level, addressing the lack of fairness consideration in most AutoML frameworks. It utilizes the standard fairness model and LLMs to generate accurate reports on fairness based on counterfactual causal effects.

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