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AI needs 'epistemic constitution' to regulate beliefs, paper argues

A new paper proposes "epistemic constitutionalism" as a framework for regulating how AI systems form and express beliefs, aiming to prevent biases like source attribution bias. The author argues that current frontier models exhibit this bias by penalizing arguments from sources whose expected ideology conflicts with the argument's content. The paper advocates for a "Liberal" approach to AI epistemic governance, emphasizing procedural norms that support collective inquiry over a rigid, "Platonic" adherence to formal correctness. AI

IMPACT Proposes a new framework for AI belief formation and governance, addressing potential biases in reasoning systems.

RANK_REASON The cluster contains an academic paper proposing a new framework for AI governance. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Michele Loi ·

    Epistemic Constitutionalism Or: how to avoid coherence bias

    arXiv:2601.14295v4 Announce Type: replace Abstract: Large language models increasingly function as artificial reasoners: they evaluate arguments, assign credibility, and express confidence. Yet their belief-forming behavior is governed by implicit, uninspected epistemic policies.…