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Article

Graduated Dissent: Budgeted Disagreement Resolution for Multi-Model Inference

2026-03-24

Abstract excerpt

Recent empirical work demonstrates that large language models cannot reliably self-correct reasoning without external feedback, and large-scale evaluation across hundreds of models reveals substantial error correlation even between models with distinct architectures and providers. When generator and evaluator share failure modes, self-evaluation may provide weak evidence of correctness, and repeated self-critique...

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Literature Corpus work
a517f4f3-c1ab-5f17-8f69-aca8cb002db6
DOI
10.20944/preprints202603.1830.v1
Open publication

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Graduated Dissent: Budgeted Disagreement Resolution for Multi-Model InferenceDOI 10.20944/preprints202603.1830.v1
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