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Han-Xiu Chen

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#machine learning Preprint Sep 2026

Probability Contracts: Accuracy, Coherence, and Decisions Across LLM Interfaces

Equivalent probability requests can lead to different decisions even when both reports are valid. We introduce probability contracts, a benchmark that connects exact finite-world posteriors, validated event alignment, interface coherence, and failure-aware decision evaluation. Across four model-interface configurations...

Han-Xiu Chen, Ying-Rui Li · 0 citations

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