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Probability Contracts: Accuracy, Coherence, and Decisions Across LLM Interfaces
A probability used for a decision should refer to the same event across equivalent requests. We introduce probability contracts, a benchmark connecting exact finite-world posteriors, validated event transformations, and failure-aware decision evaluation. Four model-interface configurations are evalu
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