Empirica: Epistemic Self-Assessment for AI Systems — Dataset & Companion Guide
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Dataset (1,190,265 evidence observations from 792 AI sessions) and Brier Score companion guide for the Empirica epistemic measurement framework. Version 2.1.0 adds the mathematical formalization connecting Empirica to strictly proper scoring rules — covering the objective function, calibration/resolution decomposition, Bayesian updating, and earned agency as a function of Brier performance.
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Zenodo创建时间:
2026-03-27



