Decision-safe evaluation + Streamlit dashboard for AI vs Human vs Post-Edited AI text detection. Generates a reliability report card (Accuracy, Macro F1, ECE, Brier), calibration plots, confidence histograms, and a coverage-vs-performance abstention curve. Recommends an operating threshold for human-review routing.

Calibration and uncertainty quantification for ranking systems.

Fine-tuning and calibrating the Chronos (T5) transformer for financial time series forecasting. Achieves up to 15% better accuracy (MASE) and reliable confidence estimates using perturbation-based consistency calibration (C3).