# Artefactual **Artefactual** is a lightweight Python package for hallucination detection and robustness in LLM responses. ## Features - **Practical**: Precomputed calibration for several model families - **Flexible**: Works with vLLM, OpenAI Chat Completions, and the OpenAI Responses API formats - **Detailed outputs**: Compute both sequence-level and token-level uncertainty scores ## Uncertainty Detectors - **EPR (Entropy Production Rate)**: Token- and sequence-level entropy-based metric exposing raw and calibrated probabilities - **WEPR (Weighted EPR)**: Calibrated, learned weighted combination of entropy contributions ```{toctree} :maxdepth: 2 api ```