Confidence Python Packages

orange3-associate

🍊 :package: Frequent itemsets and association rules mining for Orange 3.

yuragi

yuragi — LLM Confidence Fragility Analyzer. Perturbation-driven hallucination detection with workshop-grade real benchmarks (TruthfulQA n=412 ensemble AUC 0.73, TriviaQA n=200 confidence-inversion AUC 0.75).

cognilateral-trust

AI that tells you when it's guessing. Confidence tiers + accountability for AI agents. pip install cognilateral-trust

bluewhale3-associate

用于挖掘频繁项集和关联规则的蓝鲸插件

evidential-deep-learning

Learn fast, scalable, and calibrated measures of uncertainty using neural networks!

yuragi-ai

yuragi — LLM Confidence Fragility Analyzer. Perturbation-driven hallucination detection with workshop-grade real benchmarks (TruthfulQA n=412 ensemble AUC 0.73, TriviaQA n=200 confidence-inversion AUC 0.75).

rho-eval

Behavioral auditing toolkit for LLMs — audit any model across 8 dimensions (factual, toxicity, bias, sycophancy, reasoning, refusal, deception, over-refusal) using teacher-forced confidence probes.

yuragi-guardrails

yuragi — LLM Confidence Fragility Analyzer. Perturbation-driven hallucination detection with workshop-grade real benchmarks (TruthfulQA n=412 ensemble AUC 0.73, TriviaQA n=200 confidence-inversion AUC 0.75).

knowledge-fidelity

Compress LLMs while auditing whether they still know truth vs myths. SVD compression + false-belief detection in one toolkit.

orange3-associate-zh

🍊 :package: Frequent itemsets and association rules mining for Orange 3.

pitci

Prediction intervals for trees using conformal intervals - pitci

hlucb

Hamming-LUCB algorithm implementation

blauwal3-associate

🍊 :package: Frequent itemsets and association rules mining for Orange 3.