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perturbation-testing

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ericckzhou / falsifyai

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Portable, content-addressed reliability evidence for LLM systems. Capture how a model behaves under perturbation; preserve, verify, and diff the evidence across model changes.

python provenance regression-testing ai-safety differential-testing ai-evaluation llm falsification llm-evaluation eu-ai-act reliability-testing model-migration perturbation-testing replayable-evidence evaluation-validity evidence-infrastructure
  • Updated May 25, 2026
  • Python

hinanohart / yuragi

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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).

python nlp cli machine-learning evaluation stress-testing psychology uncertainty-quantification ai-safety confidence explainability model-testing confidence-calibration llm prompt-engineering llm-evaluation hallucination-detection perturbation-testing
  • Updated May 25, 2026
  • Python

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