statistical-testing 13 research 13 reliability 13 otp 13 machine-learning 13 llm 13 elixir 13 beam 13 ai 13 benchmarking 3 explainability 2 transparency 2 interpretability 2 performance-optimization 1 request-hedging 1 tail-latency 1 ai-research 1 documentation 1 experiment-framework 1 llm-reliability 1 llm-testing 1 reproducible-research 1 research-framework 1 automation 1 latency-reduction 1 latency-optimization 1 hedging 1 distributed-systems 1 mmlu 1 ml-datasets 1 humaneval 1 voting 1 dataset-management 1 gsm8k 1 datasets 1 testing-framework 1 t-test 1 statistics 1 statistical-analysis 1 power-analysis 1 mann-whitney 1 hypothesis-testing 1 effect-size 1 anova 1 security-testing 1 robustness 1 red-teaming 1 model-robustness 1 adversarial-testing 1 adversarial-examples 1 adversarial-attacks 1 tracing 1 reasoning-chains 1 logging 1 llm-transparency 1 causal-reasoning 1 test-harness 1 research-automation 1 reporting 1 experiment-orchestration 1 experiment-automation 1 reliability-improvement 1 multi-model 1 model-ensemble 1 llm-ensemble 1 ensemble-learning 1 consensus 1 responsible-ai 1 ml-fairness 1 fairness 1 ethical-ai 1 bias-mitigation 1 bias-detection 1 algorithmic-fairness 1 ai-fairness 1 security-framework 1 security 1 safety-constraints 1 prompt-injection 1 llm-security 1 guardrails 1 content-filtering 1 ai-safety 1 ai-firewall 1 data-loading 1 benchmark-datasets 1 ai-benchmarks 1 xai 1 shap 1 model-interpretability 1 lime 1 feature-attribution 1 explainable-ai 1 validation 1 quality-assurance 1 ml-pipelines 1 data-validation 1 data-quality 1 data-integrity 1 data-checking 1