When contexts is absent, metrics that require retrieved_contexts (faithfulness, context_recall, context_precision, noise_sensitivity) are automatically skipped and appear in skipped_metrics. Only answer_relevancy, factual_correctness, semantic_similarity remain computable without contexts. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>