# How Reproducible Are Evaluation Conclusions? A Self-Audit of LLM-Inferred Prompt Structure > Source: > Published: 2026-09-29 06:30:18+00:00 Evaluations of LLM systems routinely average over small prompt sets and report models as a ranked table. We ask how much confidence such a table deserves, using LLM-based prompt-structure inference as the case study: eight open model variants across five families and 8B to 675B parameters, caching d