https://e343c64b.dataagentx.pages.dev/en/tags/llm-evaluation/Recent content in LLM Evaluation on DataAgentXHugoen-USThu, 10 Sep 2026 00:00:00 +0000https://e343c64b.dataagentx.pages.dev/en/tech/20260910-evaluation/Thu, 10 Sep 2026 00:00:00 +0000https://e343c64b.dataagentx.pages.dev/en/tech/20260910-evaluation/<p>A successful query, attractive chart, and complete report do not independently make an answer trustworthy. The agent may have selected the wrong source, bound the wrong metric, executed correct SQL over incomplete data, and then described correlation as causation.</p> <p>One accuracy score compresses these failures into a number and hides high-cost errors. A better evaluation follows the analysis chain layer by layer and sends each failure back to the component that can repair it.</p>