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AIVentureBeat · 45d ago

An eval harness found what qualitative review couldn't: AI models are most confident when wrong

An evaluation harness discovered that AI models express highest confidence precisely when their answers are wrong, a problem qualitative review missed. This gap between outputs that sound correct and outputs that are verifiably accurate becomes critical as LLM tools influence business decisions in compliance, data analysis, and operations.

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