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Prabhath Chellingi

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#artificial intelligence Preprint Oct 2026

Same Feedback, Different Answer: Measuring Run-to-Run Instability in Frontier-Model Customer Feedback Analysis

AI agents are increasingly being programmed to automate knowledge work over large collections of unstructured data. Such automation requires repeatability: when the underlying evidence is unchanged, the agent's categories, priorities, and counts should not shift materially between runs, even if each individual answer a...

Viraj Bagal, Raviraja Ganta, Prabhath Chellingi · 0 citations

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