<![CDATA["Our analysis shows that current LLMs are unreliable delegates: they introduce sparse but severe errors that silently corrupt documents."]]>

<![CDATA["Our analysis shows that current LLMs are unreliable delegates: they introduce sparse but severe errors that silently corrupt documents."]]>"Our analysis shows that current LLMs are unreliable delegates: they introduce sparse but severe errors that silently corrupt documents."

"Our large-scale experiment with 19 LLMs reveals that current models degrade documents during delegation: even frontier models (Gemini, Claude, GPT) corrupt an average of 25% of document content by the end of long workflows, with other models failing more severely."

LLMs Corrupt Your Documents When You Delegate

Abstract page for arXiv paper 2604.15597: LLMs Corrupt Your Documents When You Delegate

arXiv.org (arxiv.org)

#ai #llm #tech #science #gpt #claude #gemini

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