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The DELEGATE-52 project repository on GitHub, showing Microsoft's benchmark for testing LLM document editing fidelity
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Microsoft tested 19 LLMs as document editors. Even the best ones corrupted 25% of the content.

The DELEGATE-52 benchmark tests AI editing across 52 professional domains. Frontier models corrupt a quarter of document content over long workflows.