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A RAG That Says “Not in This Document” Has to Show Four Kinds of Evidence

2026-09-02 22:00 Models 🔥 33.3 heat score
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In the field of enterprise document intelligence, recent views suggest that RAG models must provide four specific pieces of evidence to support the conclusion when answering “the information is not in the document”. This standard considers it a Bug to confidently give incorrect answers, and a simple denial without basis is equally serious. Each type of evidence should correspond to a specific fact, collectively proving that the judgment of “not in the document” is valid. This content was originally published on the Towards Data Science platform.

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Enterprise Document Intelligence

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  • Enterprise Document Intelligence1

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T Towards Data Science en 2026-09-02 22:00

A RAG That Says “Not in This Document” Has to Show Four Kinds of Evidence

The enterprise document intelligence field indicates that if an RAG model answers “not in the document,” it must provide four pieces of evidence to support its conclusion. This view holds that a confident wrong answer is considered a Bug, and a baseless simple denial is equally serious. Each type of evidence requires a specific fact to support the judgment that “not in the document”. This content was originally published on the Towards Data Science platform.