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typo fix
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Co-authored-by: Nick Heiner <NickHeiner@users.noreply.github.com>
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benlower and NickHeiner authored Jul 17, 2023
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Expand Up @@ -139,7 +139,7 @@ More detail: [`UseTools` API docs](../api/modules/batteries_use_tools#usetools).

### Accessing Knowledge (AKA "Docs QA")

LLMs have "soft knowledge" of the world, but if you just ask a question without providing any context, they're prone to [hallucination](<https://en.wikipedia.org/wiki/Hallucination_(artificial_intelligence)>). Additionally, because LLMs are only trained on public data, they don't have context on private data your or your app may care about.
LLMs have "soft knowledge" of the world, but if you just ask a question without providing any context, they're prone to [hallucination](https://en.wikipedia.org/wiki/Hallucination_(artificial_intelligence)). Additionally, because LLMs are only trained on public data, they don't have context on private data your or your app may care about.

To address this, the community has developed a variety of techniques known collectively as "Document Q&A" (DocsQA). DocsQA enables your application to provide the LLM with a set of content/documents that serve as the source of truth. This avoids hallucination and enables the model to provide better responses.

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