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fix documentation (#365)
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@ -113,7 +113,7 @@ asking the LLM to refine the output based on the new document.
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**Pros:** Can pull in more relevant context, and may be less lossy than `RefineDocumentsChain`.
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**Cons:** Requires many more calls to the LLM than `StuffDocumentsChain`. The calls are also NOT independent, meaning they cannot be paralleled like `RefineDocumentsChain`. There is also some potential dependencies on the ordering of the documents.
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**Cons:** Requires many more calls to the LLM than `StuffDocumentsChain`. The calls are also NOT independent, meaning they cannot be paralleled like `MapReduceDocumentsChain`. There is also some potential dependencies on the ordering of the documents.
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## Use Cases
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LangChain supports the above three methods of augmenting LLMs with external data.
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