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Update index.md missing verb (run-llama#13007)
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kandros authored and mattf committed Apr 25, 2024
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Expand Up @@ -19,7 +19,7 @@ You may choose to **fine-tune** a LLM with your data, but:
- Due to the cost to train, it's **hard to update** a LLM with latest information.
- **Observability** is lacking. When you ask a LLM a question, it's not obvious how the LLM arrived at its answer.

Instead of fine-tuning, one can a context augmentation pattern called [Retrieval-Augmented Generation (RAG)](./getting_started/concepts.md) to obtain more accurate text generation relevant to your specific data. RAG involves the following high level steps:
Instead of fine-tuning, one can use a context augmentation pattern called [Retrieval-Augmented Generation (RAG)](./getting_started/concepts.md) to obtain more accurate text generation relevant to your specific data. RAG involves the following high level steps:

1. Retrieve information from your data sources first,
2. Add it to your question as context, and
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