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"## Building a Knowledge Base\n",
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"With open **2** the retrieval of relevant information requires an external _\"Knowledge Base\"_, a place where we can store and use to efficiently retrieve information. We can think of this as the external _long-term memory_ of our LLM.\n",
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"With option **2** the retrieval of relevant information requires an external _\"Knowledge Base\"_, a place where we can store and use to efficiently retrieve information. We can think of this as the external _long-term memory_ of our LLM.\n",
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"We will need to retrieve information that is semantically related to our queries, to do this we need to use _\"dense vector embeddings\"_. These can be thought of as numerical representations of the *meaning* behind our sentences.\n",
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