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Merge pull request #529 from superlinked/update-rag-HR-chatbot-article
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Update rag_hr_chatbot.md
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robertdhayanturner authored Nov 12, 2024
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Expand Up @@ -24,7 +24,7 @@ Below, we’ll show you how to integrate Superlinked into your tech stack to add

## Superlinked addresses RAG challenges, by turning your data into nuanced, multimodal vectors

Superlinked enables you to turn your data into multimodal vectors, and apply weights to specific parts of your data at query time, optimizing retrieval without a custom reranking model or postprocessing tasks. By letting you natively things - e.g., using a Recency embedding space to fine tune the freshness of the data you query - that would otherwise require complex hacks (i.e., using other libraries), Superlinked optimizes your results while reducing your RAG system’s operating resources.
Superlinked enables you to turn your data into multimodal vectors, and apply weights to specific parts of your data at query time, optimizing retrieval without a custom reranking model or postprocessing tasks. By letting you natively embed things - e.g., using a Recency embedding space to fine tune the freshness of the data you query - that would otherwise require complex hacks (i.e., using other libraries), Superlinked optimizes your results while reducing your RAG system’s operating resources.

We build our RAG-powered chatbot below using elements of the Superlinked library that address the challenges of RAG - ensuring your data's diverse, quality, and up-to-date-ness, avoiding reranking, efficient LLM deployment, and, in our HR policy use case, alignment with company guidelines:

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