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Ask HN: Is there a need for entity-based RAG?

1 pointsby Major_Groovesabout 1 year ago
Would a data store that is capable of doing entity resolution (link and deduplicate all structured data regarding an entity each in its own graph) be useful for RAG and LLMs?<p>We recently had a bunch of people contact us asking if they could use our solution as a &quot;source of truth&quot; for LLM RAG. We don&#x27;t know much about LLM or RAG so have been trying to get up to speed quickly, so wanted to ask the question here - if you work on RAG do you see a use case for a fuzzy search engine for structured data (which is effectively what our solution is), where the underlying data is considered a &quot;source of truth&quot;?<p>Probably should mention the underlying data is deduplicated and linked (and searched) using rules based on various phonetic, similarity and distance algorithms (including Cosine). We don&#x27;t use vectors or embeddings in our matching, although we plan to later.<p>We are just now trying to evaluate whether we should double down on the LLM&#x2F;RAG space and build a Langchain connector for our solution.

1 comment

dhruv_anandabout 1 year ago
Can you link to your solution?
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