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I've been waiting for this. Knowledge graphs don't replace traditional semantic search, but they do unlock a whole new set of abilities when performing RAG, li
by laborcontract 2y ago
I've been waiting for this.
Knowledge graphs don't replace traditional semantic search, but they do unlock a whole new set of abilities when performing RAG, like both traversing down extremely long contexts and traversing across different contexts in a coherent, efficient way.
The only thing about KGs is that it's garbage-in-garbage-out and I've found my feeble attempts at using LLMs to generate graphs sorely lacking.. I can't wait to try this out.
- gkorland 2y agoIndeed, if you build the Knowledge Graph in a "naive" way but just asking the LLM to generate a Knowledge Graph you'll probably end up with a very "dirty" Knowledge Graph full with duplications.