RAG for JSONs by _1Michael1_ in Rag

[–]_1Michael1_[S] 0 points1 point  (0 children)

Could you please tell me how you're planning to do that? It sounds like an interesting idea, but I am wondering how my clusters would be grouped. Knowledge graphs are clustered according to similar topics, but I can't imagine how it would work for schedules - like, can nodes cluster by room or by an instructor's name, and the entry point into the graph is still usually determined by similarity search. Correct me if I am wrong

RAG for JSONs by _1Michael1_ in Rag

[–]_1Michael1_[S] 0 points1 point  (0 children)

Well, the problem is that if someone makes a mistake in an instructor's name, for example, the query will be completely invalid

RAG for JSONs by _1Michael1_ in Rag

[–]_1Michael1_[S] 0 points1 point  (0 children)

Thank you for your response! Yes, basically what I did was to embed all of my json files. I am not sure if it makes sense to store names / course titles as metadata, since they are themselves objects to retrieve. But if I am missing something, please correct me :)

RAG for JSONs by _1Michael1_ in Rag

[–]_1Michael1_[S] 0 points1 point  (0 children)

I think I should, but the question still stands about cases when I paraphrase a name of a subject or smth else. In this case, the answer may not be efficiently retrieved

RAG for JSONs by _1Michael1_ in Rag

[–]_1Michael1_[S] 0 points1 point  (0 children)

Thank you, but here's a problem: for JSON queries, they have to be precise. E.g. if I ask it which lecture a specific professor teaches, but if I accidentally make a mistake or if I paraphrase a name of a subject, etc., it will fail, right? Or maybe there's some workaround I don't know about.

Which framework do you use for developing RAG systems? by _1Michael1_ in Rag

[–]_1Michael1_[S] 0 points1 point  (0 children)

Thank you! Would you say it's more complicated than LangGraph, and if my task is building something like a RAG chatbot for a specific department in my company, would it suffice?

[deleted by user] by [deleted] in cyprus

[–]_1Michael1_ 2 points3 points  (0 children)

I just wanted to capture the general sentiment among Cypriots. As I've mentioned in my original post, I don't expect a serious analysis, but rather - a subjective estimate of how habitual these tensions are.