Graph RAG Evolved: PathRAG (Relational Reasoning Paths)
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Top Comments (10)
I swear, I just came up with the idea I call "consideration nodes" using topological optimization to allow the model to construct its own reasoning chains integrated with the knowledge graph. Sounds a lot like PathRAG.
As usual your tutorials are the best. Thank you.
Fascinating to see the evolution of techniques. There was something missing from the video - given the researchers warning of hallucinations and limitations of RAG for the medical field, do we see lightRAG or PathRAG techniques as overcoming those challenges?
Fantasticaly explained, thank you!
could lightrag result be filtered to remove results produce the same results ?
Would this method work on a 10M tokens codebase whose repo tree map details inter-dependencies?
I really enjoyed following your tutorial, thanks a lot !
interesting video. med rag - are they using a sophisticated rag setup? how modern is their tech stack? feels rather silly without elaborating at length about their implementation
Great stuff! benchmarks look very good
How do you create your graph for PathRAG to work? Do you use the traditional pathRAG approach?
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Top Comments (10)
I swear, I just came up with the idea I call "consideration nodes" using topological optimization to allow the model to construct its own reasoning chains integrated with the knowledge graph. Sounds a lot like PathRAG.
As usual your tutorials are the best. Thank you.
Fascinating to see the evolution of techniques. There was something missing from the video - given the researchers warning of hallucinations and limitations of RAG for the medical field, do we see lightRAG or PathRAG techniques as overcoming those challenges?
Fantasticaly explained, thank you!
could lightrag result be filtered to remove results produce the same results ?
Would this method work on a 10M tokens codebase whose repo tree map details inter-dependencies?
I really enjoyed following your tutorial, thanks a lot !
interesting video. med rag - are they using a sophisticated rag setup? how modern is their tech stack? feels rather silly without elaborating at length about their implementation
Great stuff! benchmarks look very good
How do you create your graph for PathRAG to work? Do you use the traditional pathRAG approach?