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rahulnyk / knowledge_graph

Convert any text to a graph of knowledge. This can be used for Graph Augmented Generation or Knowledge Graph based QnA
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Feature Extraction #23

Open EmreOzkose opened 7 months ago

EmreOzkose commented 7 months ago

Hi,

Is there any way to extract embeddings for a part of graph?

For example we have Abstract India’s health indicators have improv... and we extracted knowledge like india's health indicators -> continue to lag behind -> peer nations. I want to extract some features for that knowledge.

There is a tool named Node2Vec, but it seems an old tool. I couldn't find any recent method.

rahulnyk commented 7 months ago

Interesting Idea. I can only think of achieving this by embedding each triplet Node -Relation-> Node as text, into a vector. Would love to hear if you have a better idea.

EmreOzkose commented 7 months ago

In this work, they use GLOVE features. They extract features for tail nodes and edges.

Screenshot from 2024-05-01 16-51-26

I will integrate this idea into my work, but thinking of extracting GLOVE embeddings of head&tail&edge and pooling them.

As you can say, sentence embeddings can also be used