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I first heard of hypergraphs in the context of knowledge management using hode:
https://github.com/JeffreyBenjaminBrown/hode
I haven't looked more into them, but thought others might find hode interesting.
For an original proposal that do logic inference on Hypergraphs I am using NeuraLogic, through a Python frontend (https://github.com/LukasZahradnik/PyNeuraLogic)
I wonder if this is something the author would have enjoyed…
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