Re:Microsoft Academic Knowledge Graph
by ArtWomb on Monday August 26, 2019 @09:26AM
(#20799673)
Knowledge graphs are enjoying a renaissance in AI research. Perhaps due to their success in Game AI and Goal Oriented Action Planning. And this academic paper graph looked like one of the more "pure" datasets.
The quality of the agent depends on the input clearly. And machine understanding of academic research is certainly a problem rich in potential rewards. Linked below are the results of a challenge to "solve" a Sherlock Holmes mystery based only on the text! One of the entries involved constructing a knowledge graph of all potential suspects in the entire Conan Doyle corpus ;)
Report on the First Knowledge Graph Reasoning Challenge 2018 -- Toward the eXplainable AI System
Re:Microsoft Academic Knowledge Graph
by __afk__ on Monday August 26, 2019 @09:29AM
(#20799689)
Lovely to finally see Microsoft adopting RDF and taking on projects like this. There is hope yet for those of us who believe in the promise of semantic data.
The quality of the agent depends on the input clearly. And machine understanding of academic research is certainly a problem rich in potential rewards. Linked below are the results of a challenge to "solve" a Sherlock Holmes mystery based only on the text! One of the entries involved constructing a knowledge graph of all potential suspects in the entire Conan Doyle corpus ;)
Report on the First Knowledge Graph Reasoning Challenge 2018 -- Toward the eXplainable AI System
https://arxiv.org/abs/1908.08184
Microsoft Research: Explainable AI for Science and Medicine
https://www.youtube.com/watch?v=B-c8tIgchu0
SHAP (SHapley Additive exPlanations) is a unified approach to explain the output of any machine learning model
https://github.com/slundberg/shap
And there are CVEs for this version but you're probably not affected.
https://www.cvedetails.com/vulnerability-list/vendor_id-45/p...
[0] http://ma-graph.org/knowledge-graph-exploration/ [1] http://wifo5-03.informatik.uni-mannheim.de/pubby/
The above link also references the Open Academic Graph: https://www.openacademic.ai/oag/
Disclaimer: Microsoft employee, in a totally different part of the company and with no actual clue other than Googling the above. Also, Nazgûl.
> Also, Nazgûl.
I .. don't what you mean
The Resource Description Framework (RDF) is a family of World Wide Web Consortium (W3C) specifications originally designed as a metadata data model.