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[Analyzer] Multifaceted Knowledge Graph based clustering #186

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shahrukhx01 opened this issue Aug 30, 2021 · 3 comments
Open

[Analyzer] Multifaceted Knowledge Graph based clustering #186

shahrukhx01 opened this issue Aug 30, 2021 · 3 comments
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analyzer enhancement New feature or request

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@shahrukhx01
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shahrukhx01 commented Aug 30, 2021

Hi @akar5h, @lalitpagaria,
As discussed previously the goal here is to have more advanced document embeddings filterable by facets giving multiple views for a query document, this can be achieved by reproducing the following work:
Paper: https://hpi.de/naumann/projects/web-science/deep-learning-for-text/multifaceted-embeddings.html
Code for the paper: https://github.com/philipphager/faceted-domain-encoder

@shahrukhx01 shahrukhx01 added the enhancement New feature or request label Aug 30, 2021
@shahrukhx01 shahrukhx01 changed the title Multifaceted Knowledge Graph based clustering [Analyzer] Multifaceted Knowledge Graph based clustering Aug 30, 2021
@akar5h
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akar5h commented Aug 30, 2021

I checked out the demo in the link , lets go through their resources and have a discussion.

@lalitpagaria
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Oh this is Julian's paper.

Could you please explain more in detail.
AS far as I understood. First we need train encoder with domain data (within given categories). Later using this to create a cluster word by word level?

@shahrukhx01
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@lalitpagaria I will try giving a short walkthrough in our upcoming call on this paper.

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