domenicrosati / Topic-Modeling-for-Citation-Statements

An overview of topic modeling for citation statements to identify groups of citations and improve topic representations for those

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Topic Modeling for Citation statements

This repo goes over several methods for topic modeling for citation statements. Including:

  • LDA (LDA.ipynb)
  • Contextual Topic Models (CTM.ipynb)
  • Zeroshot Topic Models (ZTM.ipynb)
  • Multi-document and Query Gen for Better Topic Representations (MDS.ipynb)

This repo uses a set of more than 700 citations to (10.1007/s11192-015-1765-5) to identify groups of citations and provide human readable representations. Other than LDA, a GPU should be used for the other notebooks.

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An overview of topic modeling for citation statements to identify groups of citations and improve topic representations for those


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