Explainable Graph Spectral Clustering For GloVe-like Text Embeddings

Mieczysław A. Kłopotek, Sławomir T. Wierzchoń, Bartłomiej Starosta, Piotr Borkowski, Dariusz Czerski +1 more
8/12/2025
cs.LGcs.AI

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Abstract

In a previous paper, we proposed an introduction to the explainability of Graph Spectral Clustering results for textual documents, given that document similarity is computed as cosine similarity in term vector space. In this paper, we generalize this idea by considering other embeddings of documents, in particular, based on the GloVe embedding idea.

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Cite this paper

@article{kopotek2025explainable,
  title  = {Explainable Graph Spectral Clustering For GloVe-like Text Embeddings},
  author = {Mieczysław A. Kłopotek and Sławomir T. Wierzchoń and Bartłomiej Starosta and Piotr Borkowski and Dariusz Czerski and Eryk Laskowski},
  year   = {2025},
  eprint = {2508.14075},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2508.14075v2}
}

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