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7 sins diachronic analysis using CADE on W2V and GloVe embeddings

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grusso98/sins_word_embeddings

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Data Semantics

Authors:

Gaetano Chiriaco

Riccardo Porcedda

Gianmarco Russo



Data Science MSc @ University of Milan-Bicocca.

7 Sins Diachronical Analysis

The aim of the work is to perform a diachronic analysis of the 7 deadly sins to find out how their meaning and use has changed from the 19th century to the 21st century. Additionally, we tried implementing some comparison metrics for the embedding models we used.

Files

  • Preprocessing and DataLoading notebooks contain the preliminary steps.
  • CADE and CADE analysis contains the W2V implementation and the alignment.
  • gloVe contains the glove implementaion.
  • simple_word_embeddings_comparison and geometrical_comparison implement our comparison between W2V and gloVe embeddings.

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7 sins diachronic analysis using CADE on W2V and GloVe embeddings

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