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paperarXivTrust 82 · PrimaryPublished 6d agoLive · 3d ago

Automatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete Works

Thematic indexing -- the practice of assigning structured conceptual labels to sections of text -- is essential to scholarly access in large-scale literary and historical editions, yet it remains a largely manual, labour-intensive process. This paper explores the application of machine learning to automatic thematic indexing, using two substantial sub-corpora of the Complete Works of Voltaire as a test case: the Essai sur les mœurs et l'esprit des nations and the Questions sur l'Encyclopédie. The task is framed as a multi-label classification problem, in which a model must assign the set of in

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  • PossiblePossibly related (embedding) · 50%grobidOrg/grobid
  • LinkedLinked via arxiv author · 85%Miguel Arana-Catania

    Automatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete Works

  • LinkedLinked via arxiv author · 85%Gillian Pink

    Automatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete Works

  • LinkedLinked via arxiv author · 85%Glenn Roe

    Automatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete Works

  • FuzzySimilar title/name (fuzzy) · 66%stefan-jansen/machine-learning-for-trading

    Fuzzy title match (0.78): “Automatic Thematic Indexing of Large Literary Corpora: A Mac” ≈ “stefan-jansen/machine-learning-for-trading”

  • FuzzySimilar title/name (fuzzy) · 66%DataTalksClub/machine-learning-zoomcamp

    Fuzzy title match (0.78): “Automatic Thematic Indexing of Large Literary Corpora: A Mac” ≈ “DataTalksClub/machine-learning-zoomcamp”

  • FuzzySimilar title/name (fuzzy) · 59%EthicalML/awesome-production-machine-learning

    Fuzzy title match (0.73): “Automatic Thematic Indexing of Large Literary Corpora: A Mac” ≈ “EthicalML/awesome-production-machine-learning”

  • FuzzySimilar title/name (fuzzy) · 59%aymericdamien/TopDeepLearning

    Fuzzy title match (0.73): “Automatic Thematic Indexing of Large Literary Corpora: A Mac” ≈ “aymericdamien/TopDeepLearning”

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