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Diachronic and diatopic word embeddings from newspapers digitised by the British Library (1830-1889): North and South England

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Zenodo2023-05-03 更新2026-04-07 收录
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Diachronic word embeddings (decade-level) trained with Word2Vec (via Gensim) on different geographic subcorpora of the Heritage Made Digital British and the Living with Machines historical newspaper collections: - North England (north.zip) - South England (south.zip) At the moment, for each subcorpus, Word2Vec models are available for each decade in the period 1830-1889. More models are on the way for the following: - each decade in the periods 1780-1829 and 1890-1920 for both North and South England. - diachronic models for the following regions: Scotland, Wales, and Midlands. The models were trained using the following parameters: <pre><code>sg = True min_count = 1 window = 5 vector_size = 200 epochs = 5</code></pre> Like the embeddings in this repository, the model for each decade was aligned to the most recent one with Orthogonal Procrustes. See related GitHub repository for the full documentation: https://github.com/Living-with-machines/DiachronicEmb-BigHistData. Project website (Living with Machines): https://livingwithmachines.ac.uk/ Data related to: Nilo Pedrazzini &amp; Barbara McGillivray, <em>Diachronic and diatopic word embeddings from British historical newspapers</em>, presented at AIUCD (Convegno dell’Associazione per l’Informatica Umanistica e la Cultura Digitale) in Siena (Italy), June 2023.

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2023-05-03
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