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

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Diachronic and diatopic word embeddings from newspapers digitised by the British Library (1830-1889): North and South England (Q6704402)

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Dataset published at Zenodo repository.
Language Label Description Also known as
English
Diachronic and diatopic word embeddings from newspapers digitised by the British Library (1830-1889): North and South England
Dataset published at Zenodo repository.

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    Diachronicword embeddings (decade-level) trained with Word2Vec (via Gensim) on different geographic subcorpora of the Heritage Made Digital British and the Living with Machineshistorical 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: sg = True min_count = 1 window = 5 vector_size = 200 epochs = 5 Like the embeddings inthis 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 Barbara McGillivray,Diachronic and diatopic word embeddings from British historical newspapers, presented atAIUCD (Convegno dellAssociazione per lInformatica Umanistica e la Cultura Digitale) in Siena (Italy), June 2023.
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    3 May 2023
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