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  5. Neural Language Models for Nineteenth-Century English (dataset; language model zoo)

Neural Language Models for Nineteenth-Century English (dataset; language model zoo)

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fasttext.zip

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Resource type
Dataset
Creator (Person)
Hosseini, Kasra
ORCIDORCID logo
Beelen, Kaspar
ORCIDORCID logo
Colavizza, Giovanni
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Coll Ardanuy, Mariona
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Date published
2021
Abstract
This dataset contains four types of neural language models trained on a large historical dataset of books in English, published between 1760-1900 and comprised of ~5.1 billion tokens. The language model architectures include static (word2vec and fastText) and contextualized models (BERT and Flair). For each architecture, we trained a model instance using the whole dataset. Additionally, we trained separate instances on text published before 1850 for the two static models, and four instances considering different time slices for BERT. Github repository: https://github.com/Living-with-machines/histLM.
Contributor (organisation)
Living with Machines
Project(s)
Living with Machines
Funder
Funder nameAwards
Arts and Humanities Research Council (AHRC)
AH/S01179X/1
Engineering and Physical Sciences Research Council (EPSRC)
EP/N510129/1
Version
1.0.1
Publisher
Zenodo
Official URL
https://doi.org/10.5281/zenodo.4782245
Related URL
https://zenodo.org/record/4782245
Licence
https://creativecommons.org/licenses/by/4.0/
DOI
10.5281/zenodo.4782245
Related identifier
IdentifierTypeRelation
10.5281/zenodo.4779090
DOI
isversionof
Keywords
fastText
LSTM
BERT
word2vec
NLP
Transformers
Deep Learning
Neural Network
Flair
Language model
Natural language processing
Collection
Living with Machines
Managed by the British Library and supported by the AHRC

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