Package: ruimtehol 0.3.2

Jan Wijffels

ruimtehol: Learn Text 'Embeddings' with 'Starspace'

Wraps the 'StarSpace' library <https://github.com/facebookresearch/StarSpace> allowing users to calculate word, sentence, article, document, webpage, link and entity 'embeddings'. By using the 'embeddings', you can perform text based multi-label classification, find similarities between texts and categories, do collaborative-filtering based recommendation as well as content-based recommendation, find out relations between entities, calculate graph 'embeddings' as well as perform semi-supervised learning and multi-task learning on plain text. The techniques are explained in detail in the paper: 'StarSpace: Embed All The Things!' by Wu et al. (2017), available at <arxiv:1709.03856>.

Authors:Jan Wijffels [aut, cre, cph], BNOSAC [cph], Facebook, Inc. [cph]

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NEWS

# Install 'ruimtehol' in R:
install.packages('ruimtehol', repos = c('https://bnosac.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/bnosac/ruimtehol/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • dekamer - Dataset from 2017 with Questions and Answers in the Belgium Federal Parliament
  • dekamer_theme_terminology - Dataset containing relevant terminology for each theme of the 'dekamer' dataset

On CRAN:

classificationembeddingsnatural-language-processingnlpsimilaritystarspacetext-mining

6.65 score 101 stars 44 scripts 272 downloads 14 exports 2 dependencies

Last updated 9 months agofrom:ff56ab0b1d. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 31 2024
R-4.5-win-x86_64OKOct 31 2024
R-4.5-linux-x86_64OKOct 31 2024
R-4.4-win-x86_64OKOct 31 2024
R-4.4-mac-x86_64OKOct 31 2024
R-4.4-mac-aarch64OKOct 31 2024
R-4.3-win-x86_64OKOct 31 2024
R-4.3-mac-x86_64OKOct 31 2024
R-4.3-mac-aarch64OKOct 31 2024

Exports:embed_articlespaceembed_docspaceembed_entityrelationspaceembed_pagespaceembed_sentencespaceembed_tagspaceembed_wordspaceembedding_similaritystarspacestarspace_dictionarystarspace_embeddingstarspace_knnstarspace_load_modelstarspace_save_model

Dependencies:BHRcpp

Neural Text Models with R package ruimtehol

Rendered fromground-control-to-ruimtehol.Rnwusingutils::Sweaveon Oct 31 2024.

Last update: 2020-11-27
Started: 2018-12-27