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PsychWordVec: Word Embedding Research Framework for Psychological Science
An integrative toolbox of word embedding research that provides:
(1) a collection of 'pre-trained' static word vectors in the '.RData'
compressed format <https://psychbruce.github.io/WordVector_RData.pdf>;
(2) a series of functions to process, analyze, and visualize word vectors;
(3) a range of tests to examine conceptual associations, including
the Word Embedding Association Test <doi:10.1126/science.aal4230>
and the Relative Norm Distance <doi:10.1073/pnas.1720347115>,
with permutation test of significance;
(4) a set of training methods to locally train (static) word vectors
from text corpora, including 'Word2Vec' <doi:10.48550/arXiv.1301.3781>,
'GloVe' <doi:10.3115/v1/D14-1162>, and 'FastText' <doi:10.48550/arXiv.1607.04606>;
(5) a group of functions to download 'pre-trained' language models
(e.g., 'GPT', 'BERT') and extract contextualized (dynamic) word vectors
(based on the R package 'text').
| Version: |
2023.9 |
| Depends: |
R (≥ 4.0.0) |
| Imports: |
bruceR, dplyr, stringr, data.table, purrr, vroom, cli, ggplot2, ggrepel, corrplot, psych, Rtsne, rgl, qgraph, rsparse, text2vec, word2vec, fastTextR, text, reticulate |
| Suggests: |
wordsalad, sweater, glue |
| Published: |
2023-09-27 |
| Author: |
Han-Wu-Shuang Bao 
[aut, cre] |
| Maintainer: |
Han-Wu-Shuang Bao <baohws at foxmail.com> |
| BugReports: |
https://github.com/psychbruce/PsychWordVec/issues |
| License: |
GPL-3 |
| URL: |
https://psychbruce.github.io/PsychWordVec/ |
| NeedsCompilation: |
no |
| Materials: |
README NEWS |
| CRAN checks: |
PsychWordVec results |
Documentation:
Downloads:
Reverse dependencies:
Linking:
Please use the canonical form
https://CRAN.R-project.org/package=PsychWordVec
to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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