PsychWordVec

PsychWordVec-package

<img src="figures/logo.png?package=PsychWordVec&version=2025.8" style="float: right" alt="logo" width="120">
An integrative toolbox of word embedding research that provides: (1) a collection of 'pre-trained' static word vectors in the '.RData' compressed format <a href="https://psychbruce.github.io/WordVector_RData.pdf">https://psychbruce.github.io/WordVector_RData.pdf</a>; (2) a group of functions to process, analyze, and visualize word vectors; (3) a range of tests to examine conceptual associations, including the Word Embedding Association Test tools:::Rd_expr_doi("10.1126/science.aal4230") and the Relative Norm Distance tools:::Rd_expr_doi("10.1073/pnas.1720347115"), with permutation test of significance; and (4) a set of training methods to locally train (static) word vectors from text corpora, including 'Word2Vec' tools:::Rd_expr_doi("10.48550/arXiv.1301.3781"), 'GloVe' tools:::Rd_expr_doi("10.3115/v1/D14-1162"), and 'FastText' tools:::Rd_expr_doi("10.48550/arXiv.1607.04606").

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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 group 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; and
(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>.

Han-Wu-Shuang Bao

Word Embedding Research Framework for Psychological Science

PsychWordVec-package function

Maintainer: Han Wu Shuang Bao <a href="/link/baohws%40foxmail.com?package=PsychWordVec&version=2025.8" data-mini-rdoc="PsychWordVec::baohws@foxmail.com">baohws@foxmail.com</a> (<a href="https://orcid.org/0000-0003-3043-710X">ORCID</a>)

Author

<img src='figures/logo.png' style='float: right' alt='logo' width='120' />
An integrative toolbox of word embedding research that provides: (1) a collection of 'pre-trained' static word vectors in the '.RData' compressed format <a href='https://psychbruce.github.io/WordVector_RData.pdf'>https://psychbruce.github.io/WordVector_RData.pdf</a>; (2) a group of functions to process, analyze, and visualize word vectors; (3) a range of tests to examine conceptual associations, including the Word Embedding Association Test tools:::Rd_expr_doi("10.1126/science.aal4230") and the Relative Norm Distance tools:::Rd_expr_doi("10.1073/pnas.1720347115"), with permutation test of significance; and (4) a set of training methods to locally train (static) word vectors from text corpora, including 'Word2Vec' tools:::Rd_expr_doi("10.48550/arXiv.1301.3781"), 'GloVe' tools:::Rd_expr_doi("10.3115/v1/D14-1162"), and 'FastText' tools:::Rd_expr_doi("10.48550/arXiv.1607.04606").

PsychWordVec: Word Embedding Research Framework for Psychological Science — PsychWordVec-package

Maintainer: Han Wu Shuang Bao <a href='mailto:baohws@foxmail.com'>baohws@foxmail.com</a> (<a href='https://orcid.org/0000-0003-3043-710X'>ORCID</a>)

PsychWordVec-package: PsychWordVec: Word Embedding Research Framework for Psychological Science

Description

Arguments

Author

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