conText-package

A fast, flexible and transparent framework to estimate context-specific word and short document embeddings using the 'a la carte' embeddings approach developed by Khodak et al. (2018) tools:::Rd_expr_doi("10.48550/arXiv.1805.05388") and evaluate hypotheses about covariate effects on embeddings using the regression framework developed by Rodriguez et al. (2021)tools:::Rd_expr_doi("10.1017/S0003055422001228"). New version of the package applies a new estimator to measure the distance between word embeddings as described in Green et al. (2025) tools:::Rd_expr_doi("10.1017/pan.2024.22").

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A fast, flexible and transparent framework to estimate context-specific word and short document embeddings using the 'a la carte'
embeddings approach developed by Khodak et al. (2018) <doi:10.48550/arXiv.1805.05388> and evaluate hypotheses about covariate effects on embeddings using
the regression framework developed by Rodriguez et al. (2021)<doi:10.1017/S0003055422001228>. New version of the package applies a new estimator to measure the distance between word embeddings as described in Green et al. (2025) <doi:10.1017/pan.2024.22>.

Sofia Avila

conText

'a la Carte' on Text (ConText) Embedding Regression

Pedro L. Rodriguez

Arthur Spirling

Brandon Stewart

Christopher Barrie

conText-package function

Maintainer: Sofia Avila <a href="/link/sofiaavila%40princeton.edu?package=conText&version=3.0.0" data-mini-rdoc="conText::sofiaavila@princeton.edu">sofiaavila@princeton.edu</a> (<a href="https://orcid.org/0009-0007-8746-6688">ORCID</a>)
Authors:<ul>
<li>Pedro L. Rodriguez <a href="/link/pedro.rodriguezsosa%40gmail.com?package=conText&version=3.0.0" data-mini-rdoc="conText::pedro.rodriguezsosa@gmail.com">pedro.rodriguezsosa@gmail.com</a> (<a href="https://orcid.org/0000-0003-4762-4550">ORCID</a>) [copyright holder]</li>
<li>Arthur Spirling <a href="/link/as9934%40nyu.edu?package=conText&version=3.0.0" data-mini-rdoc="conText::as9934@nyu.edu">as9934@nyu.edu</a> (<a href="https://orcid.org/0000-0001-9959-1805">ORCID</a>)</li>
<li>Brandon Stewart <a href="/link/bms4%40princeton.edu?package=conText&version=3.0.0" data-mini-rdoc="conText::bms4@princeton.edu">bms4@princeton.edu</a> (<a href="https://orcid.org/0000-0002-7657-3089">ORCID</a>)</li>
</ul>Other contributors:<ul>
<li>Christopher Barrie <a href="/link/christopher.barrie%40ed.ac.uk?package=conText&version=3.0.0" data-mini-rdoc="conText::christopher.barrie@ed.ac.uk">christopher.barrie@ed.ac.uk</a> (<a href="https://orcid.org/0000-0002-9156-990X">ORCID</a>) [contributor]</li>
</ul>

Author

conText: 'a la Carte' on Text (ConText) Embedding Regression — conText-package

Maintainer: Sofia Avila <a href='mailto:sofiaavila@princeton.edu'>sofiaavila@princeton.edu</a> (<a href='https://orcid.org/0009-0007-8746-6688'>ORCID</a>)
Authors:<ul>
<li>Pedro L. Rodriguez <a href='mailto:pedro.rodriguezsosa@gmail.com'>pedro.rodriguezsosa@gmail.com</a> (<a href='https://orcid.org/0000-0003-4762-4550'>ORCID</a>) [copyright holder]</li>
<li>Arthur Spirling <a href='mailto:as9934@nyu.edu'>as9934@nyu.edu</a> (<a href='https://orcid.org/0000-0001-9959-1805'>ORCID</a>)</li>
<li>Brandon Stewart <a href='mailto:bms4@princeton.edu'>bms4@princeton.edu</a> (<a href='https://orcid.org/0000-0002-7657-3089'>ORCID</a>)</li>
</ul>

Other contributors:<ul>
<li>Christopher Barrie <a href='mailto:christopher.barrie@ed.ac.uk'>christopher.barrie@ed.ac.uk</a> (<a href='https://orcid.org/0000-0002-9156-990X'>ORCID</a>) [contributor]</li>
</ul>

conText-package: conText: 'a la Carte' on Text (ConText) Embedding Regression

Description

Arguments

Author

See Also