<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Access to Large Language Model Predictions</dc:title>
  <dc:title>R package pangoling version 1.0.3</dc:title>
  <dc:description>Provides access to word predictability estimates using large 
             language models (LLMs) based on 'transformer' architectures via 
             integration with the 'Hugging Face' ecosystem 
             &lt;https://huggingface.co/&gt;. The package 
             interfaces with pre-trained neural networks and supports both 
             causal/auto-regressive LLMs (e.g., 'GPT-2') and 
             masked/bidirectional LLMs (e.g., 'BERT') to compute the probability
             of words, phrases, or tokens given their linguistic context. For 
             details on GPT-2 and causal models, see Radford et al. (2019) 
             &lt;https://storage.prod.researchhub.com/uploads/papers/2020/06/01/language-models.pdf&gt;, 
             for details on BERT and masked models, see 
             Devlin et al. (2019) &lt;doi:10.48550/arXiv.1810.04805&gt;. By enabling a
             straightforward estimation of word predictability, the package 
             facilitates research in psycholinguistics, computational 
             linguistics, and natural language processing (NLP).</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.1.0)</dc:relation>
  <dc:relation>Imports: cachem, data.table, memoise, reticulate, rstudioapi, stats,
tidyselect, tidytable (&gt;= 0.7.2), utils</dc:relation>
  <dc:relation>Suggests: brms, knitr, parallel, rmarkdown, spelling, testthat (&gt;=
3.0.0), tictoc, covr</dc:relation>
  <dc:creator>Bruno Nicenboim &lt;b.nicenboim@tilburguniversity.edu&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Bruno Nicenboim [aut, cre] (ORCID:
    &lt;https://orcid.org/0000-0002-5176-3943&gt;),
  Chris Emmerly [ctb],
  Giovanni Cassani [ctb],
  Lisa Levinson [rev],
  Utku Turk [rev]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=pangoling/LICENSE)</dc:rights>
  <dc:date>2025-04-07</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=pangoling</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.pangoling</dc:identifier>
  <dc:language>en-US</dc:language>
</oai_dc:dc>
